{"id":"W4401935132","doi":"10.1192/j.eurpsy.2024.444","title":"A scoping review of the literature on interventions to reduce stress and burnout among teachers.","year":2024,"lang":"en","type":"review","venue":"European Psychiatry","topic":"Emotional Intelligence and Performance","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Burnout; Psychological intervention; Psychology; Stress (linguistics); Clinical psychology; Applied psychology; Psychiatry; Philosophy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006078946,0.0003409575,0.0006882418,0.0001753442,0.00007847289,0.0000605293,0.0005904544,0.0001077887,0.0003267191],"category_scores_gemma":[0.00005011727,0.0002070323,0.0007826654,0.0006272759,0.00007889629,0.00004465879,0.0001768029,0.000962391,0.0009333092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001922894,"about_ca_system_score_gemma":0.00007593424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003303124,"about_ca_topic_score_gemma":0.00001059598,"domain_scores_codex":[0.9975819,0.0007031612,0.0008378389,0.0005084713,0.0001720124,0.0001966032],"domain_scores_gemma":[0.998708,0.0000460503,0.0003481685,0.0007710186,0.00004448537,0.00008225549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003241117,0.0001129968,0.00005536632,0.7290303,0.0001868225,0.0000103895,0.00174004,2.451576e-7,2.031192e-8,0.00222363,0.05250046,0.2141366],"study_design_scores_gemma":[0.00002277306,0.00006962344,0.0001222044,0.8512171,0.0004324404,0.00003111972,0.00006462728,2.477365e-8,6.857607e-8,0.00001818425,0.147856,0.0001658668],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006213402,0.9653948,0.000002877403,0.0003874191,0.004079614,0.001153841,0.0001490706,0.00003399446,0.02873628],"genre_scores_gemma":[0.00003515122,0.9903713,0.00005112065,0.0006436959,0.0007720142,0.00005118942,0.00004639378,0.00007326484,0.007955867],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2139707,"threshold_uncertainty_score":0.9998446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07466625795411169,"score_gpt":0.4373280786688329,"score_spread":0.3626618207147213,"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."}}