diff --git a/model/HuggingFace/BartLargeMnli.py b/model/HuggingFace/BartLargeMnli.py
deleted file mode 100644
index 6c2a64f2bb3f078d1001e2fa351f855218787d0b..0000000000000000000000000000000000000000
--- a/model/HuggingFace/BartLargeMnli.py
+++ /dev/null
@@ -1,23 +0,0 @@
-# https://huggingface.co/facebook/bart-large-mnli
-
-from transformers import pipeline
-
-classifier = pipeline("zero-shot-classification", model="facebook/bart-large-mnli")
-candidate_labels = [
- "Diabetes",
- "Cancer",
- "Chronic respiratory disease",
- "Cardiovascular diseases",
- "Mental Health",
- "Diabetes type 1",
- "Diabetes type 2"
- ]
-
-def classify(sequence):
- results = classifier(sequence, candidate_labels)
-
- return results
-
- # print(f"Sequence: {sequence_to_classify}")
- # print(f"Labels: {results["labels"]}")
- # print(f"Scores: {results["scores"]}")
diff --git a/model/HuggingFace/BioMedBERT.py b/model/HuggingFace/BioMedBERT.py
deleted file mode 100644
index 5d4d868e02bfa208b22dbd10036ec98649d7cfd3..0000000000000000000000000000000000000000
--- a/model/HuggingFace/BioMedBERT.py
+++ /dev/null
@@ -1,23 +0,0 @@
-# https://huggingface.co/microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract
-
-from transformers import pipeline
-
-classifier = pipeline("zero-shot-classification", model="microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract")
-candidate_labels = [
- "Diabetes",
- "Cancer",
- "Chronic respiratory disease",
- "Cardiovascular diseases",
- "Mental Health",
- "Diabetes type 1",
- "Diabetes type 2"
- ]
-
-def classify(sequence):
- results = classifier(sequence, candidate_labels)
-
- return results
-
- # print(f"Sequence: {sequence_to_classify}")
- # print(f"Labels: {results["labels"]}")
- # print(f"Scores: {results["scores"]}")
diff --git a/model/HuggingFace/__pycache__/DeBERTa_v3_base_mnli_fever_anli.cpython-313.pyc b/model/HuggingFace/__pycache__/DeBERTa_v3_base_mnli_fever_anli.cpython-313.pyc
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diff --git a/model/HuggingFace/__pycache__/Multilingual_MiniLMv2_L6_mnli_xnli.cpython-313.pyc b/model/HuggingFace/__pycache__/Multilingual_MiniLMv2_L6_mnli_xnli.cpython-313.pyc
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diff --git a/model/HuggingFace/__pycache__/deberta_v3_base_zeroshot_v1_1_all.cpython-313.pyc b/model/HuggingFace/__pycache__/deberta_v3_base_zeroshot_v1_1_all.cpython-313.pyc
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diff --git a/model/HuggingFace/__pycache__/nli_deberta_v3_base.cpython-313.pyc b/model/HuggingFace/__pycache__/nli_deberta_v3_base.cpython-313.pyc
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diff --git a/model/HuggingFace/__pycache__/zero_shot_classification.cpython-313.pyc b/model/HuggingFace/__pycache__/zero_shot_classification.cpython-313.pyc
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index 0000000000000000000000000000000000000000..ce5751d6c67c79d31be4cb42e30b129356d13037
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diff --git a/model/HuggingFace/bge_m3_zeroshot_v2.py b/model/HuggingFace/bge_m3_zeroshot_v2.py
deleted file mode 100644
index d17a54095fa5c8544f848547c5db5c1146cb30d0..0000000000000000000000000000000000000000
--- a/model/HuggingFace/bge_m3_zeroshot_v2.py
+++ /dev/null
@@ -1,23 +0,0 @@
-# https://huggingface.co/MoritzLaurer/bge-m3-zeroshot-v2.0
-
-from transformers import pipeline
-
-classifier = pipeline("zero-shot-classification", model="MoritzLaurer/bge-m3-zeroshot-v2.0")
-candidate_labels = [
- "Diabetes",
- "Cancer",
- "Chronic respiratory disease",
- "Cardiovascular diseases",
- "Mental Health",
- "Diabetes type 1",
- "Diabetes type 2"
- ]
-
-def classify(sequence):
- results = classifier(sequence, candidate_labels)
-
- return results
-
- # print(f"Sequence: {sequence_to_classify}")
- # print(f"Labels: {results["labels"]}")
- # print(f"Scores: {results["scores"]}")
diff --git a/model/HuggingFace/zero_shot_classification.py b/model/HuggingFace/zero_shot_classification.py
new file mode 100644
index 0000000000000000000000000000000000000000..9bb9727b119cb7e1c42a978b535005a903802dd8
--- /dev/null
+++ b/model/HuggingFace/zero_shot_classification.py
@@ -0,0 +1,33 @@
+from transformers import pipeline
+
+LABELS = [
+ "Diabetes",
+ "Cancer",
+ "Chronic respiratory disease",
+ "Cardiovascular diseases",
+ "Mental Health",
+ "Diabetes type 1",
+ "Diabetes type 2"
+]
+
+MODELS = [
+ "facebook/bart-large-mnli", # https://huggingface.co/facebook/bart-large-mnli
+ "MoritzLaurer/bge-m3-zeroshot-v2.0", # https://huggingface.co/MoritzLaurer/bge-m3-zeroshot-v2.0
+ "MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli",
+ "MoritzLaurer/deberta-v3-base-zeroshot-v1.1-all-33",
+ "MoritzLaurer/multilingual-MiniLMv2-L6-mnli-xnli",
+ "microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract", # https://huggingface.co/microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract
+]
+
+def create_classifier(model = MODELS[0]):
+ return pipeline("zero-shot-classification", model=model)
+
+def classify(classifier, sequence, lables = LABELS, debug = False):
+ results = classifier(sequence, lables)
+
+ if debug:
+ print(f"Sequence: {sequence}")
+ print(f"Labels: {results["labels"]}")
+ print(f"Scores: {results["scores"]}")
+
+ return results
diff --git a/model/results/MoritzLaurer-DeBERTa_v3_base_mnli_fever_anli.txt b/model/results/MoritzLaurer-DeBERTa_v3_base_mnli_fever_anli.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3a8935223856a4f765823a54adb3e4edbfc851ac
--- /dev/null
+++ b/model/results/MoritzLaurer-DeBERTa_v3_base_mnli_fever_anli.txt
@@ -0,0 +1,509 @@
+---------------------------------
+PMID: 39674445
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Arsenic', 'Homeostasis', 'Animals', 'Glucose', 'Diabetes Mellitus', 'Microbiota', 'Gastrointestinal Microbiome']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health']
+Scores: [0.8440265655517578, 0.07772329449653625, 0.05581170693039894, 0.00844326987862587, 0.007423624396324158, 0.0035675191320478916, 0.0030041057616472244]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39673957
+Predictions: ['Diabetes']
+MeshTerm: ['Acetone', 'Zinc Oxide', 'Biosensing Techniques', 'Humans', 'Optical Fibers', 'Diabetes Mellitus', 'Biomarkers', 'Limit of Detection', 'Breath Tests', 'Equipment Design', 'Volatile Organic Compounds', 'Fiber Optic Technology']
+Labels: ['Diabetes', 'Chronic respiratory disease', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Cancer', 'Mental Health']
+Scores: [0.8277870416641235, 0.117423877120018, 0.01660686358809471, 0.01632811687886715, 0.009806087240576744, 0.00634268531575799, 0.005705332383513451]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39671417
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Hypertension', 'Female', 'Male', 'COVID-19', 'Adult', 'Diabetes Mellitus', 'Middle Aged', 'Puerto Rico', 'COVID-19 Vaccines', 'Aged', 'Surveys and Questionnaires', 'Young Adult']
+Labels: ['Cardiovascular diseases', 'Diabetes', 'Chronic respiratory disease', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Mental Health']
+Scores: [0.8351706266403198, 0.14739008247852325, 0.010368571616709232, 0.0034323048312216997, 0.0019163325196132064, 0.0008867097203619778, 0.0008353916346095502]
+Selected labels: ['Cardiovascular diseases']
+---------------------------------
+---------------------------------
+PMID: 39670874
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Female', 'Middle Aged', 'Cross-Sectional Studies', 'Adult', 'Liver Diseases', 'Aged', 'Analgesics, Opioid', 'United States', 'Liver Cirrhosis', 'Chronic Disease', 'Cohort Studies', 'Liver Neoplasms', 'Diabetes Mellitus', 'Logistic Models', 'Arthritis', 'Health Surveys', 'Chronic Pain', 'Hepatitis, Viral, Human', 'Renal Insufficiency, Chronic', 'Severity of Illness Index']
+Labels: ['Mental Health', 'Chronic respiratory disease', 'Diabetes type 2', 'Diabetes', 'Diabetes type 1', 'Cancer', 'Cardiovascular diseases']
+Scores: [0.19939258694648743, 0.1546698659658432, 0.14518404006958008, 0.13189901411533356, 0.1257144808769226, 0.12241782248020172, 0.12072227895259857]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39670442
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Animals', 'Lipocalin-2', 'Diabetic Neuropathies', 'Oxidative Stress', 'Molecular Targeted Therapy', 'Quality of Life', 'Cognitive Dysfunction', 'Drug Development', 'Blood-Brain Barrier', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Mental Health', 'Cardiovascular diseases', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.9156419038772583, 0.05999014526605606, 0.012487509287893772, 0.003188834059983492, 0.002946780528873205, 0.0028921787161380053, 0.002852646866813302]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39670363
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Computational Biology', 'Diabetes Mellitus', 'Benchmarking', 'Blood Glucose', 'Wearable Electronic Devices', 'Smartphone', 'Mobile Applications', 'Language', 'Continuous Glucose Monitoring']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.9537433981895447, 0.021059632301330566, 0.012953108176589012, 0.0038530356250703335, 0.0032378239557147026, 0.0026728396769613028, 0.0024801853578537703]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39667764
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Anti-Bacterial Agents', 'Diabetic Foot', 'Osteomyelitis', 'Diabetes Mellitus', 'Anti-Infective Agents, Local']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer', 'Mental Health']
+Scores: [0.954463541507721, 0.017953049391508102, 0.01321371179074049, 0.004106417298316956, 0.0038589059840887785, 0.003539028577506542, 0.002865289803594351]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39666732
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Insulin', 'Aged', 'Diabetes Mellitus', 'Hospitalization', 'Frail Elderly', 'Hypoglycemic Agents', 'Female', 'Male', 'Hospitals']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cancer', 'Mental Health', 'Cardiovascular diseases', 'Chronic respiratory disease']
+Scores: [0.9605531096458435, 0.018962694332003593, 0.011594840325415134, 0.002321947133168578, 0.0022099600173532963, 0.002194143133237958, 0.0021633943542838097]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39666445
+Predictions: ['Diabetes']
+MeshTerm: ['Bone Regeneration', 'Humans', 'Drug Delivery Systems', 'Animals', 'Diabetes Mellitus', 'Neovascularization, Physiologic', 'Osteogenesis', 'Biocompatible Materials']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer', 'Mental Health']
+Scores: [0.9492084980010986, 0.01695050299167633, 0.015013966709375381, 0.005040201358497143, 0.0047828820534050465, 0.004759346600621939, 0.004244627896696329]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39666416
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Blood Glucose', 'Diabetes Mellitus', 'Quality of Life', 'Diabetes Mellitus, Type 2', 'Diabetes Mellitus, Type 1', 'Continuous Glucose Monitoring']
+Labels: ['Diabetes type 2', 'Diabetes', 'Diabetes type 1', 'Cardiovascular diseases', 'Cancer', 'Mental Health', 'Chronic respiratory disease']
+Scores: [0.3734937906265259, 0.36419063806533813, 0.25822606682777405, 0.0010903052752837539, 0.0010338862193748355, 0.0009833156364038587, 0.000982011086307466]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39666397
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Middle Aged', 'Female', 'Risk Factors', 'COVID-19', 'Invasive Pulmonary Aspergillosis', 'Retrospective Studies', 'Case-Control Studies', 'Aged', 'Severity of Illness Index', 'SARS-CoV-2', 'Smoking', 'Diabetes Mellitus']
+Labels: ['Cardiovascular diseases', 'Diabetes', 'Chronic respiratory disease', 'Diabetes type 2', 'Diabetes type 1', 'Mental Health', 'Cancer']
+Scores: [0.929577112197876, 0.045471180230379105, 0.013576213270425797, 0.0040728929452598095, 0.003690999699756503, 0.0018559059826657176, 0.0017557297833263874]
+Selected labels: ['Cardiovascular diseases']
+---------------------------------
+---------------------------------
+PMID: 39665943
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Vascular Stiffness', 'Male', 'Renal Insufficiency, Chronic', 'Female', 'Middle Aged', 'Hypertension', 'Glomerular Filtration Rate', 'Aged', 'Biomarkers', 'Albuminuria', 'Kidney', 'Cross-Sectional Studies', 'Diabetes Mellitus']
+Labels: ['Cardiovascular diseases', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Mental Health', 'Chronic respiratory disease', 'Cancer']
+Scores: [0.8406513333320618, 0.11611803621053696, 0.01980486512184143, 0.011220879852771759, 0.004641211591660976, 0.004396802745759487, 0.0031668338924646378]
+Selected labels: ['Cardiovascular diseases']
+---------------------------------
+---------------------------------
+PMID: 39665157
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Protein Glutamine gamma Glutamyltransferase 2', 'Transglutaminases', 'Male', 'Female', 'Aged', 'Vasodilation', 'Endothelium, Vascular', 'GTP-Binding Proteins', 'Arteries', 'Vascular Resistance', 'Sex Factors', 'Diabetes Mellitus', 'Vasodilator Agents', 'Enzyme Inhibitors', 'Middle Aged']
+Labels: ['Cardiovascular diseases', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Chronic respiratory disease', 'Mental Health', 'Cancer']
+Scores: [0.5882074236869812, 0.30781152844429016, 0.05460798740386963, 0.025771941989660263, 0.009193318895995617, 0.007224864326417446, 0.007182817440479994]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39665118
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Receptors, Calcitriol', 'Female', 'Male', 'Venous Thromboembolism', 'Middle Aged', 'Polymorphism, Single Nucleotide', 'Vitamin D', 'Incidence', 'Follow-Up Studies', 'Genetic Predisposition to Disease', 'Risk Factors', 'Aged', 'Diabetes Mellitus', 'Adult', 'Biomarkers', 'Prognosis']
+Labels: ['Cardiovascular diseases', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Chronic respiratory disease', 'Mental Health']
+Scores: [0.5597911477088928, 0.41260936856269836, 0.012213164940476418, 0.008596384897828102, 0.0024067345075309277, 0.0022800257429480553, 0.002103222534060478]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39664376
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Middle Aged', 'Meningoencephalitis', 'Meningitis, Cryptococcal', 'Antifungal Agents', 'Diabetes Complications', 'Diabetes Mellitus', 'Cryptococcosis', 'Cryptococcus neoformans']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Cancer', 'Chronic respiratory disease', 'Mental Health']
+Scores: [0.9749150276184082, 0.013500072993338108, 0.004633780103176832, 0.002149630803614855, 0.0016660548280924559, 0.0016443744534626603, 0.0014909438323229551]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39662122
+Predictions: ['Diabetes', 'Diabetes type 2']
+MeshTerm: ['Humans', 'Sodium-Glucose Transporter 2 Inhibitors', 'Aged', 'Male', 'Retrospective Studies', 'Hospital Mortality', 'Female', 'Pneumonia', 'Dipeptidyl-Peptidase IV Inhibitors', 'Aged, 80 and over', 'Heart Failure', 'Cohort Studies', 'Diabetes Mellitus, Type 2', 'Respiration, Artificial', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Mental Health']
+Scores: [0.4678764045238495, 0.4630063772201538, 0.030813230201601982, 0.02786307781934738, 0.0062576462514698505, 0.0023500933311879635, 0.001833209185861051]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39661531
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Parkinson Disease', 'Male', 'Female', 'White Matter', 'Aged', 'Cognitive Dysfunction', 'Diffusion Tensor Imaging', 'Middle Aged', 'Dementia', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Mental Health', 'Diabetes type 2', 'Chronic respiratory disease', 'Diabetes type 1', 'Cancer', 'Cardiovascular diseases']
+Scores: [0.735882043838501, 0.10374011844396591, 0.03423094376921654, 0.033882152289152145, 0.031060948967933655, 0.031044481322169304, 0.030159400776028633]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39659614
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Female', 'Male', 'Ethiopia', 'Cross-Sectional Studies', 'Middle Aged', 'Adult', 'Follow-Up Studies', 'Diabetes Mellitus', 'Prevalence', 'Cognitive Dysfunction', 'Aged', 'Risk Factors', 'Referral and Consultation', 'Neurocognitive Disorders', 'Young Adult']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Cancer']
+Scores: [0.8960698246955872, 0.03410521149635315, 0.02587447687983513, 0.014110713265836239, 0.011188225820660591, 0.009809965267777443, 0.008841601200401783]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39659612
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Female', 'Middle Aged', 'Aged', 'Adult', 'Foot', 'Biomechanical Phenomena', 'Pressure', 'Gait', 'Diabetic Foot', 'Aging', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Chronic respiratory disease', 'Mental Health', 'Cancer', 'Cardiovascular diseases']
+Scores: [0.926322877407074, 0.02947903610765934, 0.022630443796515465, 0.005768670234829187, 0.0057533239014446735, 0.005091392435133457, 0.004954211879521608]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39656459
+Predictions: ['Diabetes', 'Diabetes type 2']
+MeshTerm: ['Humans', 'Female', 'Male', 'Middle Aged', 'Telephone', 'Glycemic Control', 'Glycated Hemoglobin', 'Adult', 'Texas', 'Diabetes Mellitus', 'Diabetes Mellitus, Type 2', 'Aged']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Mental Health', 'Chronic respiratory disease', 'Cardiovascular diseases']
+Scores: [0.9547621011734009, 0.01765258051455021, 0.014005911536514759, 0.0034983609803020954, 0.0034774078521877527, 0.0033055220264941454, 0.0032981252297759056]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39656162
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Postural Balance', 'Male', 'Female', 'Middle Aged', 'Aged', 'Attention', 'Learning', 'Diabetes Mellitus', 'Accidental Falls', 'Motor Skills']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer']
+Scores: [0.7713309526443481, 0.09410303086042404, 0.0733458623290062, 0.021145956590771675, 0.017992379143834114, 0.011484071612358093, 0.010597656480967999]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39673446
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Cost-Benefit Analysis', 'Insulin Infusion Systems', 'Blood Glucose Self-Monitoring', 'Insulin', 'Blood Glucose', 'Hypoglycemic Agents', 'Models, Economic', 'Glycated Hemoglobin', 'Quality-Adjusted Life Years', 'Randomized Controlled Trials as Topic', 'Algorithms']
+Labels: ['Diabetes type 1', 'Diabetes', 'Diabetes type 2', 'Cardiovascular diseases', 'Cancer', 'Chronic respiratory disease', 'Mental Health']
+Scores: [0.8203072547912598, 0.1742566078901291, 0.0012118109734728932, 0.0011403615353628993, 0.0011336203897371888, 0.0011164197931066155, 0.0008339513442479074]
+Selected labels: ['Diabetes type 1']
+---------------------------------
+---------------------------------
+PMID: 39673230
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Cardiovascular Diseases', 'Australia', 'Risk Assessment', 'Male', 'Female', 'Adult', 'Middle Aged', 'Heart Disease Risk Factors', 'Risk Factors']
+Labels: ['Diabetes type 1', 'Diabetes', 'Cardiovascular diseases', 'Diabetes type 2', 'Chronic respiratory disease', 'Cancer', 'Mental Health']
+Scores: [0.6805844306945801, 0.21194836497306824, 0.10628421604633331, 0.0003903777396772057, 0.0002780755457933992, 0.0002623489126563072, 0.0002522076538298279]
+Selected labels: ['Diabetes type 1']
+---------------------------------
+---------------------------------
+PMID: 39670552
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Feasibility Studies', 'Insulin', 'Child', 'Female', 'Male', 'Needlestick Injuries', 'Injections, Subcutaneous', 'Needles', 'Adolescent', 'Diabetes Mellitus, Type 1', 'Child, Preschool', 'Hypoglycemic Agents', 'Young Adult']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Cancer']
+Scores: [0.9056457877159119, 0.05073389410972595, 0.03057132475078106, 0.0034619562793523073, 0.0034489398822188377, 0.003141752677038312, 0.00299640535376966]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39666416
+Predictions: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2']
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+Selected labels: ['Diabetes type 2']
+---------------------------------
+---------------------------------
+PMID: 39671223
+Predictions: ['Diabetes type 2']
+MeshTerm: ['Humans', 'Diabetic Retinopathy', 'Machine Learning', 'Macular Edema', 'Male', 'Female', 'Middle Aged', 'Angiogenesis Inhibitors', 'Vascular Endothelial Growth Factor A', 'Aqueous Humor', 'Diabetes Mellitus, Type 2', 'Aged', 'Metabolomics', 'Lipidomics', 'Prospective Studies', 'Chromatography, High Pressure Liquid', 'Biomarkers', 'Multiomics']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Cancer', 'Chronic respiratory disease', 'Mental Health']
+Scores: [0.9460946917533875, 0.022930210456252098, 0.02020360343158245, 0.003004586324095726, 0.0026628519408404827, 0.00260159932076931, 0.0025024088099598885]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39670902
+Predictions: ['Diabetes type 2']
+MeshTerm: ['Humans', 'Diabetes Mellitus, Type 2', 'Male', 'Female', 'Prospective Studies', 'Middle Aged', 'Patient Education as Topic', 'Surveys and Questionnaires', 'Colombia', 'Health Knowledge, Attitudes, Practice', 'Aged', 'Longitudinal Studies', 'Self Care', 'Adult']
+Labels: ['Diabetes type 2', 'Diabetes', 'Diabetes type 1', 'Chronic respiratory disease', 'Cancer', 'Cardiovascular diseases', 'Mental Health']
+Scores: [0.6111804842948914, 0.38724908232688904, 0.0004557817883323878, 0.0003195751633029431, 0.000295365258352831, 0.0002600617881398648, 0.00023964194406289607]
+Selected labels: ['Diabetes type 2']
+---------------------------------
+---------------------------------
+PMID: 39670387
+Predictions: ['Diabetes type 2']
+MeshTerm: ['Alzheimer Disease', 'Diabetes Mellitus, Type 2', 'Animals', 'Mice', 'Humans', 'Computational Biology', 'Female', 'Male', 'Signal Transduction', 'Disease Models, Animal', 'Estrogens', 'Species Specificity', 'Transcriptome', 'Inflammation', 'Brain']
+Labels: ['Diabetes type 2', 'Diabetes', 'Diabetes type 1', 'Mental Health', 'Cancer', 'Cardiovascular diseases', 'Chronic respiratory disease']
+Scores: [0.6148871183395386, 0.337549090385437, 0.014212606474757195, 0.011057415045797825, 0.00799598265439272, 0.0075330412946641445, 0.006764716003090143]
+Selected labels: ['Diabetes type 2']
+---------------------------------
+---------------------------------
+PMID: 39669492
+Predictions: ['Diabetes type 2']
+MeshTerm: ['Humans', 'Diabetes Mellitus, Type 2', 'Cardiovascular Diseases', 'Male', 'Female', 'Middle Aged', 'Smoking Cessation', 'Waist Circumference', 'Retrospective Studies', 'Republic of Korea', 'Incidence', 'Aged', 'Adult', 'Cause of Death', 'Follow-Up Studies', 'Risk Factors', 'Smoking', 'Body Weight']
+Labels: ['Diabetes type 2', 'Cardiovascular diseases', 'Diabetes', 'Chronic respiratory disease', 'Diabetes type 1', 'Mental Health', 'Cancer']
+Scores: [0.4476583003997803, 0.32393473386764526, 0.19768930971622467, 0.026833191514015198, 0.0016548573039472103, 0.0011420504888519645, 0.0010875880252569914]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39668628
+Predictions: ['Diabetes type 2']
+MeshTerm: ['Humans', 'Male', 'Obesity', 'Middle Aged', 'Bone Density', 'Growth Differentiation Factor 15', 'Adult', 'Body Composition', 'Biomarkers', 'Diabetes Mellitus, Type 2', 'Black or African American', 'White']
+Labels: ['Diabetes type 2', 'Diabetes', 'Cardiovascular diseases', 'Diabetes type 1', 'Cancer', 'Chronic respiratory disease', 'Mental Health']
+Scores: [0.46800151467323303, 0.27829018235206604, 0.16439862549304962, 0.030713815242052078, 0.020521974191069603, 0.02022312581539154, 0.017850754782557487]
+Selected labels: []
+---------------------------------
+Time to classify all articles: 156.44959950447083 seconds
+Good classification: 36/75 ( 48.0% )
+At least one good per entrie: 36/63 ( 57.14% )
+Mean score: 0.7826057844691806
+Median score: 0.7713309526443481
diff --git a/model/results/bge_m3_zeroshot_v2.txt b/model/results/MoritzLaurer-bge_m3_zeroshot_v2_0.txt
similarity index 99%
rename from model/results/bge_m3_zeroshot_v2.txt
rename to model/results/MoritzLaurer-bge_m3_zeroshot_v2_0.txt
index e65bc1b446581987c3c8ae1e005b5a5b807d3eff..0adf7a8f71de3d9c63836cc8e1cf801304bc6c53 100644
--- a/model/results/bge_m3_zeroshot_v2.txt
+++ b/model/results/MoritzLaurer-bge_m3_zeroshot_v2_0.txt
@@ -502,7 +502,7 @@ Labels: ['Cardiovascular diseases', 'Diabetes', 'Diabetes type 2', 'Cancer', 'Di
Scores: [0.38244596123695374, 0.23532404005527496, 0.12610754370689392, 0.08088988065719604, 0.07161928713321686, 0.055826857686042786, 0.04778643324971199]
Selected labels: []
---------------------------------
-Time to classify all articles: 374.61803555488586 seconds
+Time to classify all articles: 380.2531027793884 seconds
Good classification: 12/75 ( 16.0% )
At least one good per entrie: 12/63 ( 19.05% )
Mean score: 0.7297625946998596
diff --git a/model/results/MoritzLaurer-deberta_v3_base_zeroshot_v1_1_all_33.txt b/model/results/MoritzLaurer-deberta_v3_base_zeroshot_v1_1_all_33.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c21f6ddb355542e588d1e44754ae7e0356379b99
--- /dev/null
+++ b/model/results/MoritzLaurer-deberta_v3_base_zeroshot_v1_1_all_33.txt
@@ -0,0 +1,509 @@
+---------------------------------
+PMID: 39674445
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Arsenic', 'Homeostasis', 'Animals', 'Glucose', 'Diabetes Mellitus', 'Microbiota', 'Gastrointestinal Microbiome']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Mental Health']
+Scores: [0.9721772074699402, 0.011945795267820358, 0.008560189977288246, 0.004031662829220295, 0.0013517653569579124, 0.001306799240410328, 0.000626442430075258]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39673957
+Predictions: ['Diabetes']
+MeshTerm: ['Acetone', 'Zinc Oxide', 'Biosensing Techniques', 'Humans', 'Optical Fibers', 'Diabetes Mellitus', 'Biomarkers', 'Limit of Detection', 'Breath Tests', 'Equipment Design', 'Volatile Organic Compounds', 'Fiber Optic Technology']
+Labels: ['Diabetes', 'Chronic respiratory disease', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Cancer', 'Mental Health']
+Scores: [0.918960452079773, 0.07544998079538345, 0.0022445903159677982, 0.001529619679786265, 0.0013753562234342098, 0.00023938558297231793, 0.00020056558423675597]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39671417
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Hypertension', 'Female', 'Male', 'COVID-19', 'Adult', 'Diabetes Mellitus', 'Middle Aged', 'Puerto Rico', 'COVID-19 Vaccines', 'Aged', 'Surveys and Questionnaires', 'Young Adult']
+Labels: ['Cardiovascular diseases', 'Chronic respiratory disease', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Mental Health', 'Cancer']
+Scores: [0.5544914603233337, 0.2753625810146332, 0.1657872051000595, 0.002288763877004385, 0.0009068789076991379, 0.0006672719027847052, 0.0004958796198479831]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39670874
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Female', 'Middle Aged', 'Cross-Sectional Studies', 'Adult', 'Liver Diseases', 'Aged', 'Analgesics, Opioid', 'United States', 'Liver Cirrhosis', 'Chronic Disease', 'Cohort Studies', 'Liver Neoplasms', 'Diabetes Mellitus', 'Logistic Models', 'Arthritis', 'Health Surveys', 'Chronic Pain', 'Hepatitis, Viral, Human', 'Renal Insufficiency, Chronic', 'Severity of Illness Index']
+Labels: ['Chronic respiratory disease', 'Mental Health', 'Cancer', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes', 'Diabetes type 2']
+Scores: [0.23367907106876373, 0.1672276258468628, 0.15173932909965515, 0.1242782399058342, 0.11126436293125153, 0.10718409717082977, 0.10462722927331924]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39670442
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Animals', 'Lipocalin-2', 'Diabetic Neuropathies', 'Oxidative Stress', 'Molecular Targeted Therapy', 'Quality of Life', 'Cognitive Dysfunction', 'Drug Development', 'Blood-Brain Barrier', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Mental Health', 'Cardiovascular diseases', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.7062304019927979, 0.29153984785079956, 0.0016251575434580445, 0.00027583379414863884, 0.00016020004113670439, 8.97513673407957e-05, 7.867629028623924e-05]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39670363
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Computational Biology', 'Diabetes Mellitus', 'Benchmarking', 'Blood Glucose', 'Wearable Electronic Devices', 'Smartphone', 'Mobile Applications', 'Language', 'Continuous Glucose Monitoring']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer', 'Mental Health']
+Scores: [0.9945132732391357, 0.002583072753623128, 0.0017150744097307324, 0.00044873449951410294, 0.0003610517014749348, 0.00020083674462512136, 0.00017800668138079345]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39667764
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Anti-Bacterial Agents', 'Diabetic Foot', 'Osteomyelitis', 'Diabetes Mellitus', 'Anti-Infective Agents, Local']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Chronic respiratory disease', 'Cancer', 'Cardiovascular diseases', 'Mental Health']
+Scores: [0.9910258650779724, 0.004065112676471472, 0.002347000641748309, 0.0007461438071914017, 0.0007292613154277205, 0.0005997547414153814, 0.0004868481191806495]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39666732
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Insulin', 'Aged', 'Diabetes Mellitus', 'Hospitalization', 'Frail Elderly', 'Hypoglycemic Agents', 'Female', 'Male', 'Hospitals']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer', 'Mental Health']
+Scores: [0.995252788066864, 0.0016996755730360746, 0.0015777602093294263, 0.0004369753587525338, 0.0003766718436963856, 0.00036148811341263354, 0.00029456481570377946]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39666445
+Predictions: ['Diabetes']
+MeshTerm: ['Bone Regeneration', 'Humans', 'Drug Delivery Systems', 'Animals', 'Diabetes Mellitus', 'Neovascularization, Physiologic', 'Osteogenesis', 'Biocompatible Materials']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Mental Health']
+Scores: [0.9951856732368469, 0.0022439584136009216, 0.0015376174123957753, 0.000501035712659359, 0.0002794468018691987, 0.0001578951341798529, 9.441468137083575e-05]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39666416
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Blood Glucose', 'Diabetes Mellitus', 'Quality of Life', 'Diabetes Mellitus, Type 2', 'Diabetes Mellitus, Type 1', 'Continuous Glucose Monitoring']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer', 'Mental Health']
+Scores: [0.4354042112827301, 0.41399940848350525, 0.15007854998111725, 0.00027269471320323646, 8.479245298076421e-05, 8.470484317513183e-05, 7.570160960312933e-05]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39666397
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Middle Aged', 'Female', 'Risk Factors', 'COVID-19', 'Invasive Pulmonary Aspergillosis', 'Retrospective Studies', 'Case-Control Studies', 'Aged', 'Severity of Illness Index', 'SARS-CoV-2', 'Smoking', 'Diabetes Mellitus']
+Labels: ['Cardiovascular diseases', 'Chronic respiratory disease', 'Diabetes', 'Cancer', 'Diabetes type 2', 'Diabetes type 1', 'Mental Health']
+Scores: [0.8041653633117676, 0.13179068267345428, 0.05798397585749626, 0.002293652854859829, 0.0014168196357786655, 0.0011836796766147017, 0.001165939960628748]
+Selected labels: ['Cardiovascular diseases']
+---------------------------------
+---------------------------------
+PMID: 39665943
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Vascular Stiffness', 'Male', 'Renal Insufficiency, Chronic', 'Female', 'Middle Aged', 'Hypertension', 'Glomerular Filtration Rate', 'Aged', 'Biomarkers', 'Albuminuria', 'Kidney', 'Cross-Sectional Studies', 'Diabetes Mellitus']
+Labels: ['Cardiovascular diseases', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Chronic respiratory disease', 'Cancer', 'Mental Health']
+Scores: [0.9686707258224487, 0.027379794046282768, 0.002827851101756096, 0.000542977883014828, 0.00031739933183416724, 0.00013909458357375115, 0.0001221376151079312]
+Selected labels: ['Cardiovascular diseases']
+---------------------------------
+---------------------------------
+PMID: 39665157
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Protein Glutamine gamma Glutamyltransferase 2', 'Transglutaminases', 'Male', 'Female', 'Aged', 'Vasodilation', 'Endothelium, Vascular', 'GTP-Binding Proteins', 'Arteries', 'Vascular Resistance', 'Sex Factors', 'Diabetes Mellitus', 'Vasodilator Agents', 'Enzyme Inhibitors', 'Middle Aged']
+Labels: ['Diabetes', 'Cardiovascular diseases', 'Diabetes type 2', 'Diabetes type 1', 'Chronic respiratory disease', 'Cancer', 'Mental Health']
+Scores: [0.6199191808700562, 0.22165891528129578, 0.15641887485980988, 0.0016483303625136614, 0.00014958179963286966, 0.00012053948012180626, 8.45799149828963e-05]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39665118
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Receptors, Calcitriol', 'Female', 'Male', 'Venous Thromboembolism', 'Middle Aged', 'Polymorphism, Single Nucleotide', 'Vitamin D', 'Incidence', 'Follow-Up Studies', 'Genetic Predisposition to Disease', 'Risk Factors', 'Aged', 'Diabetes Mellitus', 'Adult', 'Biomarkers', 'Prognosis']
+Labels: ['Diabetes', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Mental Health']
+Scores: [0.8548347353935242, 0.14401137828826904, 0.00040410985820926726, 0.00028994795866310596, 0.000185735771083273, 0.00016762442828621715, 0.00010651555203367025]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39664376
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Middle Aged', 'Meningoencephalitis', 'Meningitis, Cryptococcal', 'Antifungal Agents', 'Diabetes Complications', 'Diabetes Mellitus', 'Cryptococcosis', 'Cryptococcus neoformans']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Cardiovascular diseases', 'Mental Health', 'Chronic respiratory disease']
+Scores: [0.9771831035614014, 0.017325496301054955, 0.0023350967094302177, 0.0011750959092751145, 0.0007819383172318339, 0.0007228672038763762, 0.0004764133191201836]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39662122
+Predictions: ['Diabetes', 'Diabetes type 2']
+MeshTerm: ['Humans', 'Sodium-Glucose Transporter 2 Inhibitors', 'Aged', 'Male', 'Retrospective Studies', 'Hospital Mortality', 'Female', 'Pneumonia', 'Dipeptidyl-Peptidase IV Inhibitors', 'Aged, 80 and over', 'Heart Failure', 'Cohort Studies', 'Diabetes Mellitus, Type 2', 'Respiration, Artificial', 'Diabetes Mellitus']
+Labels: ['Cardiovascular diseases', 'Diabetes', 'Diabetes type 2', 'Chronic respiratory disease', 'Diabetes type 1', 'Cancer', 'Mental Health']
+Scores: [0.5564293265342712, 0.31265556812286377, 0.08548872917890549, 0.04490639641880989, 0.00024224906519521028, 0.00017818913329392672, 9.95103910099715e-05]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39661531
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Parkinson Disease', 'Male', 'Female', 'White Matter', 'Aged', 'Cognitive Dysfunction', 'Diffusion Tensor Imaging', 'Middle Aged', 'Dementia', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Mental Health', 'Cardiovascular diseases', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.7213611006736755, 0.137778177857399, 0.1363435983657837, 0.0024973973631858826, 0.0012279406655579805, 0.0004427153035067022, 0.0003489873488433659]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39659614
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Female', 'Male', 'Ethiopia', 'Cross-Sectional Studies', 'Middle Aged', 'Adult', 'Follow-Up Studies', 'Diabetes Mellitus', 'Prevalence', 'Cognitive Dysfunction', 'Aged', 'Risk Factors', 'Referral and Consultation', 'Neurocognitive Disorders', 'Young Adult']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.9222722053527832, 0.0730694979429245, 0.0038668864872306585, 0.00033965532202273607, 0.00018911219376605004, 0.00017523077258374542, 8.733445429243147e-05]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39659612
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Female', 'Middle Aged', 'Aged', 'Adult', 'Foot', 'Biomechanical Phenomena', 'Pressure', 'Gait', 'Diabetic Foot', 'Aging', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Diabetes type 2', 'Cardiovascular diseases', 'Diabetes type 1', 'Cancer', 'Chronic respiratory disease', 'Mental Health']
+Scores: [0.9973833560943604, 0.0009613328147679567, 0.0007909706328064203, 0.000552804849576205, 0.0001119814915000461, 0.00011098498362116516, 8.854141924530268e-05]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39656459
+Predictions: ['Diabetes', 'Diabetes type 2']
+MeshTerm: ['Humans', 'Female', 'Male', 'Middle Aged', 'Telephone', 'Glycemic Control', 'Glycated Hemoglobin', 'Adult', 'Texas', 'Diabetes Mellitus', 'Diabetes Mellitus, Type 2', 'Aged']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Cancer', 'Mental Health', 'Chronic respiratory disease']
+Scores: [0.9988191723823547, 0.0004848254029639065, 0.00022307707695290446, 0.0001538175856694579, 0.00010727861081250012, 0.00010661860142135993, 0.00010519822535570711]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39656162
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Postural Balance', 'Male', 'Female', 'Middle Aged', 'Aged', 'Attention', 'Learning', 'Diabetes Mellitus', 'Accidental Falls', 'Motor Skills']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Mental Health', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer']
+Scores: [0.9961187839508057, 0.0016153055476024747, 0.0008208304061554372, 0.0005063393036834896, 0.0005047136801294982, 0.0002204175980295986, 0.00021361994731705636]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39673446
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Cost-Benefit Analysis', 'Insulin Infusion Systems', 'Blood Glucose Self-Monitoring', 'Insulin', 'Blood Glucose', 'Hypoglycemic Agents', 'Models, Economic', 'Glycated Hemoglobin', 'Quality-Adjusted Life Years', 'Randomized Controlled Trials as Topic', 'Algorithms']
+Labels: ['Diabetes type 1', 'Diabetes', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 2', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.8613099455833435, 0.13810119032859802, 0.00014668091898784041, 0.00012933785910718143, 0.00011438391084084287, 0.00010048059630207717, 9.797442908165976e-05]
+Selected labels: ['Diabetes type 1']
+---------------------------------
+---------------------------------
+PMID: 39673230
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Cardiovascular Diseases', 'Australia', 'Risk Assessment', 'Male', 'Female', 'Adult', 'Middle Aged', 'Heart Disease Risk Factors', 'Risk Factors']
+Labels: ['Diabetes type 1', 'Cardiovascular diseases', 'Diabetes', 'Cancer', 'Chronic respiratory disease', 'Diabetes type 2', 'Mental Health']
+Scores: [0.4245673418045044, 0.39667409658432007, 0.1785176396369934, 6.87785359332338e-05, 6.619984196731821e-05, 6.034483158146031e-05, 4.5559878344647586e-05]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39670552
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Feasibility Studies', 'Insulin', 'Child', 'Female', 'Male', 'Needlestick Injuries', 'Injections, Subcutaneous', 'Needles', 'Adolescent', 'Diabetes Mellitus, Type 1', 'Child, Preschool', 'Hypoglycemic Agents', 'Young Adult']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cancer', 'Mental Health', 'Cardiovascular diseases', 'Chronic respiratory disease']
+Scores: [0.973613977432251, 0.009447605349123478, 0.0068306694738566875, 0.002906709210947156, 0.002623967593535781, 0.002526435535401106, 0.0020506270229816437]
+Selected labels: ['Diabetes']
+---------------------------------
+---------------------------------
+PMID: 39666416
+Predictions: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Blood Glucose', 'Diabetes Mellitus', 'Quality of Life', 'Diabetes Mellitus, Type 2', 'Diabetes Mellitus, Type 1', 'Continuous Glucose Monitoring']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer', 'Mental Health']
+Scores: [0.4354042112827301, 0.41399940848350525, 0.15007854998111725, 0.00027269471320323646, 8.479245298076421e-05, 8.470484317513183e-05, 7.570160960312933e-05]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39665438
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Animals', 'Mice', 'Insulin-Secreting Cells', 'Diabetes Mellitus, Experimental', 'Cell Survival', 'Anti-Inflammatory Agents', 'Polytetrafluoroethylene', 'Diabetes Mellitus, Type 1', 'Male', 'Macrophages', 'Membranes, Artificial', 'Mice, Inbred C57BL', 'Cell Encapsulation', 'Islets of Langerhans Transplantation']
+Labels: ['Diabetes type 1', 'Diabetes', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Diabetes type 2', 'Cancer', 'Mental Health']
+Scores: [0.6000568270683289, 0.39932864904403687, 0.00016776348638813943, 0.00016060032066889107, 0.00010281264985678717, 9.972015686798841e-05, 8.356591570191085e-05]
+Selected labels: ['Diabetes type 1']
+---------------------------------
+---------------------------------
+PMID: 39664107
+Predictions: ['Diabetes type 1']
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+Labels: ['Diabetes type 1', 'Diabetes', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Diabetes type 2']
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+Scores: [0.5435614585876465, 0.45608755946159363, 0.00010866330558201298, 6.884135655127466e-05, 6.792147178202868e-05, 6.0044210840715095e-05, 4.548014112515375e-05]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39670387
+Predictions: ['Diabetes type 2']
+MeshTerm: ['Alzheimer Disease', 'Diabetes Mellitus, Type 2', 'Animals', 'Mice', 'Humans', 'Computational Biology', 'Female', 'Male', 'Signal Transduction', 'Disease Models, Animal', 'Estrogens', 'Species Specificity', 'Transcriptome', 'Inflammation', 'Brain']
+Labels: ['Diabetes type 2', 'Diabetes', 'Diabetes type 1', 'Mental Health', 'Cardiovascular diseases', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.7364491820335388, 0.25880667567253113, 0.0020403338130563498, 0.001276701339520514, 0.0006341945845633745, 0.0004543224931694567, 0.00033861887641251087]
+Selected labels: ['Diabetes type 2']
+---------------------------------
+---------------------------------
+PMID: 39669492
+Predictions: ['Diabetes type 2']
+MeshTerm: ['Humans', 'Diabetes Mellitus, Type 2', 'Cardiovascular Diseases', 'Male', 'Female', 'Middle Aged', 'Smoking Cessation', 'Waist Circumference', 'Retrospective Studies', 'Republic of Korea', 'Incidence', 'Aged', 'Adult', 'Cause of Death', 'Follow-Up Studies', 'Risk Factors', 'Smoking', 'Body Weight']
+Labels: ['Diabetes type 2', 'Diabetes', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Diabetes type 1', 'Mental Health', 'Cancer']
+Scores: [0.4781419038772583, 0.35105887055397034, 0.1695992797613144, 0.0009626801474951208, 9.447874617762864e-05, 7.666072633583099e-05, 6.613352888962254e-05]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39668628
+Predictions: ['Diabetes type 2']
+MeshTerm: ['Humans', 'Male', 'Obesity', 'Middle Aged', 'Bone Density', 'Growth Differentiation Factor 15', 'Adult', 'Body Composition', 'Biomarkers', 'Diabetes Mellitus, Type 2', 'Black or African American', 'White']
+Labels: ['Cardiovascular diseases', 'Diabetes type 2', 'Diabetes', 'Diabetes type 1', 'Cancer', 'Chronic respiratory disease', 'Mental Health']
+Scores: [0.5102556943893433, 0.42273157835006714, 0.04446082562208176, 0.014640094712376595, 0.0047507076524198055, 0.00171513797249645, 0.0014459667727351189]
+Selected labels: []
+---------------------------------
+Time to classify all articles: 158.62647581100464 seconds
+Good classification: 23/75 ( 30.67% )
+At least one good per entrie: 23/63 ( 36.51% )
+Mean score: 0.8368042534397494
+Median score: 0.8704506754875183
diff --git a/model/results/MoritzLaurer-multilingual_MiniLMv2_L6_mnli_xnli.txt b/model/results/MoritzLaurer-multilingual_MiniLMv2_L6_mnli_xnli.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4c9616e9b308b1fc927b6ebf878492afcda5b59c
--- /dev/null
+++ b/model/results/MoritzLaurer-multilingual_MiniLMv2_L6_mnli_xnli.txt
@@ -0,0 +1,509 @@
+---------------------------------
+PMID: 39674445
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Arsenic', 'Homeostasis', 'Animals', 'Glucose', 'Diabetes Mellitus', 'Microbiota', 'Gastrointestinal Microbiome']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health', 'Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases']
+Scores: [0.16168060898780823, 0.15845483541488647, 0.15251828730106354, 0.1388319730758667, 0.13777892291545868, 0.12544533610343933, 0.12529003620147705]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39673957
+Predictions: ['Diabetes']
+MeshTerm: ['Acetone', 'Zinc Oxide', 'Biosensing Techniques', 'Humans', 'Optical Fibers', 'Diabetes Mellitus', 'Biomarkers', 'Limit of Detection', 'Breath Tests', 'Equipment Design', 'Volatile Organic Compounds', 'Fiber Optic Technology']
+Labels: ['Diabetes type 2', 'Diabetes', 'Diabetes type 1', 'Chronic respiratory disease', 'Cancer', 'Mental Health', 'Cardiovascular diseases']
+Scores: [0.14859595894813538, 0.1482204794883728, 0.14697296917438507, 0.14291852712631226, 0.14035531878471375, 0.13737183809280396, 0.13556499779224396]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39671417
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Hypertension', 'Female', 'Male', 'COVID-19', 'Adult', 'Diabetes Mellitus', 'Middle Aged', 'Puerto Rico', 'COVID-19 Vaccines', 'Aged', 'Surveys and Questionnaires', 'Young Adult']
+Labels: ['Diabetes', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes type 2', 'Mental Health', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.32633712887763977, 0.19953544437885284, 0.15979550778865814, 0.1473558098077774, 0.0727267637848854, 0.059100449085235596, 0.03514882177114487]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39670874
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Female', 'Middle Aged', 'Cross-Sectional Studies', 'Adult', 'Liver Diseases', 'Aged', 'Analgesics, Opioid', 'United States', 'Liver Cirrhosis', 'Chronic Disease', 'Cohort Studies', 'Liver Neoplasms', 'Diabetes Mellitus', 'Logistic Models', 'Arthritis', 'Health Surveys', 'Chronic Pain', 'Hepatitis, Viral, Human', 'Renal Insufficiency, Chronic', 'Severity of Illness Index']
+Labels: ['Mental Health', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Diabetes type 1', 'Diabetes', 'Diabetes type 2']
+Scores: [0.23263460397720337, 0.20618300139904022, 0.17092569172382355, 0.15162935853004456, 0.08137398958206177, 0.08036492764949799, 0.07688841223716736]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39670442
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Animals', 'Lipocalin-2', 'Diabetic Neuropathies', 'Oxidative Stress', 'Molecular Targeted Therapy', 'Quality of Life', 'Cognitive Dysfunction', 'Drug Development', 'Blood-Brain Barrier', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Chronic respiratory disease', 'Cancer', 'Cardiovascular diseases', 'Mental Health']
+Scores: [0.20400480926036835, 0.19946222007274628, 0.19210508465766907, 0.11814198642969131, 0.1123318299651146, 0.08926966786384583, 0.08468440175056458]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39670363
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Computational Biology', 'Diabetes Mellitus', 'Benchmarking', 'Blood Glucose', 'Wearable Electronic Devices', 'Smartphone', 'Mobile Applications', 'Language', 'Continuous Glucose Monitoring']
+Labels: ['Diabetes', 'Cancer', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health', 'Chronic respiratory disease', 'Cardiovascular diseases']
+Scores: [0.15066328644752502, 0.1462310254573822, 0.14401638507843018, 0.14360497891902924, 0.13962422311306, 0.1385469138622284, 0.13731320202350616]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39667764
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Anti-Bacterial Agents', 'Diabetic Foot', 'Osteomyelitis', 'Diabetes Mellitus', 'Anti-Infective Agents, Local']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Chronic respiratory disease', 'Cancer', 'Mental Health', 'Cardiovascular diseases']
+Scores: [0.302544504404068, 0.22054219245910645, 0.20214155316352844, 0.07371130585670471, 0.07065964490175247, 0.067332923412323, 0.06306787580251694]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39666732
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Insulin', 'Aged', 'Diabetes Mellitus', 'Hospitalization', 'Frail Elderly', 'Hypoglycemic Agents', 'Female', 'Male', 'Hospitals']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Mental Health', 'Chronic respiratory disease', 'Cancer']
+Scores: [0.5145668387413025, 0.20357997715473175, 0.15241938829421997, 0.048590440303087234, 0.03944456949830055, 0.021813448518514633, 0.019585417583584785]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39666445
+Predictions: ['Diabetes']
+MeshTerm: ['Bone Regeneration', 'Humans', 'Drug Delivery Systems', 'Animals', 'Diabetes Mellitus', 'Neovascularization, Physiologic', 'Osteogenesis', 'Biocompatible Materials']
+Labels: ['Diabetes type 2', 'Cancer', 'Diabetes', 'Diabetes type 1', 'Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases']
+Scores: [0.14671330153942108, 0.14469869434833527, 0.14442236721515656, 0.144088014960289, 0.14279912412166595, 0.14138822257518768, 0.1358901858329773]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39666416
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Blood Glucose', 'Diabetes Mellitus', 'Quality of Life', 'Diabetes Mellitus, Type 2', 'Diabetes Mellitus, Type 1', 'Continuous Glucose Monitoring']
+Labels: ['Diabetes type 2', 'Diabetes type 1', 'Diabetes', 'Cardiovascular diseases', 'Mental Health', 'Chronic respiratory disease', 'Cancer']
+Scores: [0.15944091975688934, 0.15595538914203644, 0.15162035822868347, 0.1385885775089264, 0.13503657281398773, 0.12991014122962952, 0.1294480413198471]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39666397
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Middle Aged', 'Female', 'Risk Factors', 'COVID-19', 'Invasive Pulmonary Aspergillosis', 'Retrospective Studies', 'Case-Control Studies', 'Aged', 'Severity of Illness Index', 'SARS-CoV-2', 'Smoking', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Mental Health', 'Cancer']
+Scores: [0.4497709572315216, 0.1696142703294754, 0.11970876157283783, 0.08695723861455917, 0.07033827900886536, 0.0685124397277832, 0.03509807214140892]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39665943
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Vascular Stiffness', 'Male', 'Renal Insufficiency, Chronic', 'Female', 'Middle Aged', 'Hypertension', 'Glomerular Filtration Rate', 'Aged', 'Biomarkers', 'Albuminuria', 'Kidney', 'Cross-Sectional Studies', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health', 'Chronic respiratory disease', 'Cancer']
+Scores: [0.21048091351985931, 0.1943628489971161, 0.14970903098583221, 0.13426335155963898, 0.11882124096155167, 0.11526212096214294, 0.07710043340921402]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39665157
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Protein Glutamine gamma Glutamyltransferase 2', 'Transglutaminases', 'Male', 'Female', 'Aged', 'Vasodilation', 'Endothelium, Vascular', 'GTP-Binding Proteins', 'Arteries', 'Vascular Resistance', 'Sex Factors', 'Diabetes Mellitus', 'Vasodilator Agents', 'Enzyme Inhibitors', 'Middle Aged']
+Labels: ['Diabetes type 2', 'Diabetes', 'Mental Health', 'Diabetes type 1', 'Cardiovascular diseases', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.14800575375556946, 0.14543630182743073, 0.14515815675258636, 0.14478051662445068, 0.14465859532356262, 0.13720352947711945, 0.13475708663463593]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39665118
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Receptors, Calcitriol', 'Female', 'Male', 'Venous Thromboembolism', 'Middle Aged', 'Polymorphism, Single Nucleotide', 'Vitamin D', 'Incidence', 'Follow-Up Studies', 'Genetic Predisposition to Disease', 'Risk Factors', 'Aged', 'Diabetes Mellitus', 'Adult', 'Biomarkers', 'Prognosis']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.26597514748573303, 0.21846584975719452, 0.21598947048187256, 0.10093038529157639, 0.09962866455316544, 0.05921286344528198, 0.03979761525988579]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39664376
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Middle Aged', 'Meningoencephalitis', 'Meningitis, Cryptococcal', 'Antifungal Agents', 'Diabetes Complications', 'Diabetes Mellitus', 'Cryptococcosis', 'Cryptococcus neoformans']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer']
+Scores: [0.17659029364585876, 0.1703057587146759, 0.17016169428825378, 0.14980517327785492, 0.11815385520458221, 0.11423179507255554, 0.10075145959854126]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39662122
+Predictions: ['Diabetes', 'Diabetes type 2']
+MeshTerm: ['Humans', 'Sodium-Glucose Transporter 2 Inhibitors', 'Aged', 'Male', 'Retrospective Studies', 'Hospital Mortality', 'Female', 'Pneumonia', 'Dipeptidyl-Peptidase IV Inhibitors', 'Aged, 80 and over', 'Heart Failure', 'Cohort Studies', 'Diabetes Mellitus, Type 2', 'Respiration, Artificial', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Mental Health', 'Cancer']
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+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39661531
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Parkinson Disease', 'Male', 'Female', 'White Matter', 'Aged', 'Cognitive Dysfunction', 'Diffusion Tensor Imaging', 'Middle Aged', 'Dementia', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Chronic respiratory disease', 'Mental Health', 'Cancer', 'Cardiovascular diseases']
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+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39659614
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Female', 'Male', 'Ethiopia', 'Cross-Sectional Studies', 'Middle Aged', 'Adult', 'Follow-Up Studies', 'Diabetes Mellitus', 'Prevalence', 'Cognitive Dysfunction', 'Aged', 'Risk Factors', 'Referral and Consultation', 'Neurocognitive Disorders', 'Young Adult']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Mental Health', 'Chronic respiratory disease', 'Cancer']
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+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39659612
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Male', 'Female', 'Middle Aged', 'Aged', 'Adult', 'Foot', 'Biomechanical Phenomena', 'Pressure', 'Gait', 'Diabetic Foot', 'Aging', 'Diabetes Mellitus']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.40715599060058594, 0.20337049663066864, 0.15923088788986206, 0.09161409735679626, 0.0705052837729454, 0.040972720831632614, 0.02715049870312214]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39656459
+Predictions: ['Diabetes', 'Diabetes type 2']
+MeshTerm: ['Humans', 'Female', 'Male', 'Middle Aged', 'Telephone', 'Glycemic Control', 'Glycated Hemoglobin', 'Adult', 'Texas', 'Diabetes Mellitus', 'Diabetes Mellitus, Type 2', 'Aged']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.33473846316337585, 0.1888851672410965, 0.18088753521442413, 0.10645262897014618, 0.09906261414289474, 0.04963994026184082, 0.04033368080854416]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39656162
+Predictions: ['Diabetes']
+MeshTerm: ['Humans', 'Postural Balance', 'Male', 'Female', 'Middle Aged', 'Aged', 'Attention', 'Learning', 'Diabetes Mellitus', 'Accidental Falls', 'Motor Skills']
+Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health', 'Cardiovascular diseases', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.43462303280830383, 0.19638849794864655, 0.15169711410999298, 0.07214271277189255, 0.05993790924549103, 0.05285734310746193, 0.03235342353582382]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39673446
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Cost-Benefit Analysis', 'Insulin Infusion Systems', 'Blood Glucose Self-Monitoring', 'Insulin', 'Blood Glucose', 'Hypoglycemic Agents', 'Models, Economic', 'Glycated Hemoglobin', 'Quality-Adjusted Life Years', 'Randomized Controlled Trials as Topic', 'Algorithms']
+Labels: ['Diabetes type 1', 'Diabetes', 'Diabetes type 2', 'Cardiovascular diseases', 'Cancer', 'Mental Health', 'Chronic respiratory disease']
+Scores: [0.4790068566799164, 0.3297833800315857, 0.09039047360420227, 0.05099277198314667, 0.025529731065034866, 0.014857199043035507, 0.009439554996788502]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39673230
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Cardiovascular Diseases', 'Australia', 'Risk Assessment', 'Male', 'Female', 'Adult', 'Middle Aged', 'Heart Disease Risk Factors', 'Risk Factors']
+Labels: ['Cardiovascular diseases', 'Diabetes type 1', 'Diabetes', 'Diabetes type 2', 'Cancer', 'Mental Health', 'Chronic respiratory disease']
+Scores: [0.28868064284324646, 0.21363937854766846, 0.19067835807800293, 0.13338102400302887, 0.07710868865251541, 0.055425308644771576, 0.04108653962612152]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39670552
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Feasibility Studies', 'Insulin', 'Child', 'Female', 'Male', 'Needlestick Injuries', 'Injections, Subcutaneous', 'Needles', 'Adolescent', 'Diabetes Mellitus, Type 1', 'Child, Preschool', 'Hypoglycemic Agents', 'Young Adult']
+Labels: ['Mental Health', 'Cardiovascular diseases', 'Cancer', 'Diabetes type 1', 'Diabetes', 'Diabetes type 2', 'Chronic respiratory disease']
+Scores: [0.198990598320961, 0.15262874960899353, 0.14592337608337402, 0.1339162141084671, 0.13176411390304565, 0.12301769107580185, 0.11375922709703445]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39666416
+Predictions: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Blood Glucose', 'Diabetes Mellitus', 'Quality of Life', 'Diabetes Mellitus, Type 2', 'Diabetes Mellitus, Type 1', 'Continuous Glucose Monitoring']
+Labels: ['Diabetes type 2', 'Diabetes type 1', 'Diabetes', 'Cardiovascular diseases', 'Mental Health', 'Chronic respiratory disease', 'Cancer']
+Scores: [0.15944091975688934, 0.15595538914203644, 0.15162035822868347, 0.1385885775089264, 0.13503657281398773, 0.12991014122962952, 0.1294480413198471]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39665438
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Animals', 'Mice', 'Insulin-Secreting Cells', 'Diabetes Mellitus, Experimental', 'Cell Survival', 'Anti-Inflammatory Agents', 'Polytetrafluoroethylene', 'Diabetes Mellitus, Type 1', 'Male', 'Macrophages', 'Membranes, Artificial', 'Mice, Inbred C57BL', 'Cell Encapsulation', 'Islets of Langerhans Transplantation']
+Labels: ['Diabetes type 1', 'Diabetes type 2', 'Diabetes', 'Cardiovascular diseases', 'Cancer', 'Mental Health', 'Chronic respiratory disease']
+Scores: [0.21131034195423126, 0.20398090779781342, 0.19012652337551117, 0.10199358314275742, 0.09949885308742523, 0.0972655862569809, 0.095824234187603]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39664107
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Male', 'Diabetes Mellitus, Type 1', 'Adult', 'Middle Aged', 'Diabetic Neuropathies', 'Female', 'Magnetic Resonance Imaging', 'Olfactory Bulb', 'Aged', 'Young Adult', 'Adolescent', 'Case-Control Studies', 'Smell']
+Labels: ['Diabetes type 1', 'Diabetes', 'Diabetes type 2', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.40197548270225525, 0.27856871485710144, 0.13647876679897308, 0.06265349686145782, 0.04625719040632248, 0.04272055625915527, 0.03134572133421898]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39663236
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Quality of Life', 'Psychometrics', 'Sweden', 'Child', 'Male', 'Female', 'Surveys and Questionnaires', 'Chronic Disease', 'Adolescent', 'Reproducibility of Results', 'Diabetes Mellitus, Type 1', 'Translations', 'Asthma', 'Parents', 'Factor Analysis, Statistical', 'Child, Preschool']
+Labels: ['Mental Health', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.2123931348323822, 0.1967221200466156, 0.1764245480298996, 0.145655557513237, 0.09193715453147888, 0.08931013941764832, 0.0875573679804802]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39658973
+Predictions: ['Diabetes type 1', 'Diabetes type 2']
+MeshTerm: ['Humans', 'Diabetic Ketoacidosis', 'COVID-19', 'Male', 'Female', 'Middle Aged', 'Retrospective Studies', 'Pakistan', 'Diabetes Mellitus, Type 1', 'Diabetes Mellitus, Type 2', 'Adult', 'SARS-CoV-2', 'Survival Rate', 'Incidence']
+Labels: ['Diabetes type 1', 'Diabetes type 2', 'Diabetes', 'Mental Health', 'Cardiovascular diseases', 'Cancer', 'Chronic respiratory disease']
+Scores: [0.41736477613449097, 0.38455861806869507, 0.0604468509554863, 0.0508614219725132, 0.03656915947794914, 0.029318902641534805, 0.020880315452814102]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39658119
+Predictions: ['Diabetes type 1']
+MeshTerm: ['Humans', 'Diabetic Ketoacidosis', 'Diabetes Mellitus, Type 1', 'Child', 'Male', 'Female', 'Retrospective Studies', 'Adolescent', 'Saudi Arabia', 'Child, Preschool', 'Incidence', 'Polyuria', 'Abdominal Pain', 'Polydipsia', 'Vomiting', 'Age Factors', 'Severity of Illness Index']
+Labels: ['Diabetes type 1', 'Diabetes type 2', 'Diabetes', 'Cancer', 'Cardiovascular diseases', 'Mental Health', 'Chronic respiratory disease']
+Scores: [0.31226104497909546, 0.23680147528648376, 0.20117834210395813, 0.14304205775260925, 0.038596294820308685, 0.03560429811477661, 0.032516539096832275]
+Selected labels: []
+---------------------------------
+---------------------------------
+PMID: 39658013
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+PMID: 39671339
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+PMID: 39671241
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+PMID: 39671223
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+PMID: 39670902
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+PMID: 39670387
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+Labels: ['Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Mental Health', 'Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases']
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+PMID: 39669492
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+Labels: ['Diabetes type 2', 'Diabetes type 1', 'Diabetes', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Chronic respiratory disease']
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+---------------------------------
+---------------------------------
+PMID: 39668628
+Predictions: ['Diabetes type 2']
+MeshTerm: ['Humans', 'Male', 'Obesity', 'Middle Aged', 'Bone Density', 'Growth Differentiation Factor 15', 'Adult', 'Body Composition', 'Biomarkers', 'Diabetes Mellitus, Type 2', 'Black or African American', 'White']
+Labels: ['Diabetes type 2', 'Diabetes type 1', 'Diabetes', 'Mental Health', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer']
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+Selected labels: []
+---------------------------------
+Time to classify all articles: 15.376193046569824 seconds
+Good classification: 0/75 ( 0.0% )
+At least one good per entrie: 0/63 ( 0.0% )
+Mean score: 0
+Median score: 0
diff --git a/model/results/BartLargeMnli.txt b/model/results/facebook-bart_large_mnli.txt
similarity index 99%
rename from model/results/BartLargeMnli.txt
rename to model/results/facebook-bart_large_mnli.txt
index 1ece6e7662dd1bd93aafed35c376e7eac85c41b6..263e25dd45c88577857a920080fe5f2a409f7a0c 100644
--- a/model/results/BartLargeMnli.txt
+++ b/model/results/facebook-bart_large_mnli.txt
@@ -502,7 +502,7 @@ Labels: ['Cardiovascular diseases', 'Diabetes type 2', 'Diabetes', 'Chronic resp
Scores: [0.34633418917655945, 0.2441960871219635, 0.09421524405479431, 0.09026889503002167, 0.08233360201120377, 0.07539966702461243, 0.06725231558084488]
Selected labels: []
---------------------------------
-Time to classify all articles: 418.86657190322876 seconds
+Time to classify all articles: 420.01833271980286 seconds
Good classification: 31/75 ( 41.33% )
At least one good per entrie: 31/63 ( 49.21% )
Mean score: 0.797397155972088
diff --git a/model/results/BiomedBERT.txt b/model/results/microsoft-BiomedNLP_BiomedBERT_base_uncased_abstract.txt
similarity index 63%
rename from model/results/BiomedBERT.txt
rename to model/results/microsoft-BiomedNLP_BiomedBERT_base_uncased_abstract.txt
index 3df550a0b1a41f5bf9e6f1db73ff185694bac0c0..30112cc226107d99e46862d872f7855c5dfa2991 100644
--- a/model/results/BiomedBERT.txt
+++ b/model/results/microsoft-BiomedNLP_BiomedBERT_base_uncased_abstract.txt
@@ -2,384 +2,384 @@
PMID: 39674445
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Arsenic', 'Homeostasis', 'Animals', 'Glucose', 'Diabetes Mellitus', 'Microbiota', 'Gastrointestinal Microbiome']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 2']
-Scores: [0.163547083735466, 0.1598864644765854, 0.14706020057201385, 0.13537268340587616, 0.133613720536232, 0.1313038021326065, 0.1292160153388977]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 2', 'Diabetes type 1', 'Diabetes']
+Scores: [0.1622859537601471, 0.146277517080307, 0.14451046288013458, 0.14388863742351532, 0.13683867454528809, 0.13511955738067627, 0.13107921183109283]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39673957
Predictions: ['Diabetes']
MeshTerm: ['Acetone', 'Zinc Oxide', 'Biosensing Techniques', 'Humans', 'Optical Fibers', 'Diabetes Mellitus', 'Biomarkers', 'Limit of Detection', 'Breath Tests', 'Equipment Design', 'Volatile Organic Compounds', 'Fiber Optic Technology']
-Labels: ['Cancer', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Mental Health', 'Diabetes type 1', 'Diabetes', 'Diabetes type 2']
-Scores: [0.16689243912696838, 0.15924817323684692, 0.15308891236782074, 0.14498375356197357, 0.12611117959022522, 0.1256069540977478, 0.12406862527132034]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Diabetes type 2', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 1', 'Diabetes']
+Scores: [0.1537121683359146, 0.14888794720172882, 0.14316271245479584, 0.14151844382286072, 0.14147184789180756, 0.13747912645339966, 0.1337677538394928]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39671417
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Hypertension', 'Female', 'Male', 'COVID-19', 'Adult', 'Diabetes Mellitus', 'Middle Aged', 'Puerto Rico', 'COVID-19 Vaccines', 'Aged', 'Surveys and Questionnaires', 'Young Adult']
-Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health', 'Diabetes']
-Scores: [0.15325047075748444, 0.14299622178077698, 0.1423262506723404, 0.1421089470386505, 0.14071431756019592, 0.13964396715164185, 0.1389598250389099]
+Labels: ['Cardiovascular diseases', 'Mental Health', 'Chronic respiratory disease', 'Cancer', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15195703506469727, 0.14905457198619843, 0.14789237082004547, 0.1430255025625229, 0.1413029581308365, 0.1345287710428238, 0.13223884999752045]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39670874
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Male', 'Female', 'Middle Aged', 'Cross-Sectional Studies', 'Adult', 'Liver Diseases', 'Aged', 'Analgesics, Opioid', 'United States', 'Liver Cirrhosis', 'Chronic Disease', 'Cohort Studies', 'Liver Neoplasms', 'Diabetes Mellitus', 'Logistic Models', 'Arthritis', 'Health Surveys', 'Chronic Pain', 'Hepatitis, Viral, Human', 'Renal Insufficiency, Chronic', 'Severity of Illness Index']
-Labels: ['Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer', 'Diabetes', 'Mental Health']
-Scores: [0.14539164304733276, 0.14528052508831024, 0.144867405295372, 0.14460323750972748, 0.14185547828674316, 0.14007779955863953, 0.1379239559173584]
+Labels: ['Diabetes', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health']
+Scores: [0.14823679625988007, 0.14615683257579803, 0.144184872508049, 0.14410442113876343, 0.14236865937709808, 0.13915078341960907, 0.13579769432544708]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39670442
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Animals', 'Lipocalin-2', 'Diabetic Neuropathies', 'Oxidative Stress', 'Molecular Targeted Therapy', 'Quality of Life', 'Cognitive Dysfunction', 'Drug Development', 'Blood-Brain Barrier', 'Diabetes Mellitus']
-Labels: ['Cancer', 'Mental Health', 'Chronic respiratory disease', 'Diabetes', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.16987721621990204, 0.15644998848438263, 0.1554695963859558, 0.13999100029468536, 0.12935587763786316, 0.12687285244464874, 0.12198351323604584]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.1571563333272934, 0.15447135269641876, 0.15124772489070892, 0.14838038384914398, 0.14631038904190063, 0.12202513962984085, 0.12040867656469345]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39670363
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Computational Biology', 'Diabetes Mellitus', 'Benchmarking', 'Blood Glucose', 'Wearable Electronic Devices', 'Smartphone', 'Mobile Applications', 'Language', 'Continuous Glucose Monitoring']
-Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Diabetes', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.1620783805847168, 0.15264058113098145, 0.14371079206466675, 0.14246322214603424, 0.1366136223077774, 0.13358043134212494, 0.1289130300283432]
+Labels: ['Cancer', 'Diabetes', 'Mental Health', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Chronic respiratory disease']
+Scores: [0.16295474767684937, 0.14745724201202393, 0.1425827294588089, 0.1420217752456665, 0.13982504606246948, 0.1398053914308548, 0.12535308301448822]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39667764
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Anti-Bacterial Agents', 'Diabetic Foot', 'Osteomyelitis', 'Diabetes Mellitus', 'Anti-Infective Agents, Local']
-Labels: ['Chronic respiratory disease', 'Mental Health', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes type 2', 'Cancer', 'Diabetes']
-Scores: [0.16848203539848328, 0.14759385585784912, 0.1435086578130722, 0.14087745547294617, 0.14064624905586243, 0.1388087272644043, 0.12008298933506012]
+Labels: ['Cancer', 'Cardiovascular diseases', 'Diabetes', 'Mental Health', 'Chronic respiratory disease', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.1655806303024292, 0.15190741419792175, 0.1500936597585678, 0.14863567054271698, 0.14668120443820953, 0.11989537626504898, 0.11720604449510574]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39666732
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Insulin', 'Aged', 'Diabetes Mellitus', 'Hospitalization', 'Frail Elderly', 'Hypoglycemic Agents', 'Female', 'Male', 'Hospitals']
-Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Diabetes type 1', 'Mental Health', 'Diabetes type 2', 'Cancer', 'Diabetes']
-Scores: [0.16782133281230927, 0.15069830417633057, 0.1402951180934906, 0.13906146585941315, 0.13722695410251617, 0.13553468883037567, 0.129362091422081]
+Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Diabetes', 'Diabetes type 1', 'Mental Health', 'Diabetes type 2']
+Scores: [0.1570434868335724, 0.15075471997261047, 0.14620891213417053, 0.14216233789920807, 0.1357131153345108, 0.13463380932807922, 0.1334836632013321]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39666445
Predictions: ['Diabetes']
MeshTerm: ['Bone Regeneration', 'Humans', 'Drug Delivery Systems', 'Animals', 'Diabetes Mellitus', 'Neovascularization, Physiologic', 'Osteogenesis', 'Biocompatible Materials']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes type 2', 'Diabetes']
-Scores: [0.156974658370018, 0.15236736834049225, 0.14986595511436462, 0.14081528782844543, 0.13884833455085754, 0.1317339390516281, 0.12939442694187164]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Diabetes', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.1546221524477005, 0.1536155790090561, 0.15267662703990936, 0.14787793159484863, 0.1439329981803894, 0.1256330907344818, 0.12164157629013062]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39666416
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Blood Glucose', 'Diabetes Mellitus', 'Quality of Life', 'Diabetes Mellitus, Type 2', 'Diabetes Mellitus, Type 1', 'Continuous Glucose Monitoring']
-Labels: ['Chronic respiratory disease', 'Cancer', 'Mental Health', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.16755160689353943, 0.16445960104465485, 0.1576465517282486, 0.14823408424854279, 0.12778115272521973, 0.1174142062664032, 0.11691279709339142]
+Labels: ['Cardiovascular diseases', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Chronic respiratory disease', 'Diabetes', 'Mental Health']
+Scores: [0.14769341051578522, 0.14693406224250793, 0.14588963985443115, 0.14529043436050415, 0.14029362797737122, 0.1399470418691635, 0.1339518129825592]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39666397
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Male', 'Middle Aged', 'Female', 'Risk Factors', 'COVID-19', 'Invasive Pulmonary Aspergillosis', 'Retrospective Studies', 'Case-Control Studies', 'Aged', 'Severity of Illness Index', 'SARS-CoV-2', 'Smoking', 'Diabetes Mellitus']
-Labels: ['Mental Health', 'Diabetes type 2', 'Diabetes type 1', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Diabetes', 'Cancer']
-Scores: [0.15505976974964142, 0.1497776359319687, 0.14924825727939606, 0.14066225290298462, 0.13728559017181396, 0.13589341938495636, 0.13207316398620605]
+Labels: ['Cardiovascular diseases', 'Chronic respiratory disease', 'Diabetes', 'Cancer', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.1489151418209076, 0.14705397188663483, 0.14627163112163544, 0.14226007461547852, 0.14115919172763824, 0.1391608715057373, 0.13517917692661285]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39665943
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Vascular Stiffness', 'Male', 'Renal Insufficiency, Chronic', 'Female', 'Middle Aged', 'Hypertension', 'Glomerular Filtration Rate', 'Aged', 'Biomarkers', 'Albuminuria', 'Kidney', 'Cross-Sectional Studies', 'Diabetes Mellitus']
-Labels: ['Mental Health', 'Cancer', 'Chronic respiratory disease', 'Diabetes', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.16011781990528107, 0.15899395942687988, 0.15002553164958954, 0.14175789058208466, 0.13214892148971558, 0.13145500421524048, 0.12550091743469238]
+Labels: ['Cardiovascular diseases', 'Cancer', 'Mental Health', 'Diabetes', 'Chronic respiratory disease', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.15179774165153503, 0.1511388123035431, 0.14940522611141205, 0.14727073907852173, 0.14485253393650055, 0.12787020206451416, 0.12766481935977936]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39665157
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Protein Glutamine gamma Glutamyltransferase 2', 'Transglutaminases', 'Male', 'Female', 'Aged', 'Vasodilation', 'Endothelium, Vascular', 'GTP-Binding Proteins', 'Arteries', 'Vascular Resistance', 'Sex Factors', 'Diabetes Mellitus', 'Vasodilator Agents', 'Enzyme Inhibitors', 'Middle Aged']
-Labels: ['Cancer', 'Diabetes', 'Chronic respiratory disease', 'Diabetes type 1', 'Mental Health', 'Diabetes type 2', 'Cardiovascular diseases']
-Scores: [0.15583951771259308, 0.14930371940135956, 0.14283591508865356, 0.14194828271865845, 0.14179779589176178, 0.13510586321353912, 0.13316892087459564]
+Labels: ['Diabetes', 'Chronic respiratory disease', 'Cancer', 'Mental Health', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.16020981967449188, 0.15876978635787964, 0.1559228152036667, 0.15106704831123352, 0.1448163390159607, 0.11654196679592133, 0.11267223209142685]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39665118
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Receptors, Calcitriol', 'Female', 'Male', 'Venous Thromboembolism', 'Middle Aged', 'Polymorphism, Single Nucleotide', 'Vitamin D', 'Incidence', 'Follow-Up Studies', 'Genetic Predisposition to Disease', 'Risk Factors', 'Aged', 'Diabetes Mellitus', 'Adult', 'Biomarkers', 'Prognosis']
-Labels: ['Diabetes type 1', 'Diabetes type 2', 'Cancer', 'Diabetes', 'Mental Health', 'Chronic respiratory disease', 'Cardiovascular diseases']
-Scores: [0.1610645055770874, 0.15930896997451782, 0.14695489406585693, 0.14585080742835999, 0.13253813982009888, 0.13136421144008636, 0.12291847914457321]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Diabetes', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.1587686836719513, 0.15456639230251312, 0.15202008187770844, 0.1473449021577835, 0.143438920378685, 0.1235169917345047, 0.12034399062395096]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39664376
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Male', 'Middle Aged', 'Meningoencephalitis', 'Meningitis, Cryptococcal', 'Antifungal Agents', 'Diabetes Complications', 'Diabetes Mellitus', 'Cryptococcosis', 'Cryptococcus neoformans']
-Labels: ['Chronic respiratory disease', 'Cancer', 'Diabetes', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.16265709698200226, 0.14935220777988434, 0.14665809273719788, 0.1420239955186844, 0.13898517191410065, 0.1346554160118103, 0.1256680190563202]
+Labels: ['Cardiovascular diseases', 'Cancer', 'Diabetes', 'Mental Health', 'Chronic respiratory disease', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15180343389511108, 0.15137280523777008, 0.1481979787349701, 0.14165355265140533, 0.1408301144838333, 0.13464726507663727, 0.13149486482143402]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39662122
Predictions: ['Diabetes', 'Diabetes type 2']
MeshTerm: ['Humans', 'Sodium-Glucose Transporter 2 Inhibitors', 'Aged', 'Male', 'Retrospective Studies', 'Hospital Mortality', 'Female', 'Pneumonia', 'Dipeptidyl-Peptidase IV Inhibitors', 'Aged, 80 and over', 'Heart Failure', 'Cohort Studies', 'Diabetes Mellitus, Type 2', 'Respiration, Artificial', 'Diabetes Mellitus']
-Labels: ['Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes', 'Mental Health', 'Chronic respiratory disease', 'Cancer']
-Scores: [0.16217203438282013, 0.16113010048866272, 0.14203733205795288, 0.14094483852386475, 0.1344834417104721, 0.13031385838985443, 0.12891845405101776]
+Labels: ['Cancer', 'Diabetes', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.16698341071605682, 0.15604664385318756, 0.1450711488723755, 0.14183974266052246, 0.13588209450244904, 0.12931092083454132, 0.12486603856086731]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39661531
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Parkinson Disease', 'Male', 'Female', 'White Matter', 'Aged', 'Cognitive Dysfunction', 'Diffusion Tensor Imaging', 'Middle Aged', 'Dementia', 'Diabetes Mellitus']
-Labels: ['Diabetes', 'Cancer', 'Chronic respiratory disease', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes type 2', 'Mental Health']
-Scores: [0.1538679450750351, 0.15333740413188934, 0.14639216661453247, 0.14002086222171783, 0.13625092804431915, 0.13519296050071716, 0.13493774831295013]
+Labels: ['Chronic respiratory disease', 'Diabetes', 'Cancer', 'Mental Health', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.1647144854068756, 0.1610018014907837, 0.15446244180202484, 0.1496170610189438, 0.14801228046417236, 0.1150379329919815, 0.10715394467115402]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39659614
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Female', 'Male', 'Ethiopia', 'Cross-Sectional Studies', 'Middle Aged', 'Adult', 'Follow-Up Studies', 'Diabetes Mellitus', 'Prevalence', 'Cognitive Dysfunction', 'Aged', 'Risk Factors', 'Referral and Consultation', 'Neurocognitive Disorders', 'Young Adult']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.1658712923526764, 0.15080074965953827, 0.14552541077136993, 0.13740016520023346, 0.1372920721769333, 0.13323856890201569, 0.12987171113491058]
+Labels: ['Chronic respiratory disease', 'Cancer', 'Cardiovascular diseases', 'Diabetes', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15990878641605377, 0.15317285060882568, 0.1527682989835739, 0.14663740992546082, 0.14604425430297852, 0.12147653847932816, 0.11999177932739258]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39659612
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Male', 'Female', 'Middle Aged', 'Aged', 'Adult', 'Foot', 'Biomechanical Phenomena', 'Pressure', 'Gait', 'Diabetic Foot', 'Aging', 'Diabetes Mellitus']
-Labels: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cancer', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Mental Health']
-Scores: [0.1511806696653366, 0.14949913322925568, 0.14583325386047363, 0.1442265659570694, 0.14074204862117767, 0.13590599596500397, 0.13261236250400543]
+Labels: ['Chronic respiratory disease', 'Mental Health', 'Cancer', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.16685375571250916, 0.16617372632026672, 0.14744071662425995, 0.14234644174575806, 0.12949945032596588, 0.1239168718457222, 0.12376901507377625]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39656459
Predictions: ['Diabetes', 'Diabetes type 2']
MeshTerm: ['Humans', 'Female', 'Male', 'Middle Aged', 'Telephone', 'Glycemic Control', 'Glycated Hemoglobin', 'Adult', 'Texas', 'Diabetes Mellitus', 'Diabetes Mellitus, Type 2', 'Aged']
-Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health', 'Diabetes']
-Scores: [0.15467683970928192, 0.15420979261398315, 0.1491592675447464, 0.1378014087677002, 0.13696108758449554, 0.13459710776805878, 0.13259442150592804]
+Labels: ['Chronic respiratory disease', 'Cancer', 'Cardiovascular diseases', 'Diabetes', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.17542026937007904, 0.1741342693567276, 0.1622122973203659, 0.1494588553905487, 0.14422155916690826, 0.09907390177249908, 0.09547881782054901]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39656162
Predictions: ['Diabetes']
MeshTerm: ['Humans', 'Postural Balance', 'Male', 'Female', 'Middle Aged', 'Aged', 'Attention', 'Learning', 'Diabetes Mellitus', 'Accidental Falls', 'Motor Skills']
-Labels: ['Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Cancer', 'Diabetes type 1', 'Diabetes type 2', 'Diabetes']
-Scores: [0.15310972929000854, 0.14723165333271027, 0.14574700593948364, 0.14562471210956573, 0.1387401968240738, 0.13639159500598907, 0.13315507769584656]
+Labels: ['Mental Health', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.1578403264284134, 0.15428198873996735, 0.15326306223869324, 0.15033051371574402, 0.130893737077713, 0.12703754007816315, 0.12635278701782227]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39673446
Predictions: ['Diabetes type 1']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Cost-Benefit Analysis', 'Insulin Infusion Systems', 'Blood Glucose Self-Monitoring', 'Insulin', 'Blood Glucose', 'Hypoglycemic Agents', 'Models, Economic', 'Glycated Hemoglobin', 'Quality-Adjusted Life Years', 'Randomized Controlled Trials as Topic', 'Algorithms']
-Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Mental Health', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
-Scores: [0.17093466222286224, 0.16680049896240234, 0.14810200035572052, 0.14149512350559235, 0.13821765780448914, 0.11969830840826035, 0.11475174129009247]
+Labels: ['Cancer', 'Cardiovascular diseases', 'Mental Health', 'Chronic respiratory disease', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.17557239532470703, 0.1517104059457779, 0.14784644544124603, 0.1463700234889984, 0.13453315198421478, 0.12264887988567352, 0.12131872028112411]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39673230
Predictions: ['Diabetes type 1']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Cardiovascular Diseases', 'Australia', 'Risk Assessment', 'Male', 'Female', 'Adult', 'Middle Aged', 'Heart Disease Risk Factors', 'Risk Factors']
-Labels: ['Chronic respiratory disease', 'Mental Health', 'Cancer', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
-Scores: [0.16723835468292236, 0.1516399085521698, 0.14631249010562897, 0.14099523425102234, 0.13797909021377563, 0.1305544227361679, 0.12528051435947418]
+Labels: ['Cancer', 'Diabetes', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Diabetes type 1', 'Mental Health', 'Diabetes type 2']
+Scores: [0.15746842324733734, 0.14739571511745453, 0.14617522060871124, 0.13927170634269714, 0.13824976980686188, 0.13798579573631287, 0.1334533542394638]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39670552
Predictions: ['Diabetes type 1']
MeshTerm: ['Humans', 'Feasibility Studies', 'Insulin', 'Child', 'Female', 'Male', 'Needlestick Injuries', 'Injections, Subcutaneous', 'Needles', 'Adolescent', 'Diabetes Mellitus, Type 1', 'Child, Preschool', 'Hypoglycemic Agents', 'Young Adult']
-Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Diabetes type 2', 'Diabetes type 1', 'Mental Health', 'Diabetes', 'Cancer']
-Scores: [0.15150609612464905, 0.15033455193042755, 0.14746610820293427, 0.14702250063419342, 0.14034131169319153, 0.13194996118545532, 0.1313793957233429]
+Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Diabetes', 'Cancer', 'Diabetes type 1', 'Mental Health', 'Diabetes type 2']
+Scores: [0.15371446311473846, 0.14847922325134277, 0.14422288537025452, 0.14030306041240692, 0.13888464868068695, 0.13785535097122192, 0.13654036819934845]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39666416
Predictions: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2']
MeshTerm: ['Humans', 'Blood Glucose Self-Monitoring', 'Blood Glucose', 'Diabetes Mellitus', 'Quality of Life', 'Diabetes Mellitus, Type 2', 'Diabetes Mellitus, Type 1', 'Continuous Glucose Monitoring']
-Labels: ['Chronic respiratory disease', 'Cancer', 'Mental Health', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.16755160689353943, 0.16445960104465485, 0.1576465517282486, 0.14823408424854279, 0.12778115272521973, 0.1174142062664032, 0.11691279709339142]
+Labels: ['Cardiovascular diseases', 'Diabetes type 2', 'Diabetes type 1', 'Cancer', 'Chronic respiratory disease', 'Diabetes', 'Mental Health']
+Scores: [0.14769341051578522, 0.14693406224250793, 0.14588963985443115, 0.14529043436050415, 0.14029362797737122, 0.1399470418691635, 0.1339518129825592]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39665438
Predictions: ['Diabetes type 1']
MeshTerm: ['Animals', 'Mice', 'Insulin-Secreting Cells', 'Diabetes Mellitus, Experimental', 'Cell Survival', 'Anti-Inflammatory Agents', 'Polytetrafluoroethylene', 'Diabetes Mellitus, Type 1', 'Male', 'Macrophages', 'Membranes, Artificial', 'Mice, Inbred C57BL', 'Cell Encapsulation', 'Islets of Langerhans Transplantation']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
-Scores: [0.1565718799829483, 0.14809967577457428, 0.1454290747642517, 0.14523959159851074, 0.13730502128601074, 0.13599814474582672, 0.13135653734207153]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Diabetes', 'Mental Health', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15543094277381897, 0.15373235940933228, 0.14934042096138, 0.14890271425247192, 0.14085574448108673, 0.12615452706813812, 0.12558335065841675]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39664107
Predictions: ['Diabetes type 1']
MeshTerm: ['Humans', 'Male', 'Diabetes Mellitus, Type 1', 'Adult', 'Middle Aged', 'Diabetic Neuropathies', 'Female', 'Magnetic Resonance Imaging', 'Olfactory Bulb', 'Aged', 'Young Adult', 'Adolescent', 'Case-Control Studies', 'Smell']
-Labels: ['Cancer', 'Mental Health', 'Chronic respiratory disease', 'Diabetes', 'Cardiovascular diseases', 'Diabetes type 2', 'Diabetes type 1']
-Scores: [0.15028922259807587, 0.1489199846982956, 0.14883646368980408, 0.14793111383914948, 0.14350652694702148, 0.13085536658763885, 0.12966132164001465]
+Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.16530799865722656, 0.16149383783340454, 0.1556372344493866, 0.15325888991355896, 0.12930692732334137, 0.12110389024019241, 0.11389125138521194]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39663236
Predictions: ['Diabetes type 1']
MeshTerm: ['Humans', 'Quality of Life', 'Psychometrics', 'Sweden', 'Child', 'Male', 'Female', 'Surveys and Questionnaires', 'Chronic Disease', 'Adolescent', 'Reproducibility of Results', 'Diabetes Mellitus, Type 1', 'Translations', 'Asthma', 'Parents', 'Factor Analysis, Statistical', 'Child, Preschool']
-Labels: ['Diabetes', 'Cancer', 'Mental Health', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2', 'Chronic respiratory disease']
-Scores: [0.14957237243652344, 0.14743609726428986, 0.14604410529136658, 0.1441972702741623, 0.14060820639133453, 0.13897176086902618, 0.13317009806632996]
+Labels: ['Diabetes', 'Cancer', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Mental Health', 'Chronic respiratory disease']
+Scores: [0.15882138907909393, 0.15335813164710999, 0.14450660347938538, 0.1425524652004242, 0.14200979471206665, 0.1380750834941864, 0.12067652493715286]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39658973
Predictions: ['Diabetes type 1', 'Diabetes type 2']
MeshTerm: ['Humans', 'Diabetic Ketoacidosis', 'COVID-19', 'Male', 'Female', 'Middle Aged', 'Retrospective Studies', 'Pakistan', 'Diabetes Mellitus, Type 1', 'Diabetes Mellitus, Type 2', 'Adult', 'SARS-CoV-2', 'Survival Rate', 'Incidence']
-Labels: ['Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2', 'Diabetes', 'Cancer']
-Scores: [0.1546178013086319, 0.15188585221767426, 0.14793772995471954, 0.14189861714839935, 0.13800813257694244, 0.13344784080982208, 0.13220402598381042]
+Labels: ['Chronic respiratory disease', 'Cancer', 'Cardiovascular diseases', 'Mental Health', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15465620160102844, 0.15442711114883423, 0.1517249345779419, 0.149986132979393, 0.14586637914180756, 0.12287838011980057, 0.1204608604311943]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39658119
Predictions: ['Diabetes type 1']
MeshTerm: ['Humans', 'Diabetic Ketoacidosis', 'Diabetes Mellitus, Type 1', 'Child', 'Male', 'Female', 'Retrospective Studies', 'Adolescent', 'Saudi Arabia', 'Child, Preschool', 'Incidence', 'Polyuria', 'Abdominal Pain', 'Polydipsia', 'Vomiting', 'Age Factors', 'Severity of Illness Index']
-Labels: ['Chronic respiratory disease', 'Cancer', 'Mental Health', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes']
-Scores: [0.15060269832611084, 0.14655588567256927, 0.14395083487033844, 0.14317892491817474, 0.1409805566072464, 0.13846516609191895, 0.13626587390899658]
+Labels: ['Cardiovascular diseases', 'Cancer', 'Chronic respiratory disease', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health']
+Scores: [0.14899511635303497, 0.14644566178321838, 0.14644522964954376, 0.14204847812652588, 0.14199180901050568, 0.13884811103343964, 0.13522553443908691]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39658013
Predictions: ['Diabetes type 1']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Adolescent', 'Female', 'Male', 'Self Efficacy', 'Quality of Life', 'Jordan', 'Glycemic Control', 'Empowerment', 'Glycated Hemoglobin', 'Child']
-Labels: ['Cardiovascular diseases', 'Chronic respiratory disease', 'Cancer', 'Diabetes', 'Mental Health', 'Diabetes type 2', 'Diabetes type 1']
-Scores: [0.1633891463279724, 0.1625341773033142, 0.15980003774166107, 0.14672638475894928, 0.12894710898399353, 0.12029238045215607, 0.11831080913543701]
+Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Diabetes', 'Mental Health', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.16794972121715546, 0.164029061794281, 0.15836210548877716, 0.15199187397956848, 0.14118115603923798, 0.11496898531913757, 0.10151718556880951]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39653802
Predictions: ['Diabetes type 1']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Exercise', 'Insulin Infusion Systems', 'Insulin', 'Adolescent', 'Child', 'Hypoglycemic Agents', 'Europe', 'Blood Glucose', 'Adult']
-Labels: ['Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Cancer', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
-Scores: [0.1720462292432785, 0.165797621011734, 0.15670856833457947, 0.14144732058048248, 0.13462908565998077, 0.11745448410511017, 0.1119166687130928]
+Labels: ['Cancer', 'Cardiovascular diseases', 'Mental Health', 'Diabetes', 'Chronic respiratory disease', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15430650115013123, 0.15304334461688995, 0.1422881931066513, 0.14228056371212006, 0.14052125811576843, 0.1351480484008789, 0.13241209089756012]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39652177
Predictions: ['Diabetes', 'Diabetes type 1', 'Diabetes type 2']
MeshTerm: ['Humans', 'Dermatitis, Atopic', 'Comorbidity', 'Risk Factors', 'Diabetes Mellitus, Type 2', 'Diabetes Mellitus, Type 1', 'Diabetes Mellitus', 'Child', 'Adult']
-Labels: ['Diabetes type 1', 'Diabetes type 2', 'Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Cancer', 'Diabetes']
-Scores: [0.15409773588180542, 0.15188203752040863, 0.1488351672887802, 0.14284265041351318, 0.1408822238445282, 0.1339406669139862, 0.12751947343349457]
+Labels: ['Chronic respiratory disease', 'Cancer', 'Cardiovascular diseases', 'Diabetes', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.1535993069410324, 0.15067368745803833, 0.1483345478773117, 0.1463569551706314, 0.13873594999313354, 0.1324063092470169, 0.1298932135105133]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39649224
Predictions: ['Diabetes type 1', 'Diabetes type 2']
MeshTerm: ['Humans', 'Blood Glucose', 'Diabetes Mellitus, Type 1', 'Diabetes Mellitus, Type 2', 'Genetic Predisposition to Disease', 'Genome-Wide Association Study', 'Glycated Hemoglobin', 'Mendelian Randomization Analysis', 'Polymorphism, Single Nucleotide', 'Spondylitis, Ankylosing']
-Labels: ['Chronic respiratory disease', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2', 'Diabetes', 'Cardiovascular diseases', 'Cancer']
-Scores: [0.15186262130737305, 0.14524753391742706, 0.1451154500246048, 0.14346107840538025, 0.14320917427539825, 0.13617897033691406, 0.1349252611398697]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15633802115917206, 0.15506595373153687, 0.14968587458133698, 0.14908450841903687, 0.13891054689884186, 0.12609075009822845, 0.12482429295778275]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39645243
Predictions: ['Diabetes type 1']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Hypoglycemic Agents', 'Insulin-Secreting Cells', 'Animals', 'Drug Development', 'Insulin Secretion', 'Insulin', 'Disease Progression', 'Glycemic Control']
-Labels: ['Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Diabetes', 'Cancer', 'Diabetes type 2', 'Diabetes type 1']
-Scores: [0.16078540682792664, 0.15424418449401855, 0.15311755239963531, 0.15081407129764557, 0.14817450940608978, 0.11986316740512848, 0.11300111562013626]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Diabetes', 'Mental Health', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.1623249650001526, 0.15971145033836365, 0.1547345519065857, 0.14635469019412994, 0.14556504786014557, 0.11768728494644165, 0.1136220395565033]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39644976
Predictions: ['Diabetes type 1']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 1', 'Diving', 'Adult', 'Hypoglycemia', 'Male', 'Female', 'Blood Glucose', 'Young Adult', 'Blood Glucose Self-Monitoring', 'Glycated Hemoglobin', 'Adolescent', 'Middle Aged']
-Labels: ['Diabetes type 2', 'Diabetes type 1', 'Diabetes', 'Mental Health', 'Chronic respiratory disease', 'Cancer', 'Cardiovascular diseases']
-Scores: [0.16003406047821045, 0.1573367565870285, 0.1438852697610855, 0.13657410442829132, 0.13607852160930634, 0.13457831740379333, 0.13151295483112335]
+Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Mental Health', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.1598769575357437, 0.15827544033527374, 0.15272271633148193, 0.1456703543663025, 0.13958905637264252, 0.1261233240365982, 0.1177421286702156]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39642862
Predictions: ['Diabetes type 1']
MeshTerm: ['Diabetes Mellitus, Type 1', 'Humans', 'Islets of Langerhans Transplantation', 'Induced Pluripotent Stem Cells', 'Islets of Langerhans', 'Animals']
-Labels: ['Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Diabetes type 2', 'Diabetes', 'Cancer', 'Diabetes type 1']
-Scores: [0.16345100104808807, 0.15956830978393555, 0.15369275212287903, 0.1337999403476715, 0.132603719830513, 0.131341353058815, 0.12554298341274261]
+Labels: ['Chronic respiratory disease', 'Cancer', 'Cardiovascular diseases', 'Mental Health', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.18734154105186462, 0.17905619740486145, 0.17781908810138702, 0.1673407256603241, 0.1060376986861229, 0.09400971233844757, 0.08839505910873413]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39639901
Predictions: ['Diabetes type 1', 'Diabetes type 2']
MeshTerm: ['Humans', 'Cost-Benefit Analysis', 'Diabetes Mellitus, Type 2', 'Patient Education as Topic', 'Diabetes Mellitus, Type 1']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Mental Health', 'Diabetes']
-Scores: [0.15829145908355713, 0.158103346824646, 0.14124718308448792, 0.13923124969005585, 0.13897544145584106, 0.13562732934951782, 0.12852399051189423]
+Labels: ['Chronic respiratory disease', 'Mental Health', 'Cancer', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.15811648964881897, 0.15189924836158752, 0.15132075548171997, 0.15007051825523376, 0.13892057538032532, 0.12600399553775787, 0.12366840988397598]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39636437
Predictions: ['Diabetes type 1']
MeshTerm: ['Animals', 'T-Lymphocytes, Regulatory', 'Mice, Inbred NOD', 'Mice', 'Female', 'Diabetes Mellitus, Type 1', 'Antigens, Differentiation, T-Lymphocyte', 'Antibodies, Monoclonal']
-Labels: ['Diabetes type 2', 'Diabetes', 'Cancer', 'Diabetes type 1', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health']
-Scores: [0.1560695469379425, 0.15537333488464355, 0.145603746175766, 0.14487813413143158, 0.13477736711502075, 0.13349811732769012, 0.12979979813098907]
+Labels: ['Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Cancer', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.16633754968643188, 0.15764260292053223, 0.1514553427696228, 0.14731407165527344, 0.13495852053165436, 0.12230151891708374, 0.11999046057462692]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39632776
Predictions: ['Diabetes type 1', 'Diabetes type 2']
MeshTerm: ['Humans', 'Blood Glucose', 'Glycemic Control', 'Blood Glucose Self-Monitoring', 'Hypoglycemia', 'Glycated Hemoglobin', 'Diabetes Mellitus, Type 2', 'Diabetic Angiopathies', 'Diabetes Mellitus, Type 1', 'Hypoglycemic Agents', 'Postprandial Period', 'Clinical Relevance']
-Labels: ['Mental Health', 'Chronic respiratory disease', 'Cancer', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2', 'Diabetes']
-Scores: [0.18632489442825317, 0.17871016263961792, 0.15675833821296692, 0.12482831627130508, 0.11789988726377487, 0.11780188977718353, 0.1176765114068985]
+Labels: ['Cardiovascular diseases', 'Diabetes', 'Cancer', 'Chronic respiratory disease', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15803539752960205, 0.15737208724021912, 0.15621350705623627, 0.13743318617343903, 0.1320381909608841, 0.12974654138088226, 0.1291610598564148]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39629047
Predictions: ['Diabetes type 1', 'Diabetes type 2']
MeshTerm: ['Humans', 'Blood Glucose', 'Diabetes Mellitus, Type 1', 'Diabetes Mellitus, Type 2', 'Drug Administration Schedule', 'Glycated Hemoglobin', 'Hypoglycemia', 'Hypoglycemic Agents', 'Insulin', 'Insulin, Long-Acting', 'Randomized Controlled Trials as Topic', 'Treatment Outcome']
-Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Mental Health', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
-Scores: [0.15933014452457428, 0.1580265462398529, 0.15107689797878265, 0.14141853153705597, 0.13974082469940186, 0.1253584325313568, 0.12504854798316956]
+Labels: ['Cancer', 'Diabetes', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.16609279811382294, 0.16076678037643433, 0.15623551607131958, 0.1526886224746704, 0.13845938444137573, 0.11328351497650146, 0.11247333139181137]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39625868
Predictions: ['Diabetes type 1', 'Diabetes type 2']
MeshTerm: ['Humans', 'Pregnancy', 'Female', 'Diabetes, Gestational', 'Diabetes Mellitus, Type 2', 'Diabetes Mellitus, Type 1', 'Blood Glucose Self-Monitoring', 'Wearable Electronic Devices']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
-Scores: [0.1602432131767273, 0.15832364559173584, 0.15000282227993011, 0.14500506222248077, 0.14121299982070923, 0.12269403785467148, 0.12251811474561691]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Diabetes', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15286575257778168, 0.15227290987968445, 0.1492253839969635, 0.14220724999904633, 0.14218944311141968, 0.13113224506378174, 0.13010700047016144]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39674195
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Greenhouse Gases', 'Sodium-Glucose Transporter 2 Inhibitors', 'Diabetes Mellitus, Type 2', 'Canagliflozin', 'Double-Blind Method', 'Middle Aged', 'Male', 'Aged', 'Female', 'Renal Insufficiency, Chronic', 'Hospitalization']
-Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2', 'Cancer', 'Diabetes', 'Mental Health']
-Scores: [0.1513652354478836, 0.14843951165676117, 0.14773759245872498, 0.14567376673221588, 0.13858085870742798, 0.13796554505825043, 0.13023751974105835]
+Labels: ['Cancer', 'Diabetes', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2', 'Chronic respiratory disease']
+Scores: [0.16705185174942017, 0.16695931553840637, 0.14573851227760315, 0.13901497423648834, 0.13211557269096375, 0.12935900688171387, 0.11976071447134018]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39674193
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'China', 'Male', 'Female', 'Middle Aged', 'Diabetes Mellitus, Type 2', 'Diet', 'Cardiovascular Diseases', 'Nutrition Surveys', 'Adult', 'Environment', 'Aged']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Diabetes', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health']
-Scores: [0.15354286134243011, 0.15138716995716095, 0.14748378098011017, 0.14611776173114777, 0.1389099359512329, 0.13558049499988556, 0.12697790563106537]
+Labels: ['Cancer', 'Diabetes', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Diabetes type 1', 'Mental Health', 'Diabetes type 2']
+Scores: [0.16347341239452362, 0.15817926824092865, 0.15408891439437866, 0.14594005048274994, 0.12883268296718597, 0.12582989037036896, 0.123655766248703]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39656981
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Gastric Inhibitory Polypeptide', 'Incretins', 'Glucagon-Like Peptide 1', 'Diabetes Mellitus, Type 2', 'Glucagon', 'Hypoglycemic Agents', 'History, 20th Century', 'Animals', 'History, 21st Century', 'Glucagon-Like Peptide-1 Receptor Agonists']
-Labels: ['Chronic respiratory disease', 'Cancer', 'Mental Health', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes', 'Diabetes type 2']
-Scores: [0.15982164442539215, 0.15418197214603424, 0.15200161933898926, 0.14115051925182343, 0.13226081430912018, 0.13114240765571594, 0.1294410675764084]
+Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Diabetes', 'Cancer', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.16063158214092255, 0.1587550789117813, 0.14873695373535156, 0.14811104536056519, 0.1411384493112564, 0.12154585868120193, 0.12108107656240463]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39656751
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 2', 'Bariatric Surgery', 'Thailand', 'Cost-Benefit Analysis', 'Obesity', 'Quality-Adjusted Life Years', 'Female', 'Male', 'Middle Aged', 'Markov Chains', 'Laparoscopy', 'Adult', 'Budgets', 'Body Mass Index']
-Labels: ['Cancer', 'Mental Health', 'Diabetes', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.14913997054100037, 0.1479121744632721, 0.14649046957492828, 0.14493396878242493, 0.14062342047691345, 0.13762731850147247, 0.13327261805534363]
+Labels: ['Cancer', 'Diabetes', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15651115775108337, 0.15334327518939972, 0.15229882299900055, 0.14699937403202057, 0.1397334337234497, 0.12908703088760376, 0.12202693521976471]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39673731
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 2', 'Obesity', 'Hypoglycemic Agents', 'Biomarkers', 'Precision Medicine', 'Glucagon-Like Peptide-1 Receptor Agonists']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases', 'Diabetes type 2', 'Diabetes type 1', 'Diabetes']
-Scores: [0.1614236831665039, 0.16018031537532806, 0.15248802304267883, 0.14335937798023224, 0.12859781086444855, 0.12838365137577057, 0.12556713819503784]
+Labels: ['Chronic respiratory disease', 'Cancer', 'Mental Health', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.1644137054681778, 0.16051043570041656, 0.15120941400527954, 0.15084649622440338, 0.13367415964603424, 0.12032125145196915, 0.11902454495429993]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39673670
Predictions: ['Diabetes type 2']
MeshTerm: ['Animals', 'Ghrelin', 'Diabetes Mellitus, Experimental', 'Rats', 'Pancreas', 'Oxidative Stress', 'Male', 'Apoptosis', 'Fructose', 'Insulin', 'Caspase 3', 'Streptozocin', 'Blood Glucose', 'Caspase 9', 'Insulin Resistance', 'Rats, Wistar', 'Diabetes Mellitus, Type 2', 'Protective Agents', 'Malondialdehyde', 'Glutathione', 'Superoxide Dismutase', 'Glucagon']
-Labels: ['Cancer', 'Diabetes', 'Chronic respiratory disease', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes type 2', 'Mental Health']
-Scores: [0.15845976769924164, 0.14801031351089478, 0.14249320328235626, 0.1418127715587616, 0.13888971507549286, 0.13830266892910004, 0.13203154504299164]
+Labels: ['Chronic respiratory disease', 'Mental Health', 'Cancer', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.17284908890724182, 0.15398304164409637, 0.14974439144134521, 0.1479949802160263, 0.13910658657550812, 0.11955585330724716, 0.11676611751317978]
Selected labels: []
---------------------------------
---------------------------------
@@ -387,39 +387,39 @@ PMID: 39673172
Predictions: ['Diabetes type 2']
MeshTerm: ['Adult', 'Aged', 'Female', 'Humans', 'Male', 'Middle Aged', 'Black or African American', 'Diabetes Mellitus, Type 2', 'Health Knowledge, Attitudes, Practice', 'Self-Management', 'Surveys and Questionnaires']
Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Cancer', 'Diabetes', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.1733652651309967, 0.15447615087032318, 0.15433275699615479, 0.14059478044509888, 0.13235293328762054, 0.12770099937915802, 0.1171770691871643]
+Scores: [0.1653939187526703, 0.16155749559402466, 0.15450990200042725, 0.13921071588993073, 0.1357029378414154, 0.12451300770044327, 0.11911206692457199]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39673064
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Vildagliptin', 'Metformin', 'Diabetes Mellitus, Type 2', 'Female', 'Male', 'Middle Aged', 'Hypoglycemic Agents', 'Fatty Liver', 'Blood Glucose', 'Nitriles', 'Pyrrolidines', 'Adamantane', 'Adult', 'Glycated Hemoglobin', 'Aged']
-Labels: ['Cardiovascular diseases', 'Diabetes', 'Cancer', 'Chronic respiratory disease', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.14903883635997772, 0.14892317354679108, 0.14772598445415497, 0.14485904574394226, 0.14059418439865112, 0.13838239014148712, 0.13047638535499573]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Diabetes', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.16165120899677277, 0.1592950075864792, 0.14831070601940155, 0.14213626086711884, 0.13499142229557037, 0.1348300278186798, 0.11878537386655807]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39673018
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Male', 'Diabetes Mellitus, Type 2', 'Female', 'Gastrectomy', 'Remission Induction', 'Middle Aged', 'Nomograms', 'Obesity, Morbid', 'Adult', 'China', 'Longitudinal Studies', 'Treatment Outcome', 'Blood Glucose', 'Glycated Hemoglobin', 'Bariatric Surgery', 'ROC Curve']
-Labels: ['Cancer', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Mental Health']
-Scores: [0.16547651588916779, 0.15243849158287048, 0.15041476488113403, 0.14662517607212067, 0.13273881375789642, 0.13067218661308289, 0.12163396924734116]
+Labels: ['Chronic respiratory disease', 'Mental Health', 'Cancer', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.1629585325717926, 0.1624193787574768, 0.14059720933437347, 0.14058955013751984, 0.13444985449314117, 0.13036802411079407, 0.12861746549606323]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39672583
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 2', 'Male', 'Female', 'Cross-Sectional Studies', 'China', 'Middle Aged', 'Liver Cirrhosis', 'Prevalence', 'Risk Factors', 'Elasticity Imaging Techniques', 'Aged', 'Fatty Liver', 'Body Mass Index', 'Insulin Resistance', 'Adult', 'Logistic Models']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.1605895757675171, 0.155502051115036, 0.15260569751262665, 0.14848247170448303, 0.14073069393634796, 0.12665458023548126, 0.11543481796979904]
+Labels: ['Chronic respiratory disease', 'Cancer', 'Diabetes', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.1628304272890091, 0.15472078323364258, 0.1510746031999588, 0.15045256912708282, 0.14409156143665314, 0.12798568606376648, 0.1088443398475647]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39672582
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Sodium-Glucose Transporter 2 Inhibitors', 'Diabetes Mellitus, Type 2', 'Heart Failure', 'Thailand', 'Retrospective Studies', 'Female', 'Male', 'Middle Aged', 'Aged', 'Hospitalization', 'Propensity Score', 'Hypoglycemia', 'Myocardial Infarction', 'Stroke']
-Labels: ['Chronic respiratory disease', 'Mental Health', 'Cancer', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes type 2', 'Diabetes']
-Scores: [0.15877696871757507, 0.15082117915153503, 0.14304958283901215, 0.14084608852863312, 0.13810783624649048, 0.1342848390340805, 0.13411350548267365]
+Labels: ['Diabetes', 'Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.14968331158161163, 0.14855700731277466, 0.14734148979187012, 0.14733003079891205, 0.13858193159103394, 0.1349596530199051, 0.13354654610157013]
Selected labels: []
---------------------------------
---------------------------------
@@ -427,82 +427,82 @@ PMID: 39672547
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 2', 'Sodium-Glucose Transporter 2 Inhibitors', 'Cardiovascular Diseases', 'Incretins', 'Female', 'Hypoglycemic Agents', 'Animals', 'Heart Disease Risk Factors', 'Glucagon-Like Peptide-1 Receptor Agonists']
Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Diabetes', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.16831770539283752, 0.1649390310049057, 0.153704434633255, 0.13717693090438843, 0.13148824870586395, 0.12654069066047668, 0.11783300340175629]
+Scores: [0.1717325896024704, 0.15848585963249207, 0.15590400993824005, 0.139058455824852, 0.1389070302248001, 0.11877785623073578, 0.11713411659002304]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39672082
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Male', 'Female', 'Biomarkers', 'Middle Aged', 'Prospective Studies', 'Diabetes Mellitus, Type 2', 'Parenteral Nutrition', 'Inflammation', 'Cytokines', 'Permeability', 'Fatty Acids, Omega-3', 'Aged', 'Olive Oil', 'Triglycerides', 'Oxidative Stress', 'Intestinal Mucosa', 'Intestinal Barrier Function', 'Haptoglobins', 'Protein Precursors']
-Labels: ['Mental Health', 'Cancer', 'Chronic respiratory disease', 'Diabetes', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2']
-Scores: [0.14979976415634155, 0.14829903841018677, 0.14793038368225098, 0.14301294088363647, 0.1405508816242218, 0.1382974237203598, 0.13210955262184143]
+Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.16474920511245728, 0.1590512990951538, 0.1562175452709198, 0.15057598054409027, 0.1417672038078308, 0.11543836444616318, 0.11220041662454605]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39671462
Predictions: ['Diabetes type 2']
MeshTerm: ['Diabetes Mellitus, Type 2', 'Humans', 'Female', 'Retrospective Studies', 'Male', 'Primary Health Care', 'Middle Aged', 'Aged', 'Glycemic Control', 'Databases, Factual', 'Glycated Hemoglobin', 'Bacterial Infections', 'Hypoglycemic Agents', 'Risk Factors', 'Anti-Bacterial Agents', 'Blood Glucose', 'France']
-Labels: ['Diabetes type 1', 'Diabetes type 2', 'Diabetes', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Cancer']
-Scores: [0.15941452980041504, 0.14511634409427643, 0.1443094164133072, 0.1416526585817337, 0.13990385830402374, 0.13588030636310577, 0.13372279703617096]
+Labels: ['Cancer', 'Cardiovascular diseases', 'Chronic respiratory disease', 'Diabetes', 'Mental Health', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.1658741682767868, 0.16353566944599152, 0.15834982693195343, 0.14601825177669525, 0.14585010707378387, 0.11062245815992355, 0.10974954813718796]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39671339
Predictions: ['Diabetes type 2']
MeshTerm: ['Animals', 'Mice', 'Diabetic Cardiomyopathies', 'Mice, Inbred C57BL', 'Diabetes Mellitus, Experimental', 'Male', 'Diet, High-Fat', 'Disease Models, Animal', 'Streptozocin', 'Insulin Resistance', 'Diabetes Mellitus, Type 2']
-Labels: ['Cancer', 'Diabetes', 'Chronic respiratory disease', 'Mental Health', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes type 2']
-Scores: [0.16787850856781006, 0.15147708356380463, 0.14018487930297852, 0.13754332065582275, 0.13515229523181915, 0.13491229712963104, 0.13285167515277863]
+Labels: ['Chronic respiratory disease', 'Cancer', 'Diabetes', 'Cardiovascular diseases', 'Mental Health', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.157893568277359, 0.15285834670066833, 0.15261724591255188, 0.1515594869852066, 0.14075855910778046, 0.12702162563800812, 0.11729112267494202]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39671241
Predictions: ['Diabetes type 2']
MeshTerm: ['Animals', 'Mice', 'Hyperglycemia', 'Liver', 'Humans', 'Zinc', 'Cation Transport Proteins', 'Obesity', 'Diabetes Mellitus, Type 2', 'Male', 'Mice, Knockout', 'Female', 'Mice, Inbred C57BL']
-Labels: ['Diabetes type 1', 'Diabetes type 2', 'Diabetes', 'Cancer', 'Chronic respiratory disease', 'Mental Health', 'Cardiovascular diseases']
-Scores: [0.1628999561071396, 0.1623639464378357, 0.14893686771392822, 0.14386512339115143, 0.1309344470500946, 0.1278354823589325, 0.12316414713859558]
+Labels: ['Chronic respiratory disease', 'Mental Health', 'Cancer', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.1810382753610611, 0.16862516105175018, 0.161388099193573, 0.15792961418628693, 0.13199260830879211, 0.10093360394239426, 0.0980926901102066]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39671223
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Diabetic Retinopathy', 'Machine Learning', 'Macular Edema', 'Male', 'Female', 'Middle Aged', 'Angiogenesis Inhibitors', 'Vascular Endothelial Growth Factor A', 'Aqueous Humor', 'Diabetes Mellitus, Type 2', 'Aged', 'Metabolomics', 'Lipidomics', 'Prospective Studies', 'Chromatography, High Pressure Liquid', 'Biomarkers', 'Multiomics']
-Labels: ['Cancer', 'Diabetes', 'Chronic respiratory disease', 'Diabetes type 1', 'Mental Health', 'Diabetes type 2', 'Cardiovascular diseases']
-Scores: [0.15947480499744415, 0.1472349613904953, 0.14234404265880585, 0.139757439494133, 0.13800105452537537, 0.13707026839256287, 0.13611747324466705]
+Labels: ['Chronic respiratory disease', 'Mental Health', 'Cancer', 'Cardiovascular diseases', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.16130974888801575, 0.15502449870109558, 0.14977842569351196, 0.14587074518203735, 0.14207741618156433, 0.12384609133005142, 0.1220930963754654]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39670902
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 2', 'Male', 'Female', 'Prospective Studies', 'Middle Aged', 'Patient Education as Topic', 'Surveys and Questionnaires', 'Colombia', 'Health Knowledge, Attitudes, Practice', 'Aged', 'Longitudinal Studies', 'Self Care', 'Adult']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Diabetes', 'Diabetes type 2', 'Diabetes type 1', 'Cardiovascular diseases']
-Scores: [0.15690878033638, 0.1548987478017807, 0.13963541388511658, 0.13874287903308868, 0.13826987147331238, 0.13779307901859283, 0.13375116884708405]
+Labels: ['Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Cancer', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15609687566757202, 0.15521486103534698, 0.1489308625459671, 0.14326457679271698, 0.14306019246578217, 0.12808813154697418, 0.12534452974796295]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39670387
Predictions: ['Diabetes type 2']
MeshTerm: ['Alzheimer Disease', 'Diabetes Mellitus, Type 2', 'Animals', 'Mice', 'Humans', 'Computational Biology', 'Female', 'Male', 'Signal Transduction', 'Disease Models, Animal', 'Estrogens', 'Species Specificity', 'Transcriptome', 'Inflammation', 'Brain']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Diabetes', 'Diabetes type 1', 'Cardiovascular diseases', 'Diabetes type 2']
-Scores: [0.16752752661705017, 0.14484421908855438, 0.14212274551391602, 0.1408979743719101, 0.14044888317584991, 0.13813868165016174, 0.12602002918720245]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Diabetes', 'Cardiovascular diseases', 'Diabetes type 2', 'Diabetes type 1']
+Scores: [0.1633530855178833, 0.16002458333969116, 0.15283919870853424, 0.15074343979358673, 0.1480804681777954, 0.11282036453485489, 0.11213891953229904]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39669492
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Diabetes Mellitus, Type 2', 'Cardiovascular Diseases', 'Male', 'Female', 'Middle Aged', 'Smoking Cessation', 'Waist Circumference', 'Retrospective Studies', 'Republic of Korea', 'Incidence', 'Aged', 'Adult', 'Cause of Death', 'Follow-Up Studies', 'Risk Factors', 'Smoking', 'Body Weight']
-Labels: ['Cancer', 'Chronic respiratory disease', 'Mental Health', 'Diabetes type 1', 'Diabetes', 'Diabetes type 2', 'Cardiovascular diseases']
-Scores: [0.15182828903198242, 0.14883294701576233, 0.1449863463640213, 0.14413133263587952, 0.14197665452957153, 0.13757053017616272, 0.13067388534545898]
+Labels: ['Cancer', 'Chronic respiratory disease', 'Cardiovascular diseases', 'Mental Health', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.1573794037103653, 0.14979125559329987, 0.14804454147815704, 0.14551781117916107, 0.14456327259540558, 0.12835825979709625, 0.1263454407453537]
Selected labels: []
---------------------------------
---------------------------------
PMID: 39668628
Predictions: ['Diabetes type 2']
MeshTerm: ['Humans', 'Male', 'Obesity', 'Middle Aged', 'Bone Density', 'Growth Differentiation Factor 15', 'Adult', 'Body Composition', 'Biomarkers', 'Diabetes Mellitus, Type 2', 'Black or African American', 'White']
-Labels: ['Cancer', 'Diabetes', 'Diabetes type 1', 'Diabetes type 2', 'Mental Health', 'Chronic respiratory disease', 'Cardiovascular diseases']
-Scores: [0.15627352893352509, 0.15146352350711823, 0.14407213032245636, 0.14322106540203094, 0.14267103374004364, 0.13200831413269043, 0.13029034435749054]
+Labels: ['Diabetes', 'Chronic respiratory disease', 'Cancer', 'Mental Health', 'Cardiovascular diseases', 'Diabetes type 1', 'Diabetes type 2']
+Scores: [0.15912728011608124, 0.15751880407333374, 0.15253108739852905, 0.1490771472454071, 0.14537468552589417, 0.12324349582195282, 0.1131274402141571]
Selected labels: []
---------------------------------
-Time to classify all articles: 83.14454340934753 seconds
+Time to classify all articles: 85.92628026008606 seconds
Good classification: 0/75 ( 0.0% )
At least one good per entrie: 0/63 ( 0.0% )
Mean score: 0
diff --git a/model/test_model.py b/model/test_model.py
index 3f1369fe4520c82cde7bcf94c8786d376370ec95..d0dd2cb73a88817f3fbd29f7dce813f7a7043027 100644
--- a/model/test_model.py
+++ b/model/test_model.py
@@ -8,9 +8,7 @@ from api.parser.jsonParser import parseJsonFile
import time
import statistics
-# from model.HuggingFace.BartLargeMnli import classify
-# from model.HuggingFace.BioMedBERT import classify
-from model.HuggingFace.bge_m3_zeroshot_v2 import classify
+from model.HuggingFace.zero_shot_classification import create_classifier, classify, MODELS
TRESHOLD = 0.6
@@ -20,6 +18,9 @@ KEYWORDS = [
"Diabetes type 2"
]
+model = MODELS[6]
+classifier = create_classifier(model)
+
def predict(article, file):
pmid = article["PMID"]
title = article["Title"]
@@ -34,11 +35,10 @@ def predict(article, file):
print(f"Predictions: {pred}", file=file)
print(f"MeshTerm: {meshTerms}", file=file)
- return classify(title + " \n " + articleTitle + " \n " + abstract)
+ return classify(classifier, title + " \n " + articleTitle + " \n " + abstract)
-# with open("./results/BartLargeMnli.txt", "w") as file:
-# with open("./results/BiomedBERT.txt", "w") as file:
-with open("./results/bge_m3_zeroshot_v2.txt", "w") as file:
+filename = model.replace(" ", "_").replace("-", "_").replace(".", "_").replace("/", "-")
+with open(f"./results/{filename}.txt", "w") as file:
predictions = []
selected_scores = []