{"id":"W4221007412","doi":"10.3390/bs12030082","title":"Should Burnout Be Conceptualized as a Mental Disorder?","year":2022,"lang":"en","type":"review","venue":"Behavioral Sciences","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Fonds de Recherche du Québec-Société et Culture","keywords":"Burnout; Biopsychosocial model; CLARITY; Relevance (law); Psychology; Cognitive psychology; Clinical psychology; Psychotherapist; 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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002071419,0.0007122812,0.002171267,0.0003444475,0.006260199,0.00006402532,0.001629368,0.0007416128,0.04027806],"category_scores_gemma":[0.00016647,0.0004814036,0.0006519167,0.001249158,0.0007504245,0.0002678918,0.001274187,0.002611817,0.0005903953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005942503,"about_ca_system_score_gemma":0.005408919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006894715,"about_ca_topic_score_gemma":0.0006852471,"domain_scores_codex":[0.9907119,0.00289579,0.001746582,0.001215477,0.001875046,0.001555206],"domain_scores_gemma":[0.9967954,0.0009139313,0.001127175,0.0005566966,0.00008118612,0.0005255719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008941104,0.0002279188,0.0006790892,0.002685918,0.00001433298,0.00003200681,0.002421489,4.758595e-8,2.47387e-7,0.001223002,0.005671637,0.9870354],"study_design_scores_gemma":[0.0003382619,0.0003384303,0.00001290927,0.01263383,0.0002169122,0.00001308482,0.01185145,0.000001814054,6.466745e-8,0.00009493795,0.9739236,0.00057474],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004929282,0.9822982,9.810277e-7,0.00130957,0.004415788,0.00349824,0.0007353977,0.000213227,0.00703566],"genre_scores_gemma":[0.00008587653,0.9863116,0.0001375751,0.001150421,0.000413786,0.002835138,0.0005007667,0.0000705607,0.008494268],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9864606,"threshold_uncertainty_score":0.9997638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4914603221046869,"score_gpt":0.6030365292531028,"score_spread":0.1115762071484159,"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."}}