{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001785374,0.0005266086,0.001428045,0.0003037736,0.001422728,0.0000259442,0.0003155585,0.001024728,0.001078363],"category_scores_gemma":[0.0009062766,0.0004155028,0.00009416352,0.0006327033,0.0002669318,0.0002625262,0.000758092,0.003143622,0.00005644147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004315839,"about_ca_system_score_gemma":0.001504674,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004946662,"about_ca_topic_score_gemma":0.03960352,"domain_scores_codex":[0.9897175,0.005616996,0.001581259,0.001269923,0.0004992716,0.001314999],"domain_scores_gemma":[0.993331,0.004056826,0.000871922,0.000565154,0.0004070422,0.0007681282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003191635,0.001515541,0.8475791,0.000130466,0.0001205652,0.0001949445,0.1216955,0.000001492301,0.00005953191,0.0000241521,0.001136533,0.02722305],"study_design_scores_gemma":[0.003849522,0.0005936243,0.725471,0.0009707319,0.00006958455,0.000003979425,0.2495705,0.00007565716,0.000004001935,0.0004122811,0.01864722,0.0003319392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812647,0.005876951,0.00004700692,0.003930536,0.001962844,0.002047608,0.0003374292,0.000102476,0.004430489],"genre_scores_gemma":[0.9923686,0.002112983,0.001963574,0.001032704,0.0005593834,0.0007118268,0.0001451989,0.00006889211,0.001036815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.127875,"threshold_uncertainty_score":0.9998773,"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."}}