{"id":"W7064865082","doi":"","title":"Controlling light exposure to improve sleep and mood in rapidly rotating shift workers","year":2021,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Electromagnetic Compatibility and Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University Health Centre","keywords":"Sleep (system call); Mood; Shift work; Affect (linguistics); Sleep quality","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001685598,0.0001714471,0.0001767367,0.00007914038,0.0002363198,0.0002703095,0.0001805451,0.000216472,0.004289271],"category_scores_gemma":[0.0004019712,0.00007403831,0.0001725768,0.00006330781,0.00009476062,0.00005832218,0.0001308157,0.0003609895,0.000634062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370252,"about_ca_system_score_gemma":0.000328366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003367965,"about_ca_topic_score_gemma":0.00648586,"domain_scores_codex":[0.9999431,0.000009984711,0.000003613223,0.00001271527,0.00001584574,0.00001476008],"domain_scores_gemma":[0.9998719,0.00003816608,0.00002409516,0.000005810378,0.00002544827,0.000034598],"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":[0.01819582,0.0079459,0.03893233,0.0008420856,0.0001503058,0.0001943949,0.001667565,0.0002844597,0.3685758,0.0001176099,0.01487077,0.548223],"study_design_scores_gemma":[0.001550379,0.03131144,0.9056582,0.0002425156,0.0002894807,0.0002594874,0.002200339,0.0004937437,0.04581616,0.0002258235,0.01189601,0.00005647823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932511,0.002824676,0.0005060917,0.0007992482,0.0002264218,0.00006272892,0.0001230006,0.00004420401,0.002162497],"genre_scores_gemma":[0.9778731,0.003449597,0.002268187,0.000699442,0.0001492857,0.0001113393,0.0001457602,0.00003197215,0.0152712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004289271,"threshold_uncertainty_score":0.01434904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00791435014756925,"score_gpt":0.2074095133845444,"score_spread":0.1994951632369752,"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."}}