{"id":"W2890614057","doi":"10.1016/j.chest.2018.08.1075","title":"Sleep Apnea Increases the Risk of New Hospitalized Atrial Fibrillation","year":2018,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; St. Michael's Hospital; University of Toronto; Sunnybrook Health Science Centre; Ottawa Hospital; University of Ottawa","funders":"University of Toronto; Ontario Ministry of Health and Long-Term Care; British Columbia Lung Association; AstraZeneca Canada; GlaxoSmithKline","keywords":"Atrial fibrillation; Sleep apnea; Medicine; Apnea; Cardiology; Sleep (system call); Obstructive sleep apnea; Internal medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006755447,0.0001085419,0.000237252,0.0001075531,0.0002053558,0.00004214483,0.0001510723,0.00007193375,0.0007353101],"category_scores_gemma":[0.001998225,0.00006534142,0.000258791,0.0002533221,0.0003079683,0.000115806,0.00006024477,0.0003456587,0.0000698235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007923385,"about_ca_system_score_gemma":0.0001113894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001567686,"about_ca_topic_score_gemma":0.000006399144,"domain_scores_codex":[0.9986162,0.0001540739,0.0003250283,0.0001262929,0.0005432393,0.0002351871],"domain_scores_gemma":[0.9986061,0.0001953216,0.0002800001,0.0002636124,0.0004118102,0.0002431301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001946499,0.00003997321,0.7975066,0.00004043863,0.0007361867,0.00002552764,0.001009587,0.00002078124,0.004191914,0.0001044654,0.001703311,0.1926747],"study_design_scores_gemma":[0.00597664,0.001183683,0.965223,0.00004309141,0.0004838409,0.000628999,0.0003360223,0.002552092,0.01021084,0.001533697,0.01169834,0.0001297171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943914,0.0006872084,0.002179103,0.0009475104,0.0003743065,0.0002306535,0.000005795149,0.00001486035,0.00116921],"genre_scores_gemma":[0.990264,0.00009436995,0.001868985,0.00002372417,0.007597486,3.805825e-7,0.000003160373,0.0000189872,0.0001288979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.192545,"threshold_uncertainty_score":0.8051131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363423424607948,"score_gpt":0.3089718292181354,"score_spread":0.285337594972056,"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."}}