{"id":"W3010488647","doi":"10.7717/peerj.8464","title":"Physical activity, sedentary time and sleep and associations with mood states, shift work disorder and absenteeism among nurses: an analysis of the cross-sectional Champlain Nurses’ Study","year":2020,"lang":"en","type":"article","venue":"PeerJ","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Canadian Institutes of Health Research; Public Health Agency; Public Health Agency of Canada","keywords":"Absenteeism; Mood; Medicine; Physical activity; Shift work; Sleep (system call); Physical therapy; Sedentary behavior; Gerontology; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001300808,0.0001731336,0.0003187174,0.00008012689,0.000237541,0.00008346636,0.0001089278,0.00008947864,0.0001080448],"category_scores_gemma":[0.00002016828,0.0001294934,0.00006379766,0.0006590729,0.0002555426,0.0001539344,0.0000651878,0.0002755181,0.000003784579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000185339,"about_ca_system_score_gemma":0.000008854444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001152013,"about_ca_topic_score_gemma":0.001362458,"domain_scores_codex":[0.9987474,0.0001974949,0.0001605024,0.000430282,0.000269411,0.000194887],"domain_scores_gemma":[0.9992586,0.0002163148,0.0001456684,0.0002147502,0.00004555818,0.0001191104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001142412,0.0008963707,0.9745846,0.000001476823,0.00219648,0.000002927859,0.02001046,0.0005573827,0.000005057033,0.00005139682,0.00004402828,0.001535626],"study_design_scores_gemma":[0.001328432,0.0002559612,0.9935989,0.000006776135,0.0009181284,5.476137e-7,0.001819862,0.001888938,0.000003638033,0.00002704544,0.000004962439,0.000146829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984593,0.00005673026,0.00004666591,0.00044777,0.0001105178,0.0004592939,0.0001996403,0.00003789444,0.0001822142],"genre_scores_gemma":[0.9996617,0.000001854477,0.00001082885,0.0000570589,0.0000575876,0.00002311638,0.0000766991,0.00002002993,0.0000911564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01901432,"threshold_uncertainty_score":0.5280589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311444436547352,"score_gpt":0.305150506834227,"score_spread":0.2920360624687534,"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."}}