{"id":"W2972440611","doi":"10.5414/cn109724","title":"Cardiologists’ and nephrologists’ management of atrial fibrillation in hemodialysis patients","year":2019,"lang":"en","type":"article","venue":"Clinical Nephrology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Atrial fibrillation; Antithrombotic; Stroke (engine); Hemodialysis; Management of atrial fibrillation; Internal medicine; Nephrology; Intensive care medicine; Population; Cardiology; Physical therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000689543,0.000128795,0.0007647427,0.000146506,0.00001610688,0.000004612899,0.00006536914,0.0002443146,0.0001117912],"category_scores_gemma":[0.000167892,0.0001092117,0.0003256103,0.0002103302,0.000184738,0.00005177475,0.0001552944,0.0001275877,0.000058749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000231837,"about_ca_system_score_gemma":0.00001512789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001360086,"about_ca_topic_score_gemma":0.000003275509,"domain_scores_codex":[0.9982307,0.0001961996,0.0008422509,0.00037037,0.0001559945,0.0002045045],"domain_scores_gemma":[0.9988611,0.0004923354,0.0002245199,0.0003027785,0.00005526935,0.00006403394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00146625,0.0000083491,0.9754956,0.00007015159,0.000244268,0.000006604461,0.00001507993,0.0002901748,0.00001172371,0.0008914315,0.0001343172,0.02136599],"study_design_scores_gemma":[0.006318065,0.0005691588,0.9748488,0.00001503056,0.0002101641,0.000001284558,0.0000248257,0.0006060802,0.000001893211,0.0004924094,0.016823,0.00008930543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956856,0.0002233329,0.0000492733,0.001070676,0.0004244344,0.0007798287,0.000002471528,0.00002660798,0.00173775],"genre_scores_gemma":[0.9969584,0.0008146196,0.0009524762,0.0004716433,0.0004330847,8.456136e-7,0.00004708846,0.000009903461,0.0003119092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02127669,"threshold_uncertainty_score":0.4453523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0584918517023249,"score_gpt":0.366114097095498,"score_spread":0.3076222453931731,"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."}}