{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001220582,0.00008629039,0.0001541639,0.0005442639,0.0008960492,0.0007143762,0.0002733454,0.0005560881,0.002423109],"category_scores_gemma":[0.008423477,0.0001214326,0.0001959269,0.000580982,0.0003244256,0.0003598037,0.000498905,0.0004698338,0.0001312262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453902,"about_ca_system_score_gemma":0.002984497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05333522,"about_ca_topic_score_gemma":0.09072502,"domain_scores_codex":[0.998259,0.0005962505,0.0001772972,0.0001660548,0.0004865155,0.0003148744],"domain_scores_gemma":[0.9931698,0.001983169,0.002652236,0.00006567192,0.0005475404,0.001581523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006937444,0.0001126998,0.993985,0.00003096552,0.00002906268,0.0001110184,0.0009163538,0.00004994543,0.00005912011,0.00003783944,0.0005635922,0.00403511],"study_design_scores_gemma":[0.00002297778,0.0001195584,0.9948763,0.00004633779,0.00002236238,0.0005368927,0.00330224,0.00018481,0.00003479568,0.00004038575,0.0008065328,0.000006711857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968159,0.000514204,0.00002438891,0.000835898,0.000009925521,0.000009992479,0.00007899995,0.000001219582,0.001709541],"genre_scores_gemma":[0.9992383,0.0002495556,0.0000774385,0.0002619913,0.00001845974,0.000007318433,0.0000581142,4.959894e-7,0.00008838114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05333522,"threshold_uncertainty_score":0.1060495,"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."}}