{"id":"W4382202184","doi":"10.1016/j.jacadv.2023.100323","title":"Can Artificial Intelligence Enhance Syncope Management?","year":2023,"lang":"en","type":"article","venue":"JACC Advances","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Calgary","funders":"Roy J. and Lucille A. Carver College of Medicine, University of Iowa; National Institutes of Health; Physicians' Services Incorporated Foundation; AstraZeneca","keywords":"Multidisciplinary approach; Medicine; Syncope (phonology); Psychological intervention; Intensive care medicine; Intervention (counseling); Risk stratification; Consciousness; Adverse effect; Health care; Medical emergency; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01086413,0.0007888129,0.000880462,0.001336866,0.0005185945,0.00534261,0.001105486,0.003065845,0.006295362],"category_scores_gemma":[0.03590139,0.0002359106,0.001103438,0.0008219507,0.001958809,0.004650976,0.00184187,0.003975599,0.001742863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001135865,"about_ca_system_score_gemma":0.002426075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001493848,"about_ca_topic_score_gemma":0.002060766,"domain_scores_codex":[0.9955995,0.002941756,0.0001900607,0.0002479627,0.0007693802,0.0002512891],"domain_scores_gemma":[0.9772081,0.01815339,0.000781055,0.0007472165,0.002057986,0.001052307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006919627,0.0006968689,0.006092563,0.002711873,0.0007049721,0.0002978758,0.0005157829,0.004824859,0.0005991625,0.08804502,0.1118571,0.782962],"study_design_scores_gemma":[0.0004610186,0.001181137,0.008572893,0.008583169,0.0006676051,0.000709023,0.001317582,0.01701826,0.001615121,0.4798142,0.4798889,0.0001710599],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009679953,0.1832614,0.02475433,0.7065775,0.009177495,0.0001525286,0.0002851061,0.0004932058,0.06561855],"genre_scores_gemma":[0.3759692,0.3470337,0.08671281,0.1563568,0.02068738,0.0003670116,0.0004950052,0.0002531236,0.01212498],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01086413,"threshold_uncertainty_score":0.05745566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01607832121713251,"score_gpt":0.3019006548453076,"score_spread":0.2858223336281752,"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."}}