{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002257778,0.0001119314,0.0003066571,0.0001802554,0.00008930156,0.00001422635,0.00006619585,0.0001244568,0.00008479867],"category_scores_gemma":[0.00004590227,0.00009969539,0.00003650561,0.0004721933,0.00004370168,0.00006215787,0.00001695267,0.0002108594,0.00001136567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007600732,"about_ca_system_score_gemma":0.00002764768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002404999,"about_ca_topic_score_gemma":0.005628699,"domain_scores_codex":[0.9989458,0.000158146,0.0002994229,0.0002478732,0.0001031956,0.0002456178],"domain_scores_gemma":[0.9993314,0.0002556208,0.0001569828,0.0001849637,0.00002341935,0.00004763341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003898735,0.0001880293,0.9692249,0.000002510377,0.000278179,0.000002716651,0.01004635,0.00002142497,3.127854e-7,0.01551285,0.00008094199,0.004602743],"study_design_scores_gemma":[0.001217766,0.00003666774,0.9967933,0.0001739967,0.0000520097,3.925988e-8,0.001338357,0.00001527314,0.000002332328,0.0002420525,0.00004016945,0.00008803652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993906,0.0007013523,0.0008062583,0.001462266,0.0004201968,0.0003764292,0.00009073446,0.00003461524,0.002202206],"genre_scores_gemma":[0.9993634,0.000009246416,0.0001531687,0.0002586786,0.00001234612,0.00003363769,0.00009254638,0.00001082462,0.00006615167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02756835,"threshold_uncertainty_score":0.406546,"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."}}