{"id":"W4281786889","doi":"10.1016/j.cjco.2022.05.006","title":"Prehospital STEMI Referral Systems and Sex-Related Bias in Canada: A National Survey","year":2022,"lang":"en","type":"article","venue":"CJC Open","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"Fonds de Recherche du Québec - Santé","keywords":"Medicine; Referral; Cardiac catheterization; Emergency medicine; Myocardial infarction; Percutaneous coronary intervention; Medical emergency; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001623914,0.0002289319,0.0003738027,0.001328039,0.002317142,0.001311803,0.001210641,0.0005925639,0.00207622],"category_scores_gemma":[0.005180268,0.0004320839,0.0004815627,0.004517836,0.0009155819,0.0005396861,0.001224252,0.0007998043,0.000206368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02272124,"about_ca_system_score_gemma":0.0378982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9887267,"about_ca_topic_score_gemma":0.9896916,"domain_scores_codex":[0.9978452,0.0002015593,0.0002164625,0.0002585445,0.0008531028,0.00062505],"domain_scores_gemma":[0.9921681,0.0005220849,0.002186084,0.0002504328,0.003067755,0.001805584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001578248,0.00001383444,0.99723,0.00002660942,0.00001327446,0.00001909996,0.0005221767,0.00002445199,0.00003085685,0.00003366391,0.0007191831,0.00135098],"study_design_scores_gemma":[0.000003018196,0.00001015869,0.9976705,0.00003520875,0.000007051239,0.00002821914,0.00146915,0.0001130801,0.00002066453,0.00001257465,0.0006249012,0.000005535779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878328,0.001049908,0.000162282,0.001377203,0.0000173745,0.00009294938,0.00673248,0.00001341294,0.002721476],"genre_scores_gemma":[0.9967877,0.0007470903,0.0001822314,0.0003573997,0.000006519643,0.00003371993,0.001444822,0.000005138316,0.0004353741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02272124,"threshold_uncertainty_score":0.1648549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1257208064102062,"score_gpt":0.3578541598879784,"score_spread":0.2321333534777722,"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."}}