{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003259852,0.0006933758,0.001068395,0.0008878988,0.000410615,0.00180811,0.0009172902,0.001299164,0.001965965],"category_scores_gemma":[0.005702267,0.0004890325,0.001996659,0.001617425,0.0003618254,0.001082661,0.001259626,0.001693144,0.0005229192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005121952,"about_ca_system_score_gemma":0.0003740054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00250306,"about_ca_topic_score_gemma":0.002611917,"domain_scores_codex":[0.9980552,0.001023102,0.0001968021,0.0003121599,0.0002896778,0.0001230589],"domain_scores_gemma":[0.994375,0.00115652,0.002492178,0.0006908242,0.0003781925,0.0009073273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008833135,0.000397903,0.9830297,0.0001761518,0.002698116,0.00006969672,0.00007683547,0.000334147,0.0001747675,0.0001204758,0.0009596497,0.003129506],"study_design_scores_gemma":[0.001703126,0.001006714,0.9936778,0.00005439439,0.001237947,0.0001937598,0.00007495159,0.0008010562,0.00006506692,0.000148321,0.001006706,0.0000301149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877493,0.004916999,0.0002654565,0.0004045623,0.00006185138,0.0001437609,0.004540562,0.00002020861,0.001897262],"genre_scores_gemma":[0.9941016,0.0009686123,0.0002454619,0.0002397824,0.0001559898,0.0001351043,0.003641509,0.0000115726,0.0005002979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003259852,"threshold_uncertainty_score":0.01723993,"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."}}