{"id":"W2526740751","doi":"10.1016/j.cjca.2015.07.497","title":"A CLINICAL DECISION INSTRUMENT TO PREDICT 30-DAY DEATH AND SUBSESQUENT CARDIOVASCULAR HOSPITALIZATIONS FOLLOWING AN EMERGENCY DEPARTMENT VISIT FOR ATRIAL FIBRILLATION: THE ATRIAL FIBRILLATION IN THE EMERGENCY ROOM (AFTER) STUDY, PART 2","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Emergency department; Atrial fibrillation; Cohort; Population; Emergency medicine; Retrospective cohort study; Myocardial infarction; Internal medicine; Cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.006310599,0.001852686,0.002214532,0.0008113318,0.0009063822,0.002250798,0.001218934,0.001460903,0.00240788],"category_scores_gemma":[0.01119588,0.0008688204,0.002582368,0.001313545,0.0006460952,0.001605224,0.001349975,0.002152269,0.0005337537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018307,"about_ca_system_score_gemma":0.00161407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006097944,"about_ca_topic_score_gemma":0.008342328,"domain_scores_codex":[0.9974231,0.001374265,0.0002614812,0.0003189647,0.0003627459,0.0002594748],"domain_scores_gemma":[0.9921311,0.003613594,0.001926223,0.0004710047,0.0008783478,0.0009797586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02821222,0.004443579,0.9500924,0.0001672608,0.00234102,0.00006362244,0.0002411166,0.001112179,0.0003064295,0.0002161846,0.003015715,0.00978817],"study_design_scores_gemma":[0.008726684,0.004550925,0.9767918,0.00006269928,0.001981504,0.000159029,0.0003155697,0.005029369,0.0002501278,0.0003909656,0.001667217,0.00007415238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994735,0.0003561103,0.0003211472,0.0003120363,0.00009669818,0.0004782392,0.002610903,0.00001739,0.001072585],"genre_scores_gemma":[0.982936,0.0005543631,0.002433903,0.0005101822,0.0002525323,0.001715669,0.009952643,0.0000211612,0.001623484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006310599,"threshold_uncertainty_score":0.03337401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04514953393193424,"score_gpt":0.333676231821888,"score_spread":0.2885266978899538,"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."}}