{"id":"W3034301800","doi":"10.3389/fvets.2020.00328","title":"Veterinary Technicians and Occupational Burnout","year":2020,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Burnout; Scale (ratio); Job satisfaction; Medicine; Emotional exhaustion; Nursing; Psychology; Family medicine; Clinical psychology; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007491321,0.0001571556,0.0002373723,0.0003123367,0.0009935847,0.00002627929,0.0003635758,0.00007502155,0.00008902453],"category_scores_gemma":[0.0004611243,0.0001519708,0.00002497688,0.001124989,0.0005779318,0.0009286727,0.0004808888,0.0004151935,0.00008744676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001436522,"about_ca_system_score_gemma":0.0005020821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003150892,"about_ca_topic_score_gemma":7.166142e-7,"domain_scores_codex":[0.9980914,0.0001888337,0.0003749517,0.0005108372,0.0003145204,0.0005194775],"domain_scores_gemma":[0.9991958,0.0001363574,0.0001410654,0.0002228211,0.0000941774,0.0002097647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002517228,0.0002974641,0.740671,0.0007477397,0.00004530296,0.0005494981,0.057988,0.00003796115,0.07986917,0.001256521,0.0881632,0.02785685],"study_design_scores_gemma":[0.0008197523,0.00278603,0.5704089,0.0001575238,0.00001217633,0.000108136,0.02930956,0.001643095,0.00001058447,0.0003075735,0.3940167,0.0004198634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820217,0.0005071395,0.002003959,0.004951544,0.001719044,0.0003924805,0.00001253595,0.00009437728,0.008297159],"genre_scores_gemma":[0.9782917,0.0002500594,0.01757508,0.003251091,0.0001951471,0.00008340282,0.000003468582,0.00001269213,0.0003373504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3058535,"threshold_uncertainty_score":0.7641951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2650852192944232,"score_gpt":0.4765134672010183,"score_spread":0.2114282479065951,"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."}}