{"id":"W7074046793","doi":"","title":"Risk-stratification tools for emergency department patients with syncope: a systematic review and meta-analysis of direct evidence for SAEM GRACE","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Syncope (phonology); MEDLINE; Risk stratification; Meta-analysis; Risk assessment; Clinical prediction rule; Inclusion (mineral)","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":[0.02256356,0.002369209,0.01524194,0.006102974,0.0006080957,0.003750392,0.002041381,0.002558591,0.003890345],"category_scores_gemma":[0.06489075,0.001314507,0.03805342,0.005014039,0.0007886047,0.002180895,0.001774221,0.002201118,0.0002985835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0029779,"about_ca_system_score_gemma":0.005193286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007722501,"about_ca_topic_score_gemma":0.01612894,"domain_scores_codex":[0.9831526,0.008619878,0.005123578,0.001232506,0.001504734,0.0003666578],"domain_scores_gemma":[0.9599863,0.03113533,0.005453492,0.0009544764,0.00217517,0.0002952817],"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":[0.001868056,0.00003514679,0.002950292,0.5348871,0.4422494,0.00007795329,0.0001259828,0.0002686702,0.0001256103,0.0001713394,0.0007203954,0.01652011],"study_design_scores_gemma":[0.00116398,0.0002304937,0.003599234,0.08006921,0.9123697,0.00007040187,0.00006790359,0.0002095197,0.00009790686,0.0003013162,0.001788856,0.00003152959],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004371485,0.9929843,0.000643559,0.0004259527,0.0001785586,0.0006077004,0.0004989591,0.00002666318,0.0002627917],"genre_scores_gemma":[0.218295,0.7682761,0.005489679,0.002174991,0.0004302935,0.003651347,0.001248402,0.00004080582,0.0003933646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02256356,"threshold_uncertainty_score":0.119329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1371363670477476,"score_gpt":0.3129262410235437,"score_spread":0.1757898739757961,"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."}}