{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001155164,0.00009729169,0.0002381479,0.0002498253,0.0002404549,0.000007600534,0.00009618558,0.00002826023,0.00004120802],"category_scores_gemma":[0.000006486316,0.0001181086,0.0001949736,0.0003423743,0.0000145304,0.00004820163,0.00005232641,0.0002097077,0.00002015954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005304088,"about_ca_system_score_gemma":0.0003199965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005474432,"about_ca_topic_score_gemma":0.0004183523,"domain_scores_codex":[0.9984409,0.0004853246,0.0002379528,0.00020975,0.000282279,0.0003438066],"domain_scores_gemma":[0.9991916,0.00001031881,0.00006820257,0.0003355615,0.00004716836,0.0003471218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003153737,0.0001824057,0.0004323459,0.0003817111,0.0003797888,0.00009291188,0.0002470688,0.00003375197,0.00281455,0.0009428809,0.01246867,0.9819924],"study_design_scores_gemma":[0.00332402,0.0004663021,0.1058374,0.0003885523,0.0004199322,0.00003164437,0.006058658,0.0003043332,0.0005507427,0.0007204942,0.8814906,0.000407335],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4483254,0.0008407763,0.0007465477,0.002108959,0.000903577,0.001624585,0.00008406595,0.0000974439,0.5452687],"genre_scores_gemma":[0.971122,0.00002883346,0.0004959739,0.02769625,0.0001490716,0.00007550666,0.0001094875,0.00002703357,0.0002958359],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.981585,"threshold_uncertainty_score":0.827574,"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."}}