{"id":"W2107413374","doi":"10.1378/chest.130.3.902","title":"Sleep Apnea and Commercial Motor Vehicle Operators","year":2006,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Medicine; Sleep apnea; Commercial vehicle; Sleep (system call); Apnea; Physical medicine and rehabilitation; Automotive engineering; Anesthesia; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002790234,0.0001189045,0.0002061508,0.0001278136,0.0002277442,0.00009700112,0.00009195101,0.00007787143,0.0002713276],"category_scores_gemma":[0.00009331204,0.00009673065,0.00006683387,0.0001405203,0.00017094,0.0001371347,0.00005716619,0.0005618289,0.00005612091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109728,"about_ca_system_score_gemma":0.00003164572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002908391,"about_ca_topic_score_gemma":0.000006375071,"domain_scores_codex":[0.9988955,0.00005255872,0.0002246826,0.000150807,0.0003532892,0.0003231623],"domain_scores_gemma":[0.9993182,0.00004534813,0.00005109386,0.0001354855,0.0001651174,0.0002847206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003774441,0.0003463147,0.7379431,0.0001013897,0.0001198839,0.0006561428,0.0002565907,0.000004851207,0.138702,0.0004234472,0.001645773,0.119423],"study_design_scores_gemma":[0.002935695,0.0003150676,0.9697079,0.00001740312,0.00005471199,0.001300552,0.000182291,0.00137996,0.01306681,0.0001893063,0.01070656,0.0001437223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933419,0.0004692071,0.0004209841,0.002011703,0.0002030884,0.0001446756,0.000004213915,0.00002178372,0.003382428],"genre_scores_gemma":[0.9969282,0.00001179813,0.001258918,0.0001823213,0.00132958,0.000003634617,0.000003324696,0.00002516118,0.0002570257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2317648,"threshold_uncertainty_score":0.3944561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697877601164245,"score_gpt":0.2824907361807382,"score_spread":0.2655119601690958,"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."}}