{"id":"W3119268205","doi":"10.1002/pon.5624","title":"Burnout in oncology: Magnitude, risk factors and screening among professionals from Middle East and North Africa (BOMENA study)","year":2021,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Burnout; Medicine; Hobby; Emotional exhaustion; Depersonalization; Family medicine; Affect (linguistics); Quality of life (healthcare); Demography; Internal medicine; Psychology; Clinical psychology; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007843045,0.0002671194,0.0002570398,0.001008918,0.0009668496,0.0005865532,0.0002761842,0.0003699861,0.001108587],"category_scores_gemma":[0.000960876,0.0003811682,0.0003038482,0.001112443,0.0002442421,0.0004900215,0.001033468,0.000364609,0.0001862593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000442708,"about_ca_system_score_gemma":0.0006263559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01860436,"about_ca_topic_score_gemma":0.03128206,"domain_scores_codex":[0.9996643,0.00009231628,0.00003425221,0.00003708785,0.00004967018,0.0001223741],"domain_scores_gemma":[0.9995773,0.00003694819,0.0001889147,0.00001385724,0.00005176212,0.000131233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004646066,0.00007140751,0.9936576,0.00008403589,0.00001876604,0.0001142762,0.003345208,0.000009403297,0.000269538,0.00002687668,0.0002420163,0.002114374],"study_design_scores_gemma":[0.000004225615,0.0000501995,0.9948844,0.00006804505,0.00001140066,0.00009854451,0.004427873,0.00002419778,0.00002550601,0.000009246948,0.0003939251,0.000002427594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998849,0.0004028973,0.0000219526,0.00009516042,0.000005518327,0.00002918746,0.0002778671,7.102183e-7,0.0003176758],"genre_scores_gemma":[0.9989492,0.0004010863,0.00007172415,0.00004732374,0.000006921877,0.00006083133,0.000248942,8.671201e-7,0.0002130077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01860436,"threshold_uncertainty_score":0.03699213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1693004100246376,"score_gpt":0.4333032405149025,"score_spread":0.264002830490265,"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."}}