{"id":"W3143221915","doi":"10.7717/peerj.11181","title":"Mental health service use and its associated factors among nurses in China: a cross-sectional survey","year":2021,"lang":"en","type":"article","venue":"PeerJ","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"National Natural Science Foundation of China","keywords":"Mental health; Pittsburgh Sleep Quality Index; Burnout; Medicine; Logistic regression; Cross-sectional study; Depression (economics); Patient Health Questionnaire; Psychiatry; Family medicine; Nursing; Psychology; Insomnia; Clinical psychology; Sleep quality; Depressive symptoms; Anxiety","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":[0.001584374,0.0002156979,0.0004538049,0.0001102449,0.001213269,0.00005160151,0.0001152843,0.0003463511,0.0005894183],"category_scores_gemma":[0.001716342,0.0001910833,0.00005005919,0.0005135152,0.00003395411,0.0003697066,0.0001988755,0.00102064,0.0000362697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004495308,"about_ca_system_score_gemma":0.001296294,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03565852,"about_ca_topic_score_gemma":0.1264929,"domain_scores_codex":[0.9953722,0.002157856,0.0007635673,0.0004834253,0.0004576138,0.0007653711],"domain_scores_gemma":[0.9975511,0.001022187,0.0003092672,0.0001837083,0.0005795397,0.0003541483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003932931,0.0001536429,0.9939895,0.0002163772,0.00002100574,0.00000721271,0.004268941,0.000003249235,0.00004561493,0.00006089973,0.001072444,0.0001217256],"study_design_scores_gemma":[0.0009660766,0.00002808267,0.9960065,0.0007556093,0.000001681274,0.000001378667,0.0009966096,0.0002937116,0.00001517487,0.00004158967,0.0007243111,0.0001692107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907377,0.001022491,0.000001265052,0.003271427,0.002474332,0.0005863939,0.001719276,0.00008085734,0.0001061964],"genre_scores_gemma":[0.990593,0.0003210196,0.00001661004,0.001677779,0.000104801,0.00005222139,0.001674545,0.00003295183,0.005527121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09083438,"threshold_uncertainty_score":0.9707631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1211890117498614,"score_gpt":0.4637031586168521,"score_spread":0.3425141468669907,"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."}}