{"id":"W4298001471","doi":"10.1186/s12902-022-01140-1","title":"Characteristics of new users of recent antidiabetic drugs in Canada and the United Kingdom","year":2022,"lang":"en","type":"article","venue":"BMC Endocrine Disorders","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Université de Montréal; University of Calgary; Health Sciences Centre; Jewish General Hospital; Sunnybrook Health Science Centre; Saskatchewan Health Quality Council; Institut National d'Excellence en Santé et en Services Sociaux; University of Manitoba; Memorial University of Newfoundland; University of British Columbia; McGill University Health Centre; Institute for Clinical Evaluative Sciences; McGill University; Centre Hospitalier de l’Université de Montréal; Manitoba Health","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; McGill University","keywords":"Medicine; Cohort; Diabetes mellitus; Glucagon-like peptide-1; Coronary artery disease; Type 2 diabetes; Internal medicine; First line; Cohort study; Pharmacology; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006550146,0.0002633634,0.0005591092,0.002200881,0.001746001,0.001700892,0.001208085,0.0005837067,0.002034637],"category_scores_gemma":[0.003996873,0.0003366802,0.00075861,0.005872697,0.0007172634,0.0005547474,0.0008647771,0.000753272,0.0002354009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02189702,"about_ca_system_score_gemma":0.02143645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.981521,"about_ca_topic_score_gemma":0.9837928,"domain_scores_codex":[0.998094,0.00009728887,0.0002280441,0.0003256276,0.0007854218,0.0004696135],"domain_scores_gemma":[0.9939579,0.000308407,0.001891474,0.0001641806,0.002180458,0.001497665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004715384,0.00001506614,0.9963962,0.00003579695,0.00005826672,0.0001123912,0.0003045653,0.00007811932,0.0000670498,0.00006533266,0.001145453,0.001674567],"study_design_scores_gemma":[0.000006838035,0.00001524494,0.9972391,0.00005255937,0.00002373141,0.0001796791,0.0006555796,0.000152917,0.00003599876,0.00001336634,0.001609649,0.00001530982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762868,0.002172583,0.0001372179,0.000622446,0.00003749189,0.00008189513,0.01746328,0.00002002495,0.003178168],"genre_scores_gemma":[0.9920419,0.001314141,0.000202841,0.0003681378,0.0000141251,0.00004328671,0.005279795,0.000009031673,0.0007267688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02189702,"threshold_uncertainty_score":0.1588748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734990645547253,"score_gpt":0.2448572912673345,"score_spread":0.227507384811862,"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."}}