{"id":"W4403226365","doi":"10.1016/j.cjca.2024.08.198","title":"PHYSICIAN AND PATIENT CHARACTERISTICS ASSOCIATED WITH PRESCRIPTION OF DIABETES MEDICATION WITH CARDIORENAL BENEFIT: A POPULATION-BASED ANALYSIS FROM ALBERTA, CANADA","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services","funders":"","keywords":"Medicine; Medical prescription; Diabetes mellitus; Cardiorenal syndrome; Population; Intensive care medicine; Emergency medicine; Internal medicine; Heart failure; Environmental health; Pharmacology; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001247294,0.0008091955,0.001027567,0.002709723,0.002521313,0.002354534,0.002673738,0.001363009,0.003103054],"category_scores_gemma":[0.003359081,0.0009220286,0.001944,0.00860507,0.001127693,0.0006047803,0.001402774,0.001631915,0.000365082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02235877,"about_ca_system_score_gemma":0.02754902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9893644,"about_ca_topic_score_gemma":0.9917194,"domain_scores_codex":[0.9976919,0.0002525172,0.0001968019,0.0004165003,0.0007816843,0.0006607241],"domain_scores_gemma":[0.9948527,0.0005112425,0.001028613,0.0002578444,0.002112892,0.001236711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002147805,0.00007072362,0.9963193,0.00003549661,0.0003337867,0.0001361368,0.0002692413,0.0001743719,0.0001087671,0.00009475082,0.001033474,0.001209301],"study_design_scores_gemma":[0.00003801382,0.00003719178,0.9979727,0.00003524052,0.0001593375,0.00008330416,0.0008267815,0.0004241472,0.00002053349,0.00002159206,0.0003623601,0.00001881677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990117,0.001238117,0.0001602172,0.0003335095,0.00003311722,0.00005905134,0.006006029,0.00002060021,0.002032221],"genre_scores_gemma":[0.994945,0.0006647651,0.000257034,0.0002365863,0.00002192861,0.0000246178,0.00304259,0.00001062677,0.0007967848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02235877,"threshold_uncertainty_score":0.162225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642484140415659,"score_gpt":0.2509674257402866,"score_spread":0.23454258433613,"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."}}