{"id":"W2589374798","doi":"10.1016/j.smrv.2017.02.002","title":"Determinants of policy decisions for non-commercial drivers with OSA: An integrative review","year":2017,"lang":"en","type":"review","venue":"Sleep Medicine Reviews","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal; Mount Sinai Hospital; McGill University; Université de Montréal; Dawson College; Jewish General Hospital","funders":"","keywords":"Obstructive sleep apnea; Excessive daytime sleepiness; Medicine; Poison control; Human factors and ergonomics; Apnea–hypopnea index; Metric (unit); Injury prevention; Psychology; Applied psychology; Cognition; Business; Environmental health; Apnea; Psychiatry; Polysomnography; Marketing; Sleep disorder","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","metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.003141578,0.00135233,0.01411176,0.00109914,0.0002853505,0.0000200895,0.001556791,0.0004607982,0.0002756724],"category_scores_gemma":[0.01506993,0.0006944967,0.001679984,0.001130343,0.00135312,0.0002594831,0.0002699734,0.001218898,0.00009272177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006627614,"about_ca_system_score_gemma":0.001381308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001427695,"about_ca_topic_score_gemma":0.000230063,"domain_scores_codex":[0.9927468,0.0007673431,0.003102947,0.001283529,0.001183099,0.000916277],"domain_scores_gemma":[0.9900765,0.001194703,0.003382846,0.003390203,0.001053452,0.0009022295],"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":[0.00006738462,0.0001546717,0.00006149495,0.1154182,0.0003415729,0.00005247433,0.0001187146,2.517101e-9,8.791454e-7,0.00004878442,0.003499591,0.8802362],"study_design_scores_gemma":[0.001338389,0.001969577,0.000037865,0.3525632,0.006304737,0.0002386615,0.0000306908,0.000004423135,0.00000209691,0.00001329413,0.6371429,0.0003541654],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004336183,0.9788796,0.0004879381,0.0005117214,0.0003510535,0.01705649,0.0001859877,0.00002759765,0.002495221],"genre_scores_gemma":[0.000003988933,0.9917443,0.003026857,0.0004220913,0.001625014,0.001896571,0.0005544383,0.0002005857,0.0005261102],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.879882,"threshold_uncertainty_score":0.9999228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.190354989443553,"score_gpt":0.5136849020871108,"score_spread":0.3233299126435578,"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."}}