{"id":"W3111728018","doi":"10.23889/ijpds.v5i5.1421","title":"Trends in diabetes medications in Canada, England, Scotland and Australia: a repeated cross-sectional analysis (2012-2017)","year":2020,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Metformin; Medicine; Sulfonylurea; Diabetes mellitus; Medical prescription; Type 2 diabetes; Drug class; Internal medicine; Endocrinology; Pharmacology; Drug","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001240681,0.0004738053,0.0008248684,0.002099831,0.001166237,0.00135318,0.001132667,0.0006192857,0.001341619],"category_scores_gemma":[0.003205269,0.0005656678,0.001690527,0.006556819,0.0006164919,0.0006637903,0.001317637,0.000894087,0.0002426748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01015688,"about_ca_system_score_gemma":0.008672124,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9381478,"about_ca_topic_score_gemma":0.9363598,"domain_scores_codex":[0.9973825,0.000281059,0.0003304614,0.0004555394,0.0009061795,0.0006443],"domain_scores_gemma":[0.9955007,0.0002048176,0.00143789,0.0001863952,0.00203508,0.0006350581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005153787,0.00001685854,0.9970813,0.00007176818,0.0002631756,0.00003637929,0.0001716941,0.00005792364,0.00004514752,0.00003156259,0.001090828,0.001081812],"study_design_scores_gemma":[0.000005138889,0.000012194,0.9991336,0.00002012709,0.00004448748,0.00003204539,0.0001574085,0.0001164597,0.0000180486,0.000003834814,0.0004514884,0.000005027431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715659,0.002186688,0.000153192,0.0003752261,0.0000317923,0.00007846802,0.02443797,0.00002741846,0.001143377],"genre_scores_gemma":[0.9848713,0.001194054,0.0003417967,0.0003902778,0.00002817105,0.0001104077,0.01239889,0.00001151997,0.0006535992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06185222,"threshold_uncertainty_score":0.1244329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08260748629867751,"score_gpt":0.3888661417005091,"score_spread":0.3062586554018316,"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."}}