{"id":"W3014518497","doi":"10.1136/heartjnl-2019-316314","title":"Associations of symptoms and quality of life with outcomes in patients with atrial fibrillation","year":2020,"lang":"en","type":"article","venue":"Heart","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Mach-Gaensslen Foundation of Canada; McMaster University; Schweizerische Herzstiftung; Universität Basel; Hamilton Health Sciences; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Foundation for Cardiovascular Research; National Science Foundation","keywords":"Medicine; Atrial fibrillation; Quality of life (healthcare); Internal medicine; Cardiology; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001096023,0.00005797887,0.0003658183,0.00004793843,0.00001343394,0.000003374273,0.00001150531,0.00002967974,0.00001782331],"category_scores_gemma":[0.0002906876,0.00004060052,0.00004778401,0.000169876,0.00002650974,0.00006221196,0.0000134027,0.00003056193,0.000001334071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001140199,"about_ca_system_score_gemma":0.00003356561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006497547,"about_ca_topic_score_gemma":0.00001988895,"domain_scores_codex":[0.99927,0.00003817563,0.0002929615,0.00009284891,0.0002441117,0.00006187113],"domain_scores_gemma":[0.9995257,0.0001257154,0.000154281,0.00006921907,0.00007455015,0.00005050427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006335066,0.000003614189,0.9986112,0.00004941258,0.00007006046,4.849822e-8,0.0001622688,0.00009355982,0.00001847859,0.0002224963,0.00002128138,0.0001140729],"study_design_scores_gemma":[0.004370274,0.0003948122,0.9948243,0.00001843187,0.00004631001,2.007942e-8,0.00003000908,0.00005306558,0.00001766828,0.000005369861,0.0001954144,0.00004432039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970102,0.00002024116,0.00003038646,0.00239765,0.00001711564,0.0003596044,0.00001529461,0.00001226128,0.0001372449],"genre_scores_gemma":[0.9992847,0.00000216619,0.0004407433,0.0001217225,0.00008009144,1.367482e-7,0.00002921393,0.000005848095,0.00003541088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003786896,"threshold_uncertainty_score":0.1655641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0720368075591222,"score_gpt":0.3332967650729698,"score_spread":0.2612599575138476,"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."}}