{"id":"W4414532054","doi":"10.1093/sleep/zsaf301","title":"Quantifying cumulative circadian disruption from shift work and associations with health outcomes in a large cohort of nurses","year":2025,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"KWF Kankerbestrijding","keywords":"Shift work; Circadian rhythm; Proxy (statistics); Cohort; Disease; Cohort study; Sleep (system call)","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":[0.001324865,0.0002881468,0.0002202749,0.0007018824,0.0003619253,0.0005422553,0.0004095462,0.0002940909,0.0005963186],"category_scores_gemma":[0.002986551,0.0002617929,0.0004736536,0.0007920276,0.0001875292,0.0003321742,0.0006904622,0.0003129343,0.0001513943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003456332,"about_ca_system_score_gemma":0.0004657788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01581526,"about_ca_topic_score_gemma":0.02509416,"domain_scores_codex":[0.9993502,0.0002122532,0.00007949146,0.0001833013,0.0001082432,0.0000664114],"domain_scores_gemma":[0.9980015,0.0002520177,0.00107777,0.0002181605,0.0002815208,0.0001689973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000388328,0.00001357964,0.9985668,0.00001171211,0.00005110799,0.00001434875,0.00007971379,0.00002472319,0.0001196513,0.000004147585,0.00005642687,0.001018863],"study_design_scores_gemma":[0.000002861753,0.00005286199,0.9994718,0.000008033442,0.00001940589,0.00004693162,0.0001594821,0.00007980293,0.00002619048,0.000008313768,0.0001219185,0.000002333384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985738,0.0004161787,0.0003574398,0.00003166457,0.000008917122,0.00001432148,0.0004405216,0.000003344357,0.0001537928],"genre_scores_gemma":[0.9984928,0.0002373908,0.0003936057,0.00002967536,0.00001539057,0.00003916632,0.0006322701,0.000003234804,0.0001563769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01581526,"threshold_uncertainty_score":0.0314464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934492628917269,"score_gpt":0.3598428067642127,"score_spread":0.33049788047504,"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."}}