{"id":"W3020153107","doi":"10.1016/j.bbi.2020.04.055","title":"Is returning to work during the COVID-19 pandemic stressful? A study on immediate mental health status and psychoneuroimmunity prevention measures of Chinese workforce","year":2020,"lang":"en","type":"article","venue":"Brain Behavior and Immunity","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":599,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"Quỹ Đổi mới sáng tạo Vingroup; National University of Singapore; Tập đoàn Vingroup - Công ty CP","keywords":"Anxiety; Workforce; Mental health; Marital status; Medicine; Depression (economics); Psychiatry; Insomnia; Occupational safety and health; Personal protective equipment; Psychology; Clinical psychology; Coronavirus disease 2019 (COVID-19); Environmental health; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.0009968802,0.0002536691,0.000368139,0.0001021606,0.0007555214,0.00003494654,0.0002315102,0.00007235755,0.00008140682],"category_scores_gemma":[0.000205871,0.0001966633,0.00006948037,0.0004657524,0.0001149112,0.00007103305,0.0002144915,0.0006430277,0.000004620824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001843301,"about_ca_system_score_gemma":0.0001493974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004166295,"about_ca_topic_score_gemma":0.0005309493,"domain_scores_codex":[0.9971097,0.001297148,0.0004837386,0.0003965205,0.0002879801,0.0004249898],"domain_scores_gemma":[0.9983837,0.0003233767,0.0002356612,0.0004939457,0.00002491156,0.0005383888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001422966,0.0007635044,0.8746005,0.00008083331,0.00002602322,0.000002576329,0.108045,0.000001355731,0.001360184,0.000004190166,0.0002533741,0.01343951],"study_design_scores_gemma":[0.002825109,0.001937236,0.9771038,0.00005183767,0.00002302356,0.000008854358,0.01694108,8.489376e-7,0.0000175997,0.00001406646,0.0009171128,0.0001594817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926029,0.0009106556,0.00001839191,0.004069598,0.0002270227,0.001964605,0.0001090215,0.00006180614,0.00003593747],"genre_scores_gemma":[0.9935597,0.0002256154,0.00001085231,0.00582283,0.00004020836,0.0001178159,0.00002685281,0.00002646236,0.0001697231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1025032,"threshold_uncertainty_score":0.8019695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1896563688865608,"score_gpt":0.4599704115075087,"score_spread":0.2703140426209478,"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."}}