{"id":"W4415996483","doi":"10.1111/acem.70175","title":"Cardiac Biomarkers, Echocardiography, and Outpatient Cardiac Monitoring for Evaluation of Emergency Department Patients With Syncope: A Systematic Review and Analysis of Direct Evidence for <scp>SAEM GRACE</scp>","year":2025,"lang":"en","type":"review","venue":"Academic Emergency Medicine","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster Children's Hospital","funders":"","keywords":"Emergency department; Cardiac monitoring; Outpatient clinic; Modalities; Isolation (microbiology); Yield (engineering)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006238117,0.0007621808,0.009234385,0.001178415,0.00009043866,0.00000136373,0.0002555576,0.0003950927,0.000008962896],"category_scores_gemma":[0.005766627,0.00053075,0.002843379,0.002592611,0.0001227651,0.0001228263,0.0001071699,0.000291693,2.98882e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001897106,"about_ca_system_score_gemma":0.0003499262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004853522,"about_ca_topic_score_gemma":0.000001417392,"domain_scores_codex":[0.9931729,0.0007464128,0.003375926,0.001002061,0.001274253,0.0004284002],"domain_scores_gemma":[0.9940946,0.001217282,0.00213764,0.0009901205,0.001340159,0.0002201916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00002669518,0.00005623227,0.05075377,0.8571615,0.05314115,1.895434e-7,0.0001802107,0.000003000317,0.00000103608,0.000004817813,0.002823536,0.03584789],"study_design_scores_gemma":[0.001081178,0.00053235,0.006576439,0.4350935,0.5472234,4.490875e-7,0.0001854575,0.00002406675,0.000002961925,0.000008049557,0.009040483,0.0002316735],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002051768,0.9751842,0.0001340103,0.00002455403,0.001299581,0.02055374,0.0006434487,0.00002531552,0.00008334794],"genre_scores_gemma":[0.001327193,0.9921613,0.0000929966,0.000007637089,0.0001193509,0.005291203,0.0008555494,0.00006603984,0.00007867161],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4940822,"threshold_uncertainty_score":0.9997144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0632892186581054,"score_gpt":0.3895415606522159,"score_spread":0.3262523419941105,"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."}}