{"id":"W3216272773","doi":"","title":"THE PREVALENCE OF INSOMNIA AND SLEEP APNEA IN DISCHARGE ABSTRACT DATA: A CALL TO IMPROVE DATA QUALITY.","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insomnia; Medicine; Sleep apnea; Obstructive sleep apnea; Apnea; Chart; Sleep (system call); Emergency medicine; Sleep disorder; Diagnosis code; Intensive care medicine; Physical therapy; Pediatrics; Psychiatry; Internal medicine; Population; Environmental health","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1400944,0.0007918209,0.002818717,0.009067501,0.001874153,0.007572764,0.008680474,0.003581665,0.003091517],"category_scores_gemma":[0.3829144,0.001432028,0.001964629,0.01818115,0.00381263,0.007314406,0.005829865,0.007106135,0.001415981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01229264,"about_ca_system_score_gemma":0.03603083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2424386,"about_ca_topic_score_gemma":0.2272674,"domain_scores_codex":[0.8904722,0.02866826,0.03194287,0.006230462,0.04073957,0.001946641],"domain_scores_gemma":[0.3574212,0.2602746,0.11068,0.08112817,0.1670024,0.02349354],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006169188,0.0001535007,0.4533356,0.008309376,0.0007461708,0.0002464307,0.002807631,0.0005870775,0.0006756383,0.004311034,0.32614,0.2020707],"study_design_scores_gemma":[0.0001901977,0.0002102047,0.7468552,0.01486829,0.0004690308,0.0004884698,0.003662094,0.002444624,0.000781936,0.005108734,0.224682,0.0002392935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06676879,0.09947025,0.025967,0.6008176,0.01041453,0.002552563,0.1719253,0.003271342,0.01881268],"genre_scores_gemma":[0.4346239,0.04357475,0.1501682,0.146483,0.008579307,0.003566026,0.2068342,0.00130434,0.004866245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8599056,"threshold_uncertainty_score":0.7408988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08259574920965158,"score_gpt":0.3536598391702016,"score_spread":0.27106408996055,"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."}}