{"id":"W2997816261","doi":"10.1097/md.0000000000018524","title":"Drug utilization in the Maastricht Study","year":2020,"lang":"en","type":"article","venue":"Medicine","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cilag; NUTRIM School of Nutrition and Translational Research in Metabolism; Care and Public Health Research Institute, Universiteit Maastricht; Canadian Institutes of Health Research; CARIM School for Cardiovascular Diseases, Universiteit Maastricht; Sanofi; European Regional Development Fund; Stichting De Weijerhorst; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Health Foundation Limburg; Amgen; Pfizer; Stryker; Novo Nordisk","keywords":"Medicine; Population; Representativeness heuristic; Observational study; Cohort study; Environmental health; Internal medicine; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008765311,0.0002638195,0.0006475952,0.001925019,0.0005578428,0.001268733,0.0008996448,0.0007136783,0.002464268],"category_scores_gemma":[0.004347393,0.0003646195,0.0007629807,0.005155824,0.0002370894,0.0007721912,0.001134854,0.0006029739,0.0005868247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002226416,"about_ca_system_score_gemma":0.001606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1574236,"about_ca_topic_score_gemma":0.1367386,"domain_scores_codex":[0.9983145,0.0004493055,0.000227409,0.0004291725,0.0003720457,0.0002076154],"domain_scores_gemma":[0.9992141,0.00009234363,0.0003784984,0.00007171785,0.0001355123,0.0001077606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005966313,0.0001620302,0.9366598,0.0006499679,0.001784773,0.0008151693,0.001153729,0.0004744157,0.000430633,0.001562008,0.02834365,0.0273672],"study_design_scores_gemma":[0.00007778053,0.00004334393,0.9887447,0.0001855852,0.0001503586,0.0001856221,0.0001746516,0.00019363,0.00002807953,0.0002056249,0.009995651,0.00001490664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8894293,0.03571087,0.0008325661,0.005011859,0.000264193,0.0005480051,0.03840929,0.00006960407,0.02972426],"genre_scores_gemma":[0.9691662,0.006257698,0.0006925429,0.001150713,0.0001000091,0.0009458521,0.01545869,0.00003330905,0.006194868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1574236,"threshold_uncertainty_score":0.3130145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06857321181552259,"score_gpt":0.302784345976245,"score_spread":0.2342111341607225,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}