{"id":"W4416953142","doi":"10.18623/rvd.v22.n5.3835","title":"BURNOUT IN HEALTHCARE AFTER THE PANDEMIC: PSYCHOEDUCATION AND DESTIGMATISATION AS KEYS TO PREVENTION","year":2025,"lang":"","type":"article","venue":"Veredas do Direito Direito Ambiental e Desenvolvimento Sustentável","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychoeducation; Psychosocial; Burnout; Health care; Mental health; Workload; Coping (psychology); Telepsychiatry; Stigma (botany)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001847211,0.00111663,0.001008861,0.001306684,0.0008207738,0.0005286187,0.0007870541,0.0007440851,0.0006912705],"category_scores_gemma":[0.0002402507,0.001054594,0.0003729759,0.002363876,0.0004458925,0.0005629028,0.0006500279,0.00104574,0.0007031155],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003955678,"about_ca_system_score_gemma":0.001513609,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02081724,"about_ca_topic_score_gemma":0.005127349,"domain_scores_codex":[0.9909479,0.001553491,0.002145197,0.002397565,0.0010798,0.001876052],"domain_scores_gemma":[0.9961011,0.0005724283,0.0005551304,0.001610458,0.0002376132,0.0009232534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005196368,0.003583758,0.7699074,0.001970756,0.0003774297,0.00007627382,0.01525063,0.00003593748,0.001157489,0.01970652,0.003725175,0.1790122],"study_design_scores_gemma":[0.006673087,0.001441392,0.9080017,0.003757177,0.0003987198,0.0001076008,0.01149035,0.0003681078,0.0003539481,0.008259119,0.05779603,0.001352747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9384867,0.02454639,0.0002636079,0.01268604,0.00688661,0.007312307,0.0001588417,0.0001518104,0.009507672],"genre_scores_gemma":[0.9736007,0.002666285,0.0001802286,0.00659599,0.0003976913,0.002043271,0.0002119863,0.0001169822,0.01418689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1776595,"threshold_uncertainty_score":0.999868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03762074380443311,"score_gpt":0.4197478497236722,"score_spread":0.3821271059192392,"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."}}