{"id":"W4389333371","doi":"10.1186/s13033-023-00614-6","title":"Would you choose to be a psychiatrist again? A large-sample nationwide survey of psychiatrists and psychiatry residents in China","year":2023,"lang":"en","type":"article","venue":"International Journal of Mental Health Systems","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Burnout; Workload; Workforce; Mental health; Job satisfaction; Medicine; Psychiatry; Quarter (Canadian coin); Health administration; Attrition; Psychology; Family medicine; Nursing; Clinical psychology; Public health; Social psychology; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008207534,0.0002524103,0.0007729387,0.001340917,0.0004258915,0.00003008721,0.0005965429,0.0003103782,0.00005999961],"category_scores_gemma":[0.0008244884,0.0002192516,0.0001148877,0.0008838452,0.0000325994,0.0002378819,0.0002327277,0.00126607,0.00002827319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005358572,"about_ca_system_score_gemma":0.002055864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02816922,"about_ca_topic_score_gemma":0.01138284,"domain_scores_codex":[0.9924955,0.001666266,0.003200419,0.0003561738,0.001581097,0.0007005673],"domain_scores_gemma":[0.9956046,0.0006061688,0.002136438,0.0002413922,0.0008566367,0.0005547411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008663946,0.0003196496,0.9471825,0.0008293358,0.00008185533,0.000009249985,0.004891875,0.0000370774,0.000008689872,0.0007133856,0.04226037,0.002799633],"study_design_scores_gemma":[0.003565877,0.0002828915,0.9768907,0.006575067,0.000005132881,0.00002313412,0.005288766,0.0003783566,0.000001186609,0.0004550092,0.006367902,0.0001659866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8888867,0.006156776,0.0001867671,0.08081561,0.02014823,0.00146174,0.002195439,0.00003442649,0.0001142421],"genre_scores_gemma":[0.9910001,0.002520803,0.0007437485,0.004029914,0.0009788302,0.00006319749,0.0002477836,0.00004580008,0.0003698594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1021133,"threshold_uncertainty_score":0.9783023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06369226568982556,"score_gpt":0.4705958486180969,"score_spread":0.4069035829282713,"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."}}