{"id":"W4310563646","doi":"10.1093/eurheartj/ehac692","title":"Healthcare utilization and quality of life for atrial fibrillation burden: the CIRCA-DOSE study","year":2022,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Vancouver General Hospital; Montreal Heart Institute","funders":"Michael Smith Health Research BC; University of British Columbia; Heart and Stroke Foundation of Canada","keywords":"Medicine; Atrial fibrillation; Intensive care medicine; Health care; Quality of life (healthcare); Cardiology; Emergency medicine; Nursing","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":[0.002941498,0.00007391075,0.0002253859,0.00008611162,0.0005400224,0.00003379705,0.00005159163,0.000009097729,0.00009539638],"category_scores_gemma":[0.0005135876,0.00005505192,0.0001656959,0.0001529151,0.00002289556,0.00006206056,0.00008777458,0.0001389282,0.000002189118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003264487,"about_ca_system_score_gemma":0.00006692068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001416644,"about_ca_topic_score_gemma":0.000002283954,"domain_scores_codex":[0.9979038,0.001007044,0.0004815944,0.0001216342,0.0003746231,0.0001112677],"domain_scores_gemma":[0.9991539,0.0002337044,0.0002761934,0.0001424997,0.0001079825,0.00008576891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001865784,0.000008829454,0.9794287,0.00007787905,0.0001319545,0.000003110973,0.002226226,0.001161157,0.0001775383,0.000659768,0.002157797,0.01210126],"study_design_scores_gemma":[0.003515144,0.0009143232,0.8656241,0.0000092142,0.00007428812,0.00002668156,0.003318869,0.0005030609,0.000002531399,0.00003983226,0.1259102,0.00006175006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818792,0.001320446,0.0003240067,0.01451098,0.0005553313,0.001116443,0.000009364775,0.00002196491,0.0002622988],"genre_scores_gemma":[0.9957651,0.00007243018,0.0001170602,0.0002933624,0.00330747,4.861448e-7,0.00001223607,0.00001778004,0.0004140742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1237524,"threshold_uncertainty_score":0.4153471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3342424916030569,"score_gpt":0.4379186516265163,"score_spread":0.1036761600234594,"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."}}