{"id":"W2519846488","doi":"10.1136/oemed-2016-103904","title":"Shift work practices and opportunities for intervention","year":2016,"lang":"en","type":"article","venue":"Occupational and Environmental Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shift work; Medicine; Intervention (counseling); Work (physics); Breast cancer; Disease; Occupational cancer; Occupational disease; Environmental health; Occupational safety and health; Population; Workers' compensation; Gerontology; Compensation (psychology); Cancer; Occupational exposure; Psychology; Nursing; Pathology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001587365,0.00007875819,0.0000820979,0.00003961868,0.00006643371,0.000004266849,0.00002875473,0.00005422241,0.001500473],"category_scores_gemma":[0.00003327943,0.00004841836,0.00001647023,0.00001467297,0.0002197019,0.00009707439,0.00001876767,0.00003552049,0.00001535449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001256288,"about_ca_system_score_gemma":0.000001696008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000182111,"about_ca_topic_score_gemma":0.000002867838,"domain_scores_codex":[0.9994847,0.00003151789,0.000142793,0.0001596755,0.00008666945,0.00009463576],"domain_scores_gemma":[0.9994712,0.000271884,0.0001246399,0.00006550414,0.000002458517,0.00006434413],"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":[0.0006130452,0.0001155917,0.2095808,0.000005437337,0.0001065821,0.000006067493,0.0006876959,9.181515e-8,0.0001489521,0.009123847,0.005456088,0.7741557],"study_design_scores_gemma":[0.003821545,0.0006147321,0.9626226,0.0004032972,0.0001084112,0.00001130751,0.002008704,0.00000207424,0.00003582065,0.0007997689,0.02940311,0.0001686488],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857895,0.001916204,0.001527968,0.008080598,0.0003314686,0.0001648448,0.00004483272,0.00001533341,0.002129201],"genre_scores_gemma":[0.9977555,0.0003081367,0.00008958676,0.0003855452,0.0001737787,0.00005391785,0.00008311649,0.000007344758,0.001143115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7739871,"threshold_uncertainty_score":0.9994123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09143324928636162,"score_gpt":0.3381310215481566,"score_spread":0.2466977722617949,"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."}}