{"id":"W2736065558","doi":"10.1111/jsr.12579","title":"Actigraph measures of sleep among female hospital employees working day or alternating day and night shifts","year":2017,"lang":"en","type":"article","venue":"Journal of Sleep Research","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Chronotype; Shift work; Sleep (system call); Medicine; Psychology; Circadian rhythm; Demography; Gerontology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006868827,0.0002520384,0.000570587,0.0007904813,0.0008364736,0.000380194,0.001344602,0.0003227697,0.0003524976],"category_scores_gemma":[0.001845062,0.0001863484,0.0002201276,0.0003544251,0.00077317,0.0005872715,0.0003108177,0.001895979,0.00001984303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006380149,"about_ca_system_score_gemma":0.00006620293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003511634,"about_ca_topic_score_gemma":0.0002123816,"domain_scores_codex":[0.9955317,0.0008970792,0.0008816411,0.0003904208,0.00149731,0.0008018345],"domain_scores_gemma":[0.9958942,0.001201449,0.001037272,0.0007905023,0.0007073177,0.0003692647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003577961,0.0004387637,0.7793604,0.00001522938,0.001041077,0.0007295326,0.007939988,0.00002098596,0.0004124402,0.0003168845,0.001210745,0.2081562],"study_design_scores_gemma":[0.00390981,0.002608764,0.9814291,0.001958978,0.0001600881,0.00004855524,0.004571372,0.00004882155,0.003341414,0.0004149635,0.001030283,0.0004778425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839028,0.002096974,0.0002066427,0.0005780344,0.001524812,0.0002679095,0.000004010756,0.00001589399,0.01140292],"genre_scores_gemma":[0.9981129,0.0002946373,0.0003855054,0.00001226035,0.0008117851,0.00001131194,8.36377e-7,0.00005455546,0.00031621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2076783,"threshold_uncertainty_score":0.8237191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1459690769763463,"score_gpt":0.40894655346391,"score_spread":0.2629774764875638,"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."}}