{"id":"W3033181143","doi":"10.1093/ehjqcco/qcaa050","title":"Cohort profile: the ESC EURObservational Research Programme Atrial Fibrillation III (AF III) Registry","year":2020,"lang":"en","type":"article","venue":"European Heart Journal - Quality of Care and Clinical Outcomes","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Abbott Vascular; Novartis Pharma; Bristol-Myers Squibb Canada; Servier; National Institute for Health and Care Research; Boston Scientific Corporation; Daiichi Sankyo Europe; Sanofi; Gedeon Richter; Bayer; Eli Lilly and Company; Bristol-Myers Squibb; AstraZeneca; Boehringer Ingelheim; Edwards Lifesciences; Amgen; Pfizer; ResMed","keywords":"Medicine; Atrial fibrillation; Guideline; Stroke (engine); Cohort; Management of atrial fibrillation; Emergency medicine; Clinical Practice; Internal medicine; Intensive care medicine; Pediatrics; Physical therapy; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008154626,0.0001871985,0.0008035866,0.00006696592,0.0004083166,0.0001390183,0.0002014281,0.00009286668,0.0001482886],"category_scores_gemma":[0.007834801,0.0001202681,0.001120626,0.0003249595,0.0003786648,0.000168299,0.0002198184,0.0008498534,0.00004879476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003237322,"about_ca_system_score_gemma":0.00019184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003326452,"about_ca_topic_score_gemma":0.000005679156,"domain_scores_codex":[0.9939015,0.002249401,0.001892837,0.0003579217,0.001272692,0.0003256345],"domain_scores_gemma":[0.9946862,0.00327572,0.0005577417,0.0003368292,0.0007602653,0.0003832208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001230862,0.000007406856,0.9801822,0.0001169514,0.0003328384,0.00001430687,0.0004751652,0.000009927574,0.00001907669,0.0008054707,0.005670637,0.01113519],"study_design_scores_gemma":[0.003031616,0.000734971,0.8709019,0.00005872745,0.0001709312,0.00001439634,0.001132658,0.00004224841,0.000005478589,0.00007207161,0.1237177,0.0001172836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9209477,0.0008234275,0.0001097042,0.0724381,0.0004704125,0.0009888577,0.00001080393,0.00005801997,0.004152962],"genre_scores_gemma":[0.9882894,0.0006245475,0.001191655,0.001984291,0.006384749,4.342971e-7,0.00005188553,0.0000323895,0.001440673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.118047,"threshold_uncertainty_score":0.9379554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4726448115773719,"score_gpt":0.5214799048912391,"score_spread":0.04883509331386721,"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."}}