{"id":"W2152940648","doi":"10.1016/j.jsmc.2013.01.001","title":"Sleep and Anesthesia","year":2013,"lang":"en","type":"article","venue":"Sleep Medicine Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Anesthesiology; Obstructive sleep apnea; Anesthesia; Airway obstruction; Perioperative; Airway; Continuous positive airway pressure; Sleep medicine; Sleep apnea; Hypoventilation; Sleep (system call); Uvulopalatopharyngoplasty; Positive airway pressure; Apnea; Intensive care medicine; Sleep disorder; Polysomnography; Internal medicine; Insomnia; Respiratory system; Psychiatry","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":["insufficient_payload"],"category_scores_codex":[0.0006588917,0.0002603463,0.0006125268,0.000242756,0.0001022541,0.00002107257,0.0001719478,0.000193275,0.002473775],"category_scores_gemma":[0.001083077,0.0001906072,0.00008223431,0.0003710423,0.0007366319,0.0001570368,0.00009255115,0.0005867765,0.000915915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006236334,"about_ca_system_score_gemma":0.00002310787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006958586,"about_ca_topic_score_gemma":0.000002893087,"domain_scores_codex":[0.9975722,0.0000980948,0.00059061,0.000512831,0.0006949836,0.0005312931],"domain_scores_gemma":[0.9976957,0.000463216,0.000123953,0.0006362014,0.0004319266,0.0006489441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002315804,0.0003383774,0.2877851,0.0003044335,0.0003290937,0.0004763447,0.0008438634,0.000001254704,0.003389433,0.001690533,0.009941349,0.6946687],"study_design_scores_gemma":[0.01299526,0.004279835,0.8775923,0.000245812,0.0005909199,0.001958649,0.002578754,0.01857123,0.0005338947,0.003603463,0.07638586,0.0006640396],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480982,0.001283291,0.0003776842,0.04196771,0.0003116912,0.001160441,0.000001461269,0.0001474972,0.006651998],"genre_scores_gemma":[0.990551,0.0001885683,0.001882884,0.00546114,0.0008840047,0.00007092594,0.00003336256,0.00006359115,0.0008645059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6940046,"threshold_uncertainty_score":0.999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02832528203927765,"score_gpt":0.3351681115125306,"score_spread":0.3068428294732529,"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."}}