{"id":"W4220902116","doi":"10.3389/fcvm.2022.771280","title":"Increased Rapid Eye Movement Sleep Is Associated With a Reduced Risk of Heart Failure in Middle-Aged and Older Adults","year":2022,"lang":"en","type":"article","venue":"Frontiers in Cardiovascular Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Xi’an Jiaotong University; York University; University of Washington; Johns Hopkins University; National Heart, Lung, and Blood Institute; University of California, Davis; Brigham and Women's Hospital; University of Minnesota; Case Western Reserve University","keywords":"Medicine; Hazard ratio; Polysomnography; Sleep (system call); Quartile; Rapid eye movement sleep; Confidence interval; Proportional hazards model; Sleep Stages; Heart failure; Cardiology; Internal medicine; Incidence (geometry); Slow-wave sleep; Anesthesia; Eye movement; Ophthalmology; Electroencephalography; Apnea; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00200883,0.0002751923,0.001080079,0.0006074635,0.0001031786,0.0000037153,0.0001945314,0.000197673,0.000466074],"category_scores_gemma":[0.0001587748,0.0002324008,0.0002723972,0.001091366,0.0002519001,0.00004119621,0.00007190395,0.0007840123,0.0000011289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721758,"about_ca_system_score_gemma":0.00003899946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003210496,"about_ca_topic_score_gemma":0.0001076987,"domain_scores_codex":[0.9963989,0.001238219,0.0005234805,0.0006332039,0.0007680405,0.000438128],"domain_scores_gemma":[0.9988966,0.0000804664,0.0001786096,0.0006735748,0.000052495,0.0001182448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001952939,0.0009474558,0.8696314,0.00008841087,0.01908953,0.0003823851,0.03848824,0.001043707,0.0000768227,0.000007389671,0.04967108,0.01862064],"study_design_scores_gemma":[0.06351205,0.001093557,0.8552741,0.0007357391,0.002300855,0.00002942134,0.0711989,0.0006375323,0.00007568835,0.0001358687,0.004417006,0.0005892958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9208162,0.07549168,0.0002757895,0.0006847216,0.0008908969,0.00103903,0.00003705941,0.00003688404,0.0007277385],"genre_scores_gemma":[0.9982864,0.0003096637,0.0003546157,0.0005637566,0.00004613043,0.0002321005,0.00008278841,0.00004740624,0.00007715706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07747018,"threshold_uncertainty_score":0.9477028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005292806706999846,"score_gpt":0.208015119106145,"score_spread":0.2027223123991451,"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."}}