{"id":"W3157946630","doi":"10.2196/23125","title":"Psychological Impact of the COVID-19 Pandemic on Chinese Health Care Workers: Cross-Sectional Survey Study","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psychosocial; Pandemic; Anxiety; Cross-sectional study; Outbreak; Family medicine; Health care; Mental health; Psychological intervention; Depression (economics); Intervention (counseling); Coronavirus disease 2019 (COVID-19); Psychiatry; Disease; Infectious disease (medical specialty)","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":[0.0009299382,0.0003316803,0.0003396865,0.001013929,0.0009432426,0.0005294603,0.0003866343,0.0005648677,0.001448152],"category_scores_gemma":[0.001449846,0.000416353,0.0004667989,0.001313685,0.0003765767,0.0005300334,0.000668811,0.0005554964,0.0002098269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009419448,"about_ca_system_score_gemma":0.001008287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02577236,"about_ca_topic_score_gemma":0.03451371,"domain_scores_codex":[0.9995061,0.0000906803,0.00008173249,0.00008244843,0.0001084637,0.0001306252],"domain_scores_gemma":[0.9988955,0.0001401734,0.0004144934,0.00006394246,0.0001591482,0.0003265829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001412848,0.00004805476,0.9985843,0.0000184413,0.00001412006,0.00005697368,0.0006613394,0.000006171593,0.0001064315,0.000004424077,0.00004690376,0.000438805],"study_design_scores_gemma":[0.000002174431,0.00007860568,0.9979692,0.000007277095,0.000008303891,0.00006118588,0.001747788,0.00003223068,0.00002003182,0.000002717064,0.00006794494,0.000002569093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995531,0.00005707314,0.00001755528,0.00003940945,0.000002605676,0.00002245076,0.0001318182,6.105583e-7,0.0001752907],"genre_scores_gemma":[0.9993907,0.0001301533,0.00004219012,0.00009508744,0.00000890218,0.0000365385,0.0001804066,5.73412e-7,0.0001154522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02577236,"threshold_uncertainty_score":0.05124468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2174549358240376,"score_gpt":0.5761768347044333,"score_spread":0.3587218988803956,"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."}}