{"id":"W4311622325","doi":"10.31234/osf.io/273cm","title":"Evening light reduces fatigue and errors during night shifts: A randomised controlled trial","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université du Québec à Montréal; McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé; Canada First Research Excellence Fund; Social Sciences and Humanities Research Council of Canada; Mitacs; McGill University","keywords":"Evening; Alertness; Mood; Morning; Circadian rhythm; Randomized controlled trial; Psychological intervention; Medicine; Dark therapy; Sleep (system call); Psychology; Physical therapy; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001237284,0.0007309408,0.00180696,0.0005157698,0.0004774558,0.0001537203,0.0006174078,0.0009404903,0.01544939],"category_scores_gemma":[0.0003156402,0.0006117496,0.0006928716,0.0002574512,0.00009903043,0.00008184167,0.0007302449,0.002193221,0.00005385618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001261278,"about_ca_system_score_gemma":0.0001298044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002178028,"about_ca_topic_score_gemma":0.00002731392,"domain_scores_codex":[0.9947749,0.001241476,0.001422341,0.001383415,0.0004791035,0.0006987192],"domain_scores_gemma":[0.9971777,0.0008514814,0.000764112,0.0008942127,0.00006427558,0.0002482212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9681181,0.0005903958,0.0002795833,0.00003554504,0.005220658,0.0002786839,0.01483077,0.0004085455,0.0002291298,0.001714977,0.005735205,0.002558373],"study_design_scores_gemma":[0.9945761,0.0002306368,0.0001773275,0.0002945024,0.0007376396,0.000008330842,0.001884044,0.00004796534,0.0002183361,0.0002656289,0.0006341428,0.0009253359],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8391398,0.003503011,0.0001136387,0.001427148,0.00868618,0.007133277,0.00001740535,0.0004049349,0.1395746],"genre_scores_gemma":[0.9839666,0.0001328289,0.0003002953,0.0001474517,0.0007989304,0.005133672,0.00008666897,0.0001172843,0.009316307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1448267,"threshold_uncertainty_score":0.9996334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03015758406486366,"score_gpt":0.316729360056669,"score_spread":0.2865717759918053,"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."}}