{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009217617,0.00009433109,0.0002805818,0.0001292887,0.00002766921,0.000002428311,0.00007853586,0.000004561418,0.0001701646],"category_scores_gemma":[0.00006300923,0.0000724292,0.00003543885,0.0003659235,0.00005863794,0.00001446505,0.0001093173,0.00007737826,1.994501e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001064699,"about_ca_system_score_gemma":0.0003473203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7145381,"about_ca_topic_score_gemma":0.3264081,"domain_scores_codex":[0.9991783,0.00005633015,0.0002547447,0.0001180282,0.000221561,0.0001710606],"domain_scores_gemma":[0.999527,0.0001078177,0.0001141138,0.0001886684,0.00001935014,0.00004307426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003817993,0.00015369,0.9864138,0.0001805755,0.0001011302,0.000005338392,0.0004133259,0.00009970213,0.00002076609,0.001151795,0.0008353479,0.01024269],"study_design_scores_gemma":[0.01340736,0.0002157058,0.9367108,0.00004920244,0.0002816524,0.000001656502,0.003038502,0.0007003318,0.0002379155,0.000194176,0.04502607,0.0001366427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972265,0.0001601404,0.000003929647,0.001570329,0.00009774551,0.0004626072,0.00001334218,0.000006008885,0.000459386],"genre_scores_gemma":[0.9987598,0.0005767781,0.00006861162,0.0002110772,0.000005966273,0.00002851671,0.00007923276,0.00001136982,0.0002586369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.38813,"threshold_uncertainty_score":0.6858832,"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."}}