{"id":"W4221093459","doi":"10.1080/20479700.2022.2054508","title":"Effectiveness of bright light exposure, modafinil and armodafinil for improving alertness during working time among nurses on the night shift: A systematic review","year":2022,"lang":"en","type":"review","venue":"International Journal of Healthcare Management","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Modafinil; Alertness; Scopus; Shift work; Medicine; Web of science; Psychological intervention; Wakefulness; MEDLINE; Meta-analysis; Psychiatry; Psychology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003331714,0.0004823566,0.00223334,0.0006489157,0.0001932438,0.00007219143,0.001237804,0.0001822316,0.0001521282],"category_scores_gemma":[0.0001666355,0.0003130658,0.0008092211,0.0003209214,0.00005183031,0.00008645937,0.000232019,0.0007938946,0.000009413367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005665547,"about_ca_system_score_gemma":0.00008661039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000476781,"about_ca_topic_score_gemma":0.000004966526,"domain_scores_codex":[0.9941472,0.001866677,0.00223591,0.0004671087,0.0009402233,0.0003428976],"domain_scores_gemma":[0.993691,0.002198931,0.003277355,0.0005132363,0.0002132928,0.0001062251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00029957,0.0003029939,0.00006303612,0.7090696,0.007157324,0.0006654318,0.0004854948,0.000008886655,1.248927e-7,0.01060165,0.0001895269,0.2711563],"study_design_scores_gemma":[0.001040594,0.0003595529,0.0002731519,0.9762824,0.003427243,0.000268899,0.0001412881,0.000003165234,0.000001811149,0.000164273,0.01765102,0.0003865632],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004642261,0.9903177,0.00008735096,0.0008139202,0.003028126,0.004624488,0.00003639527,0.00001934541,0.0006084313],"genre_scores_gemma":[0.02521943,0.9727034,0.00003424326,0.0001609165,0.0001915856,0.001325085,0.00003376715,0.00009551176,0.0002360606],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2707698,"threshold_uncertainty_score":0.9999322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0330423976943429,"score_gpt":0.3488159918301992,"score_spread":0.3157735941358563,"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."}}