{"id":"W3215895077","doi":"10.3138/jvme-2021-0018","title":"Assessment of Burnout, Professional Fulfillment, and Strategies for Improvement in Veterinary Faculty at a Large Academic Department","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Burnout; Workload; Staffing; Job satisfaction; Medicine; Psychological intervention; Professional development; Faculty development; Medical education; Psychology; Nursing; Clinical psychology; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002079468,0.0001707599,0.0004538363,0.0001641772,0.0003099609,0.000008705134,0.0001501187,0.0002112709,0.0005594459],"category_scores_gemma":[0.0007175009,0.0001387047,0.00009287521,0.0001600588,0.00006448699,0.0004394097,0.0002941264,0.0007256127,0.000002721879],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004627586,"about_ca_system_score_gemma":0.006144109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001227901,"about_ca_topic_score_gemma":0.00001215704,"domain_scores_codex":[0.9969831,0.0004946364,0.001327313,0.0002301467,0.0006070431,0.000357812],"domain_scores_gemma":[0.9974152,0.0006050635,0.001027721,0.0001574854,0.0005393657,0.0002551261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009422361,0.02314376,0.3837459,0.01658822,0.00142358,0.0007294996,0.0709565,0.00002705501,0.218229,0.01150699,0.1476476,0.1165795],"study_design_scores_gemma":[0.005596256,0.006190779,0.5265799,0.002953487,0.0001268787,0.0009868441,0.1036035,0.000215917,0.00008361857,0.00110799,0.3522441,0.0003106381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878371,0.001349624,0.0003235285,0.006613611,0.002850175,0.0005388008,0.0000388783,0.00000626573,0.0004420473],"genre_scores_gemma":[0.9927412,0.001535636,0.002813314,0.001292751,0.0004636448,0.000333482,0.00008031581,0.00001572869,0.0007239149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2181454,"threshold_uncertainty_score":0.9994901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3178380774170865,"score_gpt":0.5884917135759953,"score_spread":0.2706536361589088,"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."}}