{"id":"W3006907988","doi":"10.3389/fvets.2020.00092","title":"The Complex Relationship Between Veterinarian Mental Health and Client Satisfaction","year":2020,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Royal Canin; Zoetis","keywords":"Mental health; Burnout; Medicine; Depersonalization; Anxiety; Emotional exhaustion; Multilevel model; Psychiatry; Clinical psychology; Family medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001377632,0.0001304155,0.0002070707,0.0001444501,0.004413416,0.00005352991,0.0002508473,0.00004473217,0.00001445403],"category_scores_gemma":[0.0005871429,0.0001057594,0.00002169269,0.0007901401,0.000473658,0.0006475532,0.000325923,0.0004398553,0.0000403271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003086919,"about_ca_system_score_gemma":0.0004940526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009555347,"about_ca_topic_score_gemma":0.000007030644,"domain_scores_codex":[0.9977963,0.0005212807,0.0004616528,0.0003897279,0.0003015244,0.0005295374],"domain_scores_gemma":[0.9987672,0.0004289039,0.0002369857,0.000216358,0.00004566371,0.0003048859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000150194,0.000009222983,0.9473408,0.00005762372,0.000005439941,0.000002541478,0.02028695,9.138546e-7,0.0001870278,0.0003271259,0.02545273,0.006179474],"study_design_scores_gemma":[0.0002759593,0.0008795339,0.7853858,0.00003412115,0.000002072574,0.000009266583,0.03249875,0.0001966719,1.573155e-7,0.0001266815,0.1805002,0.00009073173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435499,0.0004871357,0.0006976963,0.05185519,0.001766389,0.00058092,0.00001467313,0.00004874802,0.000999352],"genre_scores_gemma":[0.9918479,0.0003158529,0.004684662,0.002771677,0.0001572533,0.0000485265,0.000008764496,0.000009661975,0.0001556997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1619549,"threshold_uncertainty_score":0.9968827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4298238450177127,"score_gpt":0.4968515849264308,"score_spread":0.06702773990871808,"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."}}