{"id":"W2946004571","doi":"10.1016/j.jacep.2019.03.016","title":"Clinical Outcomes in Atrial Fibrillation Research","year":2019,"lang":"en","type":"letter","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Atrial fibrillation; Cardiology; Internal medicine; 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":[0.01520948,0.000828456,0.001958662,0.001991051,0.006152301,0.006591352,0.001733827,0.04317877,0.01535078],"category_scores_gemma":[0.09863587,0.0009294163,0.001380143,0.001990541,0.003638069,0.005177085,0.003719951,0.02916403,0.01122499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005767379,"about_ca_system_score_gemma":0.008519721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006890372,"about_ca_topic_score_gemma":0.01461754,"domain_scores_codex":[0.9808625,0.008334845,0.002999695,0.0014921,0.004738574,0.001572241],"domain_scores_gemma":[0.903132,0.06256671,0.005054861,0.002659227,0.01286506,0.01372223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004683166,0.00003225281,0.00120784,0.00004998872,0.00001066009,0.0003528465,0.00005149351,0.00002054307,0.00005684287,0.002409212,0.9844525,0.01130892],"study_design_scores_gemma":[0.000590978,0.0001929697,0.01176518,0.002007762,0.00009807078,0.001503191,0.0006199293,0.001149068,0.0002941909,0.03121199,0.9504116,0.0001550818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002318811,0.001122565,0.00004819031,0.9795635,0.01558172,0.00001001018,0.0001006852,0.00001550839,0.003325827],"genre_scores_gemma":[0.004437767,0.001374124,0.0002997286,0.8878435,0.1009932,0.0001062188,0.0001173237,0.00002992886,0.00479818],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04317877,"threshold_uncertainty_score":0.08043641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2644189304676108,"score_gpt":0.5241112410793807,"score_spread":0.2596923106117699,"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."}}