{"id":"W4225273615","doi":"10.1111/ene.15375","title":"Atrial fibrillation detection after stroke: Is all created equal?","year":2022,"lang":"en","type":"letter","venue":"European Journal of Neurology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Robarts Clinical Trials; Lawson Health Research Institute; Vancouver General Hospital; Western University","funders":"","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Cardiology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005238474,0.0007104469,0.00189022,0.001344145,0.002665806,0.004413816,0.001801849,0.0248337,0.01405891],"category_scores_gemma":[0.0671756,0.0005865037,0.001132073,0.0009492673,0.001952043,0.004590707,0.000995387,0.02120626,0.01016533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002886313,"about_ca_system_score_gemma":0.003709541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003984937,"about_ca_topic_score_gemma":0.005806277,"domain_scores_codex":[0.993659,0.002074049,0.001167621,0.0005000437,0.002068149,0.0005311102],"domain_scores_gemma":[0.9615433,0.02069512,0.001841083,0.0009156556,0.01076759,0.004237126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00009273978,0.00003206667,0.0007226023,0.0001088897,0.00002308724,0.0008352525,0.00005219857,0.00002907969,0.00007082512,0.0008191839,0.9773272,0.01988685],"study_design_scores_gemma":[0.0003793163,0.0001596417,0.003835459,0.002234088,0.0001704194,0.00805757,0.0005176431,0.0005755998,0.0004988958,0.01380484,0.9696437,0.000122877],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003188761,0.002569497,0.00007504881,0.9039504,0.08838239,0.000009456866,0.00008712211,0.00002521499,0.004582006],"genre_scores_gemma":[0.007069286,0.006171214,0.0003595716,0.5971604,0.3809733,0.00003944422,0.00009885326,0.00004495363,0.008083023],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0248337,"threshold_uncertainty_score":0.04703176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05659294826454286,"score_gpt":0.2962399360882129,"score_spread":0.23964698782367,"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."}}