{"id":"W4410621050","doi":"10.1093/europace/euaf085.271","title":"Regional disparities in the care and outcomes of atrial fibrillation patients in a universal health care system: a population-based cohort study","year":2025,"lang":"en","type":"article","venue":"EP Europace","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Ottawa Heart Institute; Kingston General Hospital; Western University; McMaster University; University of Toronto; Dalhousie University; Health Sciences North; University Health Network; University of British Columbia","funders":"Northern Ontario Academic Medicine Association","keywords":"Atrial fibrillation; Medicine; Cohort; Cohort study; Health care; Population; Universal health care; Gerontology; Demography; Pediatrics; Internal medicine; Environmental health; Public health; Health policy; Nursing; Economic growth; Sociology; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007020831,0.0002455974,0.0003730691,0.0007390185,0.001047381,0.0008283045,0.0007282319,0.0003803228,0.001210768],"category_scores_gemma":[0.001845163,0.0002267141,0.0005320936,0.002496527,0.0005609433,0.0004552775,0.0007308885,0.0003970535,0.00008833686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002919175,"about_ca_system_score_gemma":0.003532459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6499177,"about_ca_topic_score_gemma":0.676872,"domain_scores_codex":[0.9990022,0.0001364469,0.00008754564,0.0002835248,0.0001647575,0.0003256619],"domain_scores_gemma":[0.99872,0.00008273963,0.0005761862,0.0001026478,0.0002229981,0.0002953279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001929626,0.00001393669,0.9991775,0.000007194076,0.00004712403,0.00002252805,0.0001667567,0.0000232895,0.00004073461,0.00002186386,0.0001264249,0.0003333667],"study_design_scores_gemma":[0.000004704015,0.00001296151,0.9994389,0.000008158437,0.0000199773,0.00002380268,0.0002695992,0.00007394863,0.00001064862,0.00001308248,0.0001214774,0.000002588831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975792,0.0001681155,0.00007431726,0.0001005355,0.000004217983,0.00002672593,0.001647366,0.000002621344,0.0003969102],"genre_scores_gemma":[0.9993605,0.00005203689,0.00005522625,0.00003334034,0.000003992595,0.00001274414,0.0004161403,7.915526e-7,0.00006511823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6499177,"threshold_uncertainty_score":0.7042879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09706288736632562,"score_gpt":0.378177470904739,"score_spread":0.2811145835384133,"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."}}