{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03021751,0.005289614,0.008009614,0.002965306,0.005635289,0.002841267,0.003477289,0.007698503,0.06403956],"category_scores_gemma":[0.02211088,0.003809863,0.003752865,0.002278291,0.002796303,0.002669591,0.003004675,0.008490468,0.02075674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004441948,"about_ca_system_score_gemma":0.0210397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00230001,"about_ca_topic_score_gemma":0.004492364,"domain_scores_codex":[0.9862786,0.006999133,0.002190024,0.001432197,0.001253179,0.001846814],"domain_scores_gemma":[0.9852014,0.003920415,0.001775814,0.002137239,0.004921334,0.002043842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.2096134,0.1642408,0.005328645,0.08331709,0.001235594,0.004436118,0.01565334,0.01180667,0.02422967,0.01456085,0.1280944,0.3374836],"study_design_scores_gemma":[0.3115697,0.1023376,0.02269125,0.02678142,0.0007399288,0.0009252736,0.006765535,0.006743431,0.01106899,0.01253471,0.4967785,0.001063762],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001342581,0.00009016814,0.001971832,0.00008488238,0.0001193304,0.9954346,0.0003717595,0.00005552397,0.0005292929],"genre_scores_gemma":[0.0004906177,0.00005941624,0.00170704,0.0000515346,0.00001597989,0.9974215,0.00006146013,0.000002866092,0.0001895253],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06403956,"threshold_uncertainty_score":0.2142336,"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."}}