{"id":"W3208583022","doi":"10.1136/emermed-2020-211095","title":"Personalised risk prediction following emergency department assessment for syncope","year":2021,"lang":"en","type":"article","venue":"Emergency Medicine Journal","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Calgary; University of British Columbia; Université Laval; University of Alberta; Western University; University of Manitoba; Ottawa Hospital; Algonquin College; University of Ottawa","funders":"Networks of Centres of Excellence of Canada; Canadian Institutes of Health Research; Physicians' Services Incorporated Foundation; Heart and Stroke Foundation of Canada","keywords":"Medicine; Emergency department; Syncope (phonology); Risk assessment; Framingham Risk Score; Cohort; Emergency medicine; Cohort study; Sepsis; 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":[0.004428403,0.0005663014,0.0005164992,0.001509706,0.0001409053,0.0009517233,0.0007336742,0.0003467658,0.001588422],"category_scores_gemma":[0.02173835,0.0001813742,0.0006153806,0.001016483,0.0002133181,0.0004677293,0.0007381063,0.0006778141,0.0002592898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005601862,"about_ca_system_score_gemma":0.0007039869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004515533,"about_ca_topic_score_gemma":0.005606765,"domain_scores_codex":[0.9972429,0.001205956,0.000368338,0.0004323109,0.0006635436,0.0000868761],"domain_scores_gemma":[0.985366,0.007808613,0.004314728,0.0008395318,0.001370231,0.0003008621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001031805,0.0001381017,0.8104953,0.0004690659,0.0004974591,0.0002453721,0.0004409129,0.01255608,0.00053203,0.000724555,0.005883884,0.1669855],"study_design_scores_gemma":[0.0003928402,0.0009725549,0.8476682,0.0008055899,0.000834504,0.002123255,0.0002852681,0.1269999,0.004169077,0.006494185,0.009085699,0.0001688442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9181753,0.002709093,0.06291839,0.0009839708,0.0001582487,0.000755253,0.004763702,0.001395071,0.008141038],"genre_scores_gemma":[0.9744235,0.0005485555,0.02303409,0.0001311825,0.00007773241,0.0001410472,0.001286949,0.00002148508,0.0003354934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004515533,"threshold_uncertainty_score":0.02341992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256235503383387,"score_gpt":0.3293791337020892,"score_spread":0.3068167786682553,"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."}}