{"id":"W4366259409","doi":"10.1016/j.sleh.2023.02.004","title":"An evening light intervention reduces fatigue and errors during night shifts: A randomized controlled trial","year":2023,"lang":"en","type":"article","venue":"Sleep Health","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Toronto; Université du Québec à Montréal; McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé; Mitacs; Canadian Institutes of Health Research; Canada First Research Excellence Fund; Social Sciences and Humanities Research Council of Canada; McGill University","keywords":"Evening; Randomized controlled trial; Intervention (counseling); Psychology; Medicine; Physical therapy; Audiology; Internal medicine; Psychiatry; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.003769111,0.0002873159,0.001365425,0.0004844983,0.0003991267,0.00006837717,0.0001958967,0.0002423805,0.0003840989],"category_scores_gemma":[0.0002621516,0.0002319228,0.0003767152,0.000514767,0.0000870869,0.0001826335,0.00004197374,0.0004222657,0.0001235658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008117233,"about_ca_system_score_gemma":0.00004560044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003301208,"about_ca_topic_score_gemma":0.0001413838,"domain_scores_codex":[0.9949561,0.002199181,0.001307372,0.0005951608,0.0002722253,0.0006699846],"domain_scores_gemma":[0.9982493,0.0004900231,0.0005410342,0.0003697762,0.00004642573,0.0003034449],"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":[0.9532377,0.0004343757,0.0003700671,0.00003427685,0.0009729887,0.00003066594,0.02009242,0.00005170599,0.00007802181,0.002258741,0.0008796254,0.02155941],"study_design_scores_gemma":[0.9949195,0.0005564339,0.000784061,0.0003636011,0.0001292672,0.000003326098,0.002203455,0.0004225342,0.00005026251,0.0002636099,0.0000469074,0.0002570258],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98422,0.001769392,0.0003279176,0.003273624,0.003736036,0.004008006,0.000006291654,0.000457865,0.00220084],"genre_scores_gemma":[0.997688,0.0001208141,0.0001106969,0.0001455996,0.0004373439,0.0009226137,0.00005954148,0.00005119952,0.0004641929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04168181,"threshold_uncertainty_score":0.9457536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02564804395830566,"score_gpt":0.3609308730300913,"score_spread":0.3352828290717856,"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."}}