{"id":"W1510089653","doi":"","title":"Shift work and health.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada","funders":"","keywords":"Shift work; Psychological distress; Psychology; Distress; Incidence (geometry); Gerontology; Medicine; Demography; Clinical psychology; Psychiatry; Mental health; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001861534,0.00007448177,0.000101627,0.00004813499,0.00006160264,0.00001742742,0.00006942343,0.00008771029,0.0007953697],"category_scores_gemma":[0.000009801532,0.00006879695,0.00002299207,0.0001819929,0.00003652883,0.00002843071,0.00001636841,0.0001497731,0.0003351068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001591589,"about_ca_system_score_gemma":0.000001163123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003992372,"about_ca_topic_score_gemma":0.0000103153,"domain_scores_codex":[0.9991931,0.00004684175,0.0001314735,0.0001872699,0.00006134936,0.0003799448],"domain_scores_gemma":[0.9995705,0.00003910123,0.00003848129,0.0001869317,0.000004678326,0.0001603165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000007024333,0.00005111758,0.06897223,8.833482e-7,0.00003601622,0.000007302663,0.0009702381,2.505371e-7,3.736374e-9,0.004055294,0.07433701,0.8515626],"study_design_scores_gemma":[0.000528899,0.00001253526,0.9651092,0.000006932672,0.000007259134,0.000001575725,0.00003110471,2.820445e-7,7.290025e-7,0.00009935963,0.0341088,0.00009333719],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4440281,0.02912124,0.0001208158,0.06881534,0.003501819,0.001488625,0.000006684257,0.0004364099,0.452481],"genre_scores_gemma":[0.9956999,0.00004948066,0.00002909431,0.001906979,0.0001164913,0.0004363344,0.000001576366,0.00001294753,0.001747145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8961369,"threshold_uncertainty_score":0.870874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07591418608935416,"score_gpt":0.2775344934094399,"score_spread":0.2016203073200858,"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."}}