{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008228359,0.0002028897,0.001000188,0.0001864942,0.000808934,0.0001766259,0.0008447216,0.0001528332,0.0001526451],"category_scores_gemma":[0.001107669,0.0001945846,0.0002095072,0.0004975386,0.00005261636,0.0003194838,0.002041815,0.0005456982,0.00005395904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002016554,"about_ca_system_score_gemma":0.0001425389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01116777,"about_ca_topic_score_gemma":0.0005341988,"domain_scores_codex":[0.9972347,0.0003197396,0.0007892604,0.000814452,0.0003663377,0.0004755298],"domain_scores_gemma":[0.9983404,0.0001552004,0.0004351443,0.0006744999,0.0003712856,0.00002342075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001203782,0.00009284815,0.9653252,0.00002937601,0.0002014783,0.0000220252,0.0001103451,0.00001002693,0.000016236,0.004576617,0.01168204,0.01781338],"study_design_scores_gemma":[0.0017845,0.0007437383,0.664615,0.00001063099,0.0001001223,0.000003794865,0.003937368,0.000645311,5.708474e-7,0.001720336,0.3261447,0.0002939088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732478,0.00007911844,0.0000859359,0.001465667,0.004125027,0.008321919,0.00004684868,0.000223343,0.01240434],"genre_scores_gemma":[0.9889957,0.0000018318,0.000150268,0.0007969493,0.004051703,0.00526522,0.0001294235,0.00005106318,0.0005578832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3144626,"threshold_uncertainty_score":0.9954169,"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."}}