{"id":"W2022032292","doi":"10.1108/02610150810916749","title":"Gender differences in engineers’ burnout","year":2008,"lang":"en","type":"article","venue":"Equal Opportunities International","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Burnout; Psychology; Originality; Coping (psychology); Social psychology; Peer mentoring; Applied psychology; Clinical psychology; Pedagogy","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":[0.0005439206,0.0001960102,0.0002983327,0.0003326794,0.0004346572,0.00000903,0.0004253724,0.0002182535,0.007111481],"category_scores_gemma":[0.0002341399,0.0001655989,0.00007316665,0.0001011863,0.0001177131,0.0002500888,0.0002817339,0.000799043,0.000222485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002107516,"about_ca_system_score_gemma":0.0008563994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000435926,"about_ca_topic_score_gemma":0.00009278348,"domain_scores_codex":[0.9974197,0.0003274126,0.000770319,0.0002640506,0.0006850124,0.0005335151],"domain_scores_gemma":[0.998544,0.0005966962,0.0001938397,0.0001893595,0.0002644546,0.0002116871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001761638,0.0003412016,0.7712197,0.0002245168,0.0001263122,0.0007102001,0.03510405,0.00001798254,0.00006520041,0.1479086,0.02560833,0.01849779],"study_design_scores_gemma":[0.004276895,0.000196538,0.7131917,0.002894801,0.00001604592,0.00008796397,0.07173438,0.004579367,0.00003992289,0.0140106,0.1876847,0.001287102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7598199,0.0008558038,0.001715291,0.007924617,0.00707111,0.0005058798,0.0002150527,0.0001843282,0.2217081],"genre_scores_gemma":[0.9768604,0.001297801,0.0002930755,0.002766193,0.0008978909,0.0001531444,0.0001419789,0.00002333886,0.01756618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2170406,"threshold_uncertainty_score":0.9937962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3218255990577644,"score_gpt":0.4307275196491858,"score_spread":0.1089019205914213,"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."}}