{"id":"W4206912031","doi":"10.46747/cfp.680139","title":"Increasing likelihood of prescribing recommended lipid management","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Medical prescription; Logistic regression; Confounding; Internal medicine; Retrospective cohort study; Odds; Primary care; Cohort; Odds ratio; Medical record; Kidney disease; Diabetes mellitus; Disease management; Disease; Emergency medicine; Family medicine","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":[0.0007972555,0.0001820914,0.0001635297,0.0006615404,0.0003355458,0.0006004983,0.0005307882,0.0007470211,0.005146686],"category_scores_gemma":[0.008331471,0.0002102707,0.0002925096,0.0009591751,0.0002218357,0.0003811734,0.0004815439,0.0009399824,0.0003461727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005504311,"about_ca_system_score_gemma":0.00156465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02986086,"about_ca_topic_score_gemma":0.03932489,"domain_scores_codex":[0.9984816,0.0004759973,0.00009555602,0.0003161405,0.0003512754,0.0002794867],"domain_scores_gemma":[0.9927807,0.001192577,0.003927523,0.0002296859,0.0007715758,0.001097868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001798646,0.00004042584,0.998638,0.000006905369,0.00001021635,0.00003321155,0.00004033295,0.00001661664,0.00005784227,0.000009114878,0.0001837016,0.0009456464],"study_design_scores_gemma":[0.000003612181,0.00003168125,0.9991903,0.00001449275,0.00000827585,0.0001692393,0.000148571,0.0001806877,0.00002928874,0.00001105238,0.0002112123,0.000001662805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965898,0.0002788713,0.0001402309,0.0007789172,0.00001709095,0.00001967562,0.0005593932,0.000009596743,0.001606509],"genre_scores_gemma":[0.9987802,0.0001464006,0.0002299159,0.0001507164,0.00003303284,0.00001000458,0.0003137831,0.000001874186,0.0003342032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02986086,"threshold_uncertainty_score":0.05937409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02415325669816148,"score_gpt":0.2588368410279234,"score_spread":0.2346835843297619,"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."}}