{"id":"W4212912188","doi":"10.2147/nss.s336795","title":"Timing of Sleep in the Break Between Two Consecutive Night-Shifts: The Effect of Different Strategies on Daytime Sleep and Night-Time Neurobehavioural Function","year":2022,"lang":"en","type":"article","venue":"Nature and Science of Sleep","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Central Queensland University","keywords":"Sleep (system call); Daytime; Work (physics); Sleep patterns; Function (biology); Slow-wave sleep","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001314669,0.0002217348,0.0003916715,0.0002862659,0.0003732355,0.00004143617,0.0005422587,0.0001538001,0.0001108535],"category_scores_gemma":[0.00005311713,0.0001224472,0.00008041543,0.0008435295,0.0009536931,0.0001616417,0.0001482407,0.001076091,0.000001810405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000257901,"about_ca_system_score_gemma":0.00002258441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001367261,"about_ca_topic_score_gemma":0.00001615975,"domain_scores_codex":[0.9976815,0.0005811139,0.0003709869,0.0004261143,0.0006233215,0.0003169865],"domain_scores_gemma":[0.9981539,0.001072778,0.0002758506,0.0003838308,0.00006011049,0.00005352066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005084273,0.001394664,0.6668599,0.0001058717,0.0008643138,0.0001122507,0.06902242,0.001681731,0.04462297,0.0476172,0.001887635,0.1607467],"study_design_scores_gemma":[0.004177794,0.006254072,0.9694235,0.0001540197,0.0005408695,0.00003923391,0.007594795,0.001068047,0.009144474,0.001125412,0.00003581277,0.000441948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944313,0.0007789023,0.000007777161,0.0004417988,0.0003668634,0.0004683773,0.00003435896,0.00001275931,0.003457931],"genre_scores_gemma":[0.9997731,0.000004926248,0.000007085691,0.0001136012,0.00003543366,0.00002745188,0.00001040834,0.00001042995,0.00001757674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3025636,"threshold_uncertainty_score":0.4993253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108824466257029,"score_gpt":0.2858551419054153,"score_spread":0.2749726952797124,"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."}}