{"id":"W4396229823","doi":"10.1093/sleep/zsae103","title":"Changing the organizational work schedule of shift workers leads to improved sleep—an editorial","year":2024,"lang":"en","type":"editorial","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Shift work; Work schedule; Sleep (system call); Schedule; Work (physics); Psychology; Medicine; Applied psychology; Computer science; Psychiatry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006056977,0.003034859,0.003796466,0.003191004,0.003329588,0.006796351,0.003621613,0.01639822,0.007891111],"category_scores_gemma":[0.02851825,0.00129807,0.002975477,0.001625597,0.001929421,0.002849084,0.001175289,0.02131041,0.006258276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003177597,"about_ca_system_score_gemma":0.00351482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003747095,"about_ca_topic_score_gemma":0.01086285,"domain_scores_codex":[0.9956638,0.0007900108,0.0006972699,0.0005340981,0.002038066,0.0002767397],"domain_scores_gemma":[0.980621,0.008550433,0.001150184,0.0003609819,0.007029394,0.002287955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007075566,0.00002364692,0.00004033363,0.0002888509,0.00004131474,0.0001164041,0.000009317867,0.00002142091,0.0000501806,0.0001446878,0.9943715,0.004821631],"study_design_scores_gemma":[0.0004190534,0.0001536848,0.001393974,0.001353078,0.0003367378,0.0004972168,0.00008831883,0.0003282047,0.0001766812,0.001175888,0.9940274,0.0000497647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003074166,0.005802484,0.00005378684,0.02448795,0.9688274,0.00002019322,0.00003479685,0.00002439708,0.000718391],"genre_scores_gemma":[0.0002952889,0.004917901,0.00005966322,0.02266723,0.9690127,0.00002436877,0.0000194056,0.0000159007,0.002987689],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01639822,"threshold_uncertainty_score":0.03203273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008226832313371053,"score_gpt":0.2791965058763485,"score_spread":0.2709696735629775,"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."}}