{"id":"W4380794494","doi":"10.1161/circ.146.suppl_1.12657","title":"Abstract 12657: Clinical, Laboratory, and Coronary Plaque Predictors of Atherosclerotic Non-Response to Statin Therapy","year":2022,"lang":"en","type":"article","venue":"Circulation","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Medicine; Statin; Internal medicine; Diabetes mellitus; Fibrous cap; Cardiology; Vulnerable plaque; Clinical endpoint; Atorvastatin; Atheroma; Coronary atherosclerosis; Coronary artery disease; Clinical trial; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001014803,0.0003611031,0.0004990101,0.0004382951,0.0002160975,0.0005108222,0.0003423754,0.000516244,0.005458237],"category_scores_gemma":[0.002184102,0.0001671657,0.0003710386,0.0007134284,0.0001622692,0.000248706,0.0002397794,0.0005653228,0.0009905985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001540972,"about_ca_system_score_gemma":0.0002869014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007772227,"about_ca_topic_score_gemma":0.000613184,"domain_scores_codex":[0.9994643,0.0001688406,0.00007633281,0.0001130055,0.0001232733,0.00005414903],"domain_scores_gemma":[0.9978429,0.0006387332,0.0009040905,0.0001042264,0.0001744632,0.0003356078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005431014,0.00004841401,0.9965473,0.00002489173,0.00009259423,0.00004300282,0.00000737587,0.00004370998,0.0002928649,0.00001352026,0.0002207816,0.002122565],"study_design_scores_gemma":[0.00003551158,0.0001769352,0.9987693,0.00001341272,0.00006906558,0.0002682692,0.00001596827,0.000303746,0.00008560827,0.00003159936,0.0002279898,0.000002547638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965719,0.001135395,0.000159952,0.0001576584,0.00002393657,0.00001787813,0.001040626,0.00001112903,0.000881599],"genre_scores_gemma":[0.9978371,0.0001898677,0.0002274047,0.00005687239,0.00007416483,0.00001875996,0.001187837,0.000004630229,0.0004033085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005458237,"threshold_uncertainty_score":0.01825964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845299087307462,"score_gpt":0.319810523983949,"score_spread":0.2913575331108744,"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."}}