{"id":"W3164715058","doi":"10.1136/emermed-2020-210579","title":"Multicentre external validation of the Canadian Syncope Risk Score to predict adverse events and comparison with clinical judgement","year":2021,"lang":"en","type":"article","venue":"Emergency Medicine Journal","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Syncope (phonology); Judgement; Clinical judgement; Adverse effect; Risk assessment; Emergency medicine; Intensive care medicine; Medical emergency; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02702832,0.001326823,0.001095758,0.001700663,0.001326915,0.001541094,0.002140687,0.001103043,0.001410085],"category_scores_gemma":[0.06328613,0.0004072925,0.001419036,0.001763351,0.001858928,0.0006603373,0.002228866,0.0009788782,0.000454513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006057187,"about_ca_system_score_gemma":0.01113887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2638764,"about_ca_topic_score_gemma":0.2411197,"domain_scores_codex":[0.9800729,0.007978854,0.001232143,0.003475569,0.006281846,0.0009587796],"domain_scores_gemma":[0.932909,0.01309116,0.01145952,0.006949157,0.03238091,0.003210247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002894002,0.0002905239,0.9778668,0.0002124813,0.0008944398,0.00008456164,0.0007317798,0.001449782,0.0004787787,0.0002408744,0.003232657,0.01162332],"study_design_scores_gemma":[0.0005453829,0.0006652239,0.9910353,0.00009639395,0.0002382136,0.0001787719,0.0002136642,0.004489801,0.0004062467,0.0001073491,0.001970483,0.00005305115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820527,0.0008246129,0.005254301,0.0002497091,0.0001183065,0.0019489,0.005227104,0.00008065173,0.004243614],"genre_scores_gemma":[0.9889719,0.0001571187,0.00331386,0.0002076655,0.00007632013,0.0006825109,0.006108441,0.00003341986,0.0004487847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7361236,"threshold_uncertainty_score":0.524681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03286313602140226,"score_gpt":0.3245698863070821,"score_spread":0.2917067502856798,"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."}}