{"id":"W2597945433","doi":"10.1016/j.gheart.2017.01.015","title":"The World Heart Federation Roadmap for Nonvalvular Atrial Fibrillation","year":2017,"lang":"en","type":"review","venue":"Global Heart","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Foothills Medical Centre; University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Checklist; Observational study; Atrial fibrillation; Global health; Epidemiology; Family medicine; Public health; Cardiology; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.009865844,0.002012957,0.001784114,0.005795153,0.001555861,0.004392643,0.003079615,0.005228599,0.05345873],"category_scores_gemma":[0.01966478,0.0006130435,0.002236444,0.004296223,0.001134294,0.003498751,0.00496301,0.007114978,0.02604644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003507651,"about_ca_system_score_gemma":0.0351176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02408055,"about_ca_topic_score_gemma":0.01347453,"domain_scores_codex":[0.9945508,0.001508886,0.0006333558,0.0004085021,0.001604086,0.00129437],"domain_scores_gemma":[0.9809096,0.003088268,0.002174173,0.0005457405,0.009366503,0.003915652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005424042,0.00004121792,0.001281267,0.001838574,0.00003735566,0.0001126288,0.0001136283,0.0002428225,0.00007764049,0.005597285,0.8770303,0.113573],"study_design_scores_gemma":[0.00008136931,0.00005360062,0.005850721,0.004319421,0.00005680261,0.0001969516,0.0001996894,0.0002175503,0.00005699823,0.003203774,0.9857274,0.00003578903],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002469158,0.1859356,0.01123991,0.4069746,0.06636243,0.002073133,0.06395442,0.003740044,0.2572507],"genre_scores_gemma":[0.05516359,0.3522447,0.07099835,0.1173503,0.0455629,0.01124097,0.1910288,0.001752564,0.1546578],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05345873,"threshold_uncertainty_score":0.1788373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2078848773040764,"score_gpt":0.4795996325134947,"score_spread":0.2717147552094183,"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."}}