{"id":"W2041190089","doi":"10.1002/clc.20737","title":"Physician Stated Atrial Fibrillation Management in Light of Treatment Guidelines: Data From an International, Observational Prospective Survey","year":2010,"lang":"en","type":"article","venue":"Clinical Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Sanofi; American Heart Association","keywords":"Medicine; Observational study; Atrial fibrillation; Intensive care medicine; Management of atrial fibrillation; MEDLINE; Cardiology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001169163,0.000142509,0.0006526881,0.0001078887,0.00002342674,0.00001095572,0.0002275763,0.0001585184,0.00007915653],"category_scores_gemma":[0.001265471,0.0001166975,0.000208526,0.0001826567,0.00008000556,0.0001960172,0.0001700257,0.0001278397,0.00002785849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006537884,"about_ca_system_score_gemma":0.00008743528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003083535,"about_ca_topic_score_gemma":0.0004568988,"domain_scores_codex":[0.9978279,0.000270663,0.001047356,0.0005261293,0.0001924054,0.0001355364],"domain_scores_gemma":[0.9979551,0.0006459798,0.0002730915,0.0007569868,0.0003027579,0.00006603287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001223833,0.00001127756,0.9836075,0.000003586091,0.0007002655,0.000009031378,0.00001718644,0.0004327817,0.00009026143,0.0006657384,0.0005987158,0.01263988],"study_design_scores_gemma":[0.003701296,0.0003029042,0.9274695,0.000008873114,0.0001710886,6.647958e-7,0.00003186139,0.004124818,0.000008639921,0.0005655953,0.06352127,0.00009350443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918765,0.00004049959,0.0002838427,0.00240028,0.002170037,0.000780542,0.0003380969,0.0000370185,0.002073216],"genre_scores_gemma":[0.9786711,0.0003873458,0.003381722,0.000209146,0.007523353,0.000002625724,0.009448367,0.0000181852,0.0003581379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06292255,"threshold_uncertainty_score":0.4758788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.45081492880577,"score_gpt":0.5235676900095148,"score_spread":0.0727527612037448,"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."}}