{"id":"W3073644491","doi":"10.1016/j.sleep.2020.08.016","title":"Asleep at the controls and a potential problem in flights: is obstructive sleep apnea a public safety concern?","year":2020,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Obstructive sleep apnea; Apnea; Medicine; Sleep apnea; Sleep (system call); Medical emergency; Emergency medicine; Intensive care medicine; Aeronautics; Anesthesia; Computer science; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008604243,0.0005183376,0.001123993,0.0002748471,0.0003379229,0.00004892788,0.0004201425,0.000245819,0.002314288],"category_scores_gemma":[0.001106976,0.0003257715,0.0001535852,0.001117874,0.001653801,0.0002663323,0.0005017303,0.001079327,0.0001226973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004581554,"about_ca_system_score_gemma":0.00007224666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00018274,"about_ca_topic_score_gemma":0.000075308,"domain_scores_codex":[0.9950958,0.0003561812,0.0009432071,0.001077679,0.001507495,0.001019637],"domain_scores_gemma":[0.9972917,0.0004308551,0.0002627737,0.0006573096,0.0004455282,0.0009118448],"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":[0.02342651,0.001050555,0.2348015,0.001685606,0.005059913,0.003869124,0.05704219,0.00008644748,0.13349,0.01137381,0.01198729,0.516127],"study_design_scores_gemma":[0.1915801,0.0132936,0.3977552,0.001000089,0.003439851,0.003162985,0.04027026,0.1210954,0.01311994,0.005611425,0.2062164,0.003454747],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5558758,0.006566509,0.00254241,0.4149049,0.0005625183,0.005447594,0.0001347255,0.0002234545,0.01374217],"genre_scores_gemma":[0.9896184,0.0001342327,0.0003375743,0.008355325,0.0009813313,0.0001613749,0.00008515421,0.00007963614,0.0002470058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5126723,"threshold_uncertainty_score":0.9999194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611881394438096,"score_gpt":0.2833684333368933,"score_spread":0.2572496193925123,"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."}}