{"id":"W2801445625","doi":"10.1093/sleep/zsy061.228","title":"0229 Sleep Duration Affects Subjective Alertness and Sleepiness of Police Officers on Rotating Shifts","year":2018,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Office of Naval Research; National Institutes of Health","keywords":"Alertness; Evening; Morning; Shift work; Psychology; Sleep deprivation; Circadian rhythm; Audiology; Night work; Medicine; Vigilance (psychology); Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002955303,0.0002717142,0.000314172,0.0002470412,0.0002040454,0.00002856063,0.0001917952,0.000270435,0.0003675726],"category_scores_gemma":[0.00008742095,0.0002625927,0.00007470605,0.0005503112,0.0002578541,0.0001575161,0.00005455854,0.0002683254,0.0002166519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000442655,"about_ca_system_score_gemma":0.00001981847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00092991,"about_ca_topic_score_gemma":0.0004547536,"domain_scores_codex":[0.9981838,0.0002417661,0.0003588464,0.0005303721,0.0002474566,0.0004377416],"domain_scores_gemma":[0.9986969,0.0002954833,0.0002951748,0.0004273699,0.0001602707,0.0001247807],"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":[0.003257412,0.001451222,0.2099871,0.000112942,0.001609586,0.00005520002,0.1062752,0.0004290405,0.005255222,0.05728105,0.002292462,0.6119936],"study_design_scores_gemma":[0.009712223,0.003980214,0.9441841,0.0009058567,0.0005139146,0.00003365997,0.007840657,0.002406824,0.0279255,0.0004124781,0.0003768532,0.001707768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584422,0.000155814,0.0006008699,0.0001618369,0.001456946,0.0004712532,0.0000142749,0.0001069037,0.03858992],"genre_scores_gemma":[0.9989298,0.000004043418,0.0001742594,0.0002646006,0.0004197251,0.00005275119,0.00002395275,0.00004937951,0.00008150394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7341969,"threshold_uncertainty_score":0.9999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600942936467121,"score_gpt":0.2948715890701609,"score_spread":0.2788621597054897,"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."}}