{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001425503,0.0002266444,0.000688171,0.0001579179,0.00023139,0.000004160234,0.0001027462,0.00008529484,0.01918683],"category_scores_gemma":[0.000564374,0.0001839583,0.001235325,0.0003408055,0.00003241057,0.0001245459,0.0000312266,0.0003358032,0.000006009131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001474675,"about_ca_system_score_gemma":0.0004719694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002887598,"about_ca_topic_score_gemma":0.00001508483,"domain_scores_codex":[0.9972984,0.0001362213,0.001189139,0.0003167748,0.0007154017,0.0003441084],"domain_scores_gemma":[0.9984695,0.00003749193,0.000413091,0.0003410603,0.0004622625,0.0002765553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002877105,0.0008206494,0.2697031,0.0004707527,0.006904892,0.00006434549,0.001544272,0.0002514372,0.01721796,0.0001784574,0.6855221,0.01703431],"study_design_scores_gemma":[0.01499952,0.002096378,0.3416963,0.000834664,0.007252748,0.0008175426,0.006106556,0.00173264,0.001506018,0.001308903,0.6211444,0.0005043527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8297727,0.02983749,0.06937856,0.00333117,0.01928228,0.001047082,0.00008815376,0.00006746509,0.04719511],"genre_scores_gemma":[0.9311471,0.02664651,0.003969324,0.00005874521,0.004590433,0.0001193878,0.0003269469,0.0001110194,0.03303054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1013744,"threshold_uncertainty_score":0.9817098,"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."}}