{"id":"W3166796664","doi":"10.3138/jvme-2020-0144","title":"Predictors of Professional Quality of Life in Veterinary Professionals","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compassion fatigue; Burnout; Compassion; Medicine; Variance (accounting); Nursing; Psychology; Veterinary medicine; Clinical psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001706337,0.0001285687,0.0001554677,0.0008238322,0.0006768436,0.00103277,0.0002880438,0.0005449916,0.003043403],"category_scores_gemma":[0.01746919,0.0001609914,0.000284996,0.0005975116,0.0006279578,0.0003842413,0.000934109,0.0009749997,0.0003521461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005720788,"about_ca_system_score_gemma":0.001261788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005799048,"about_ca_topic_score_gemma":0.006377951,"domain_scores_codex":[0.9986821,0.0004189638,0.0001186783,0.00008447032,0.0004078753,0.0002879177],"domain_scores_gemma":[0.9844846,0.004215053,0.00492333,0.0004044809,0.001796417,0.004176078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001596597,0.00007031873,0.9960121,0.00001318366,0.00001262932,0.00002855386,0.0004792203,0.00004588443,0.00004932027,0.00003335684,0.0001632339,0.0030763],"study_design_scores_gemma":[0.000001506276,0.00004236642,0.9981007,0.00001671634,0.000003455811,0.0000629101,0.001225226,0.0002147535,0.00002027636,0.00005928525,0.0002497719,0.000003204022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976003,0.0002613514,0.0001650361,0.0005413649,0.00001180376,0.000008794571,0.00006252527,0.000005232042,0.001343555],"genre_scores_gemma":[0.9996096,0.00007610998,0.00009013063,0.00003768957,0.000007439579,0.000003664354,0.00004866089,0.000001417598,0.0001252088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005799048,"threshold_uncertainty_score":0.01153058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4494753696613855,"score_gpt":0.5984985644778464,"score_spread":0.1490231948164609,"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."}}