{"id":"W4309048366","doi":"10.9778/cmajo.20210317","title":"Cardiac Link: a retrospective cohort study evaluating a clinical pathway for expedited cardiology referral","year":2022,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Referral; Retrospective cohort study; Internal medicine; Cohort; Cardiology; 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":[0.0009553559,0.0002516024,0.0003110912,0.000694464,0.0009841144,0.0009957463,0.0006994435,0.0005295522,0.001907343],"category_scores_gemma":[0.003507248,0.0005028479,0.0004946298,0.00182034,0.0004570983,0.000748187,0.0006808573,0.0006587618,0.0002337638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001976925,"about_ca_system_score_gemma":0.002420168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0936019,"about_ca_topic_score_gemma":0.1375043,"domain_scores_codex":[0.9988439,0.0001896508,0.0001201363,0.0003282145,0.0002260278,0.0002920582],"domain_scores_gemma":[0.9967498,0.0004179673,0.001711881,0.0002751172,0.0003119255,0.0005334425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008442208,0.00003044994,0.9992869,0.000006026418,0.00001875605,0.00007940869,0.0001131517,0.000006463276,0.00005578666,0.000009900536,0.00008344895,0.0002252155],"study_design_scores_gemma":[0.00002606973,0.0001641953,0.9984586,0.00001356633,0.0000286825,0.0002826922,0.0006940679,0.0001169834,0.00002787221,0.00001080068,0.0001712718,0.000005166177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991564,0.00006169334,0.00005080125,0.00002558968,0.000003886746,0.00003929737,0.0004209667,0.000002074313,0.000239279],"genre_scores_gemma":[0.9993004,0.00005048621,0.00009098063,0.00005429744,0.000008569026,0.00004451248,0.0003798224,0.000002461294,0.00006855492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0936019,"threshold_uncertainty_score":0.1861141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1557662950636074,"score_gpt":0.4204121175998071,"score_spread":0.2646458225361997,"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."}}