{"id":"W4385230673","doi":"10.1017/cjn.2023.261","title":"Postarrest Neuroprognostication: Practices and Opinions of Canadian Physicians","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Hotchkiss Brain Institute; Alberta Health Services","funders":"","keywords":"Medicine; Guideline; Neuroimaging; Magnetic resonance imaging; Distress; Intensive care medicine; Emergency medicine; Psychiatry; Pathology; Clinical psychology; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003493813,0.0002244836,0.000236284,0.001459076,0.004035445,0.001578997,0.00126517,0.0008231677,0.003160761],"category_scores_gemma":[0.02037168,0.000291242,0.0002806751,0.003636425,0.001528308,0.0006980475,0.001038472,0.0008778676,0.0002774725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03355779,"about_ca_system_score_gemma":0.0590972,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9644687,"about_ca_topic_score_gemma":0.9691413,"domain_scores_codex":[0.9953896,0.0006917838,0.0003547662,0.000437557,0.002138777,0.0009875298],"domain_scores_gemma":[0.9689774,0.004404971,0.005986911,0.0004337993,0.01324112,0.006955759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002265151,0.00008006854,0.8729638,0.0006276647,0.0000615469,0.00068155,0.03366525,0.0002174263,0.0007147823,0.0007839287,0.02830612,0.06167132],"study_design_scores_gemma":[0.0000308473,0.00009735119,0.9360648,0.0007949685,0.00003665514,0.0006657977,0.04126455,0.0005331529,0.0002001122,0.0001442322,0.02009452,0.00007312626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.930714,0.00704435,0.000420786,0.03782438,0.0001612866,0.0001192442,0.00199669,0.00004307204,0.02167617],"genre_scores_gemma":[0.9899581,0.004819055,0.000667191,0.002983299,0.00004649837,0.00002907505,0.0003712698,0.00001126191,0.001114139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03553134,"threshold_uncertainty_score":0.2434799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05106990820521652,"score_gpt":0.3141722534893749,"score_spread":0.2631023452841584,"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."}}