{"id":"W4286483915","doi":"10.1016/j.sleep.2022.05.740","title":"Sleep Apnea, CPAP and Me","year":2022,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Sleep apnea; Sleep (system call); Medicine; Continuous positive airway pressure; Apnea; Obstructive sleep apnea; Anesthesia; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005432189,0.0001412797,0.000219198,0.0002097552,0.0005305558,0.00001761654,0.0003861701,0.00002918303,0.00357126],"category_scores_gemma":[0.0007503928,0.000114135,0.00003034147,0.0005952968,0.0003627869,0.00008846038,0.0004159946,0.0004237696,0.00008561871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004622987,"about_ca_system_score_gemma":0.00001422029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004389612,"about_ca_topic_score_gemma":0.000003056672,"domain_scores_codex":[0.997714,0.0002381315,0.000212047,0.0004764037,0.0009361012,0.0004233391],"domain_scores_gemma":[0.9989855,0.0003711609,0.00005251923,0.0003490527,0.00002551295,0.0002162574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004256409,0.0004191127,0.007054108,0.00009707744,0.00004924237,0.000981758,0.004359697,0.0001759398,0.3250895,0.02359094,0.02255028,0.6152067],"study_design_scores_gemma":[0.014951,0.004766245,0.01005962,0.0000588221,0.0001938164,0.001337211,0.006763996,0.06909316,0.1654998,0.01370056,0.7119864,0.001589293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8910696,0.001950717,0.001331281,0.02803104,0.002486869,0.0008587814,0.00004095043,0.0003080782,0.07392271],"genre_scores_gemma":[0.9946541,0.0000326705,0.00001456027,0.002919178,0.0002792194,0.000107758,0.000005613578,0.00002318099,0.001963688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6894361,"threshold_uncertainty_score":0.9973396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04100738413492469,"score_gpt":0.3040957983155558,"score_spread":0.2630884141806311,"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."}}