{"id":"W3015382768","doi":"10.2196/17368","title":"Promoting Employees’ Recovery During Shift Work: Protocol for a Workplace Intervention Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministerie van Sociale Zaken en Werkgelegenheid","keywords":"Intervention (counseling); Psychological intervention; Applied psychology; Shift work; Multinational corporation; Psychology; Medicine; Nursing; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002721625,0.000339489,0.0003986259,0.0003054358,0.0005451824,0.0003599671,0.0008713793,0.0003149454,0.001435981],"category_scores_gemma":[0.000515239,0.0003136728,0.0002561235,0.001580214,0.000112235,0.0003215328,0.0004614159,0.001560655,0.000671392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001572502,"about_ca_system_score_gemma":0.00008486956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002117609,"about_ca_topic_score_gemma":0.000016108,"domain_scores_codex":[0.9942326,0.001684967,0.000860331,0.001102732,0.000802849,0.00131653],"domain_scores_gemma":[0.9978716,0.0004412481,0.0002507307,0.0007528222,0.0002913606,0.0003922782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.09047779,0.04008159,0.3755181,0.003873071,0.001477251,0.0006342829,0.1076478,0.00004275706,0.0004567578,0.000887313,0.09289942,0.2860039],"study_design_scores_gemma":[0.2133453,0.1387122,0.2295784,0.08058947,0.000082428,0.00001821023,0.02199673,0.0001209753,0.006498027,0.002268727,0.301442,0.00534745],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02491738,0.000001147854,0.0001984201,0.0008837058,0.00002114751,0.971779,0.000006813008,0.000358757,0.001833658],"genre_scores_gemma":[0.06549492,1.1244e-8,0.000198235,0.00003894689,0.0004536735,0.932852,0.000006477225,0.0001196355,0.0008360905],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2806565,"threshold_uncertainty_score":0.9999315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3135715366552523,"score_gpt":0.5610751600134923,"score_spread":0.24750362335824,"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."}}