{"id":"W2045045462","doi":"10.5664/jcsm.2334","title":"Diagnostic Value of Screening Instruments for Identifying Obstructive Sleep Apnea in Kidney Failure","year":2013,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; Alberta Kidney Disease Network; University of Calgary","funders":"","keywords":"Medicine; Obstructive sleep apnea; Sleep (system call); Intensive care medicine; Sleep apnea; Polysomnography; Sleep apnea syndromes; Apnea; Internal medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003983352,0.0003252962,0.002050066,0.0007447489,0.00006860588,0.0000203842,0.0004958568,0.0003416796,0.0006009163],"category_scores_gemma":[0.0614849,0.0002343689,0.0005484938,0.0006938713,0.0007121395,0.0005262902,0.0001580606,0.001563973,0.00001626669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001433975,"about_ca_system_score_gemma":0.0001410729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00012239,"about_ca_topic_score_gemma":0.000008443684,"domain_scores_codex":[0.9930601,0.0003922428,0.003918613,0.0004189456,0.001579898,0.0006302431],"domain_scores_gemma":[0.9889426,0.005863403,0.00189133,0.0004361204,0.001724987,0.001141611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001390875,0.0006035,0.7273474,0.000556269,0.0008839726,0.0001386416,0.000437906,0.00004518049,0.003606985,0.0002991124,0.0008731656,0.263817],"study_design_scores_gemma":[0.02655111,0.0042669,0.9507922,0.002817169,0.000657926,0.0002592042,0.002158266,0.006920632,0.001579815,0.002955751,0.0007963756,0.0002446838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734766,0.0003721632,0.01423222,0.008587164,0.001502658,0.001457895,0.00001219865,0.00001355362,0.0003455745],"genre_scores_gemma":[0.9749361,0.00007666842,0.02228123,0.0007373122,0.001826182,0.00003674998,0.00001487083,0.0000552596,0.00003558835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2635724,"threshold_uncertainty_score":0.9557285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06828318276991942,"score_gpt":0.4090720141220876,"score_spread":0.3407888313521682,"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."}}