{"id":"W2111357935","doi":"10.4061/2011/718056","title":"Nonpharmacological Therapies for Atrial Fibrillation","year":2011,"lang":"en","type":"article","venue":"Cardiology Research and Practice","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center; Kingston General Hospital; Queen's University","funders":"","keywords":"Medicine; Atrial fibrillation; Intensive care medicine; Cardiology","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":[0.002359767,0.00006435675,0.0002208044,0.00009188509,0.0001721281,0.00001542169,0.00003651597,0.0001042866,0.0001305983],"category_scores_gemma":[0.002800251,0.00004761131,0.0001093835,0.0001027779,0.0001914367,0.0001546162,0.00005246514,0.0001458374,0.00004652629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001586963,"about_ca_system_score_gemma":0.00004132905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000695313,"about_ca_topic_score_gemma":2.81949e-7,"domain_scores_codex":[0.9988882,0.0004171486,0.0001293442,0.0001934404,0.0001411912,0.0002307012],"domain_scores_gemma":[0.9959975,0.003454354,0.00003918719,0.000107432,0.0003142125,0.00008724477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1132556,0.00002141719,0.6199403,0.0003241955,0.004302496,0.0002961615,0.004528021,0.00001708123,0.006863502,0.09478368,0.03831543,0.1173521],"study_design_scores_gemma":[0.002880376,0.002054564,0.07454686,0.000005460404,0.0002334151,0.0001795829,0.00136249,0.0000899076,0.0001317107,0.003859509,0.9145565,0.00009961854],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7550488,0.0135081,0.006753513,0.03533584,0.001402396,0.005193785,0.00002034223,0.0002209945,0.1825163],"genre_scores_gemma":[0.988259,0.002135827,0.003745047,0.0002009367,0.00391238,0.000006698358,0.00001893896,0.000009782144,0.001711428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8762411,"threshold_uncertainty_score":0.3352365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4905397526728817,"score_gpt":0.5198851400857474,"score_spread":0.02934538741286563,"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."}}