{"id":"W4407738600","doi":"10.1371/journal.pmen.0000187","title":"Emotion regulation and compassion fatigue in mental health professionals in a context of stress: A longitudinal study","year":2025,"lang":"en","type":"article","venue":"PLOS mental health.","topic":"Emotional Labor in Professions","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut du Savoir Montfort; University of Ottawa; Université du Québec à Montréal","funders":"Université du Québec à Montréal","keywords":"Psychology; Mental health; Context (archaeology); Compassion fatigue; Stress (linguistics); Longitudinal study; Compassion; Mental fatigue; Clinical psychology; Developmental psychology; Burnout; Psychotherapist; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001444961,0.0001231939,0.0003576201,0.0003349902,0.0006294483,0.00001410643,0.0001254923,0.00007579186,0.0000585908],"category_scores_gemma":[0.00008294542,0.0001185757,0.00002424053,0.0006591992,0.000136146,0.0002432189,0.0001050375,0.0002304796,0.000001669299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009932485,"about_ca_system_score_gemma":0.0007565774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009532536,"about_ca_topic_score_gemma":0.06789384,"domain_scores_codex":[0.9966351,0.001397286,0.0007326329,0.0003189791,0.0005827547,0.0003332365],"domain_scores_gemma":[0.9992272,0.000167364,0.0002967331,0.0001213434,0.00006389293,0.0001234231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000161394,0.00417839,0.8529375,0.0003020746,0.00001588715,8.560187e-7,0.1122339,0.000003674071,0.00006854589,0.02266538,0.001425993,0.006006456],"study_design_scores_gemma":[0.001689889,0.0002373431,0.8235428,0.003320177,0.000002363732,2.197495e-7,0.1693778,0.0002321663,0.00006604056,0.001323988,0.0001189867,0.00008814665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9564906,0.000581878,0.00001123848,0.03921934,0.000393818,0.002704883,0.00009525143,0.00002389435,0.0004791491],"genre_scores_gemma":[0.9986801,0.0001322959,0.0001993134,0.0005056688,0.00002308319,0.00007492521,0.00009993245,0.000006980837,0.0002777482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05836131,"threshold_uncertainty_score":0.9970631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08616107982646581,"score_gpt":0.4426993358044354,"score_spread":0.3565382559779696,"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."}}