{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003636788,0.001552375,0.00470543,0.000881426,0.001095228,0.001244662,0.00148962,0.002948018,0.01021537],"category_scores_gemma":[0.005897531,0.001010983,0.002887086,0.0007336379,0.001615603,0.001035222,0.0008673609,0.002534389,0.0007303969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155287,"about_ca_system_score_gemma":0.002495168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003415859,"about_ca_topic_score_gemma":0.005365189,"domain_scores_codex":[0.9965993,0.001954769,0.0003828232,0.0004622398,0.0002998528,0.0003011223],"domain_scores_gemma":[0.9968691,0.001274828,0.0006602135,0.0001990781,0.0002122328,0.0007844063],"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":[0.9723654,0.01072523,0.0003165621,0.002576357,0.001268366,0.00002639383,0.00008061191,0.0001124289,0.0005915913,0.00005514235,0.0004233323,0.0114585],"study_design_scores_gemma":[0.9561151,0.04170059,0.001058166,0.0001609741,0.0004667756,0.00000793462,0.00002564494,0.00009953861,0.00008541413,0.00004986316,0.0002195685,0.00001049827],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617108,0.01629132,0.0009454964,0.001066288,0.0021303,0.01451342,0.0008606942,0.0002104882,0.002271072],"genre_scores_gemma":[0.9626912,0.007295545,0.003520672,0.001294802,0.001159746,0.02091062,0.0004031571,0.00002709714,0.002697076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021537,"threshold_uncertainty_score":0.03417385,"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."}}