{"id":"W4310217045","doi":"10.1093/eurjpc/zwac282","title":"Health status and cognitive function for risk stratification in chronic coronary and peripheral artery disease","year":2022,"lang":"en","type":"article","venue":"European Journal of Preventive Cardiology","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Health Research; Heart and Stroke Foundation of Canada; Population Health Research Institute","keywords":"Medicine; Risk stratification; Coronary artery disease; Cardiology; Cognition; Internal medicine; Disease; Stratification (seeds); Peripheral; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009378928,0.00009653605,0.0002877789,0.000104501,0.0001204766,0.000009824396,0.00003278361,0.000006506816,0.00004071369],"category_scores_gemma":[0.00006278204,0.00009118501,0.00008627104,0.00005057506,0.00007985041,0.00008450128,0.00006343031,0.0002044593,6.278508e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137817,"about_ca_system_score_gemma":0.0001860303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001851368,"about_ca_topic_score_gemma":0.000002332001,"domain_scores_codex":[0.9977078,0.001477424,0.0003359174,0.0001924864,0.0001060963,0.0001803017],"domain_scores_gemma":[0.9993326,0.0000550257,0.0002835815,0.00007215383,0.00007074981,0.0001859042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01184092,0.0002832493,0.510936,0.0003526257,0.001315759,0.0009129074,0.001477352,0.001395662,0.0006891222,0.000160788,0.002009248,0.4686264],"study_design_scores_gemma":[0.003660227,0.003790156,0.9874087,0.00006320143,0.0003103159,0.0001223033,0.0009366386,0.0002564863,5.742223e-7,0.0002372406,0.003142651,0.0000714999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808246,0.008760838,0.008779773,0.0005112441,0.0001789458,0.0006457929,0.0001070156,0.000006854816,0.0001848749],"genre_scores_gemma":[0.9985591,0.0006528973,0.00008695958,0.0003107599,0.0001835644,0.00002432277,0.00006701208,0.00001554688,0.00009987792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4764728,"threshold_uncertainty_score":0.3718417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01606399947476808,"score_gpt":0.2728477056332086,"score_spread":0.2567837061584406,"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."}}