{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008786934,0.0005165844,0.001259257,0.001615528,0.001382021,0.002894398,0.0008470975,0.001963976,0.003505144],"category_scores_gemma":[0.02141855,0.0003507024,0.001875093,0.001112396,0.00164626,0.0035515,0.003651678,0.003416474,0.0002416395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002463793,"about_ca_system_score_gemma":0.01292704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005031929,"about_ca_topic_score_gemma":0.009862793,"domain_scores_codex":[0.9947476,0.003357796,0.0004119269,0.0002415274,0.0006556092,0.00058544],"domain_scores_gemma":[0.9868661,0.009581498,0.001489436,0.0002139196,0.0009365806,0.0009125229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004288877,0.0009406438,0.01192016,0.1082793,0.001153798,0.000400478,0.01956416,0.0002871082,0.0005012092,0.009001895,0.01471749,0.832805],"study_design_scores_gemma":[0.0006975607,0.001398304,0.08590195,0.6091447,0.004901694,0.001202994,0.03821486,0.0006308402,0.001566721,0.01813167,0.2379975,0.0002114162],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02823147,0.9070515,0.001225844,0.05623863,0.00169926,0.0003759921,0.0001290265,0.00003594469,0.005012422],"genre_scores_gemma":[0.2797171,0.6952816,0.005594726,0.01622841,0.001229233,0.0007788725,0.0001243698,0.00001973894,0.001025991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008786934,"threshold_uncertainty_score":0.04647028,"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."}}