{"id":"W2901481540","doi":"10.1370/afm.2315","title":"Legacy Drug-Prescribing Patterns in Primary Care","year":2018,"lang":"en","type":"article","venue":"The Annals of Family Medicine","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University; McMaster University Medical Centre","funders":"","keywords":"Polypharmacy; Medicine; Medical prescription; Retrospective cohort study; Cohort; Population; Family medicine; Emergency medicine; Pediatrics; Intensive care medicine; Internal medicine; Pharmacology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006704089,0.0001415927,0.0004049169,0.0001233646,0.00005216995,0.000006558773,0.0002027659,0.00004150822,0.0001345976],"category_scores_gemma":[0.00026885,0.00007979207,0.00006887865,0.0002448134,0.0003133856,0.0002107183,0.00008541538,0.0003001992,0.00002777829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002466069,"about_ca_system_score_gemma":0.0000575644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005806562,"about_ca_topic_score_gemma":0.00002520036,"domain_scores_codex":[0.9985512,0.0001147711,0.0004193114,0.0001812683,0.0004473602,0.0002860513],"domain_scores_gemma":[0.9987399,0.000363218,0.0001416918,0.0004097336,0.0002193638,0.0001261227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004950727,0.0006145641,0.7308787,0.002720875,0.0003447024,0.0001923455,0.03892501,0.000007306716,0.03933213,0.0006394016,0.0327569,0.1486374],"study_design_scores_gemma":[0.004522832,0.001314688,0.9265954,0.00230957,0.0001978301,0.00001886515,0.01232945,0.0002109221,0.008030164,0.0001805601,0.044097,0.0001927505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9339456,0.003931287,0.00002344279,0.01841945,0.0003442893,0.0003701066,0.000005041351,0.00002325431,0.04293753],"genre_scores_gemma":[0.9751955,0.0008606917,0.00003411909,0.02305283,0.0005787501,0.000005930036,0.00002331594,0.00001543373,0.0002334133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1957167,"threshold_uncertainty_score":0.3253826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4686526269779367,"score_gpt":0.4879517357779325,"score_spread":0.01929910879999586,"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."}}