{"id":"W7117541166","doi":"10.2460/ajvr.25.10.0355","title":"Personality traits and workplace factors predict professional quality of life among companion-animal veterinary professionals","year":2025,"lang":"en","type":"article","venue":"American Journal of Veterinary Research","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Texas Tech University","keywords":"Big Five personality traits; Intervention (counseling); Quality (philosophy); Quality of life (healthcare); Exploratory research; Personality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008116644,0.0001429257,0.0001241672,0.000463502,0.0003370468,0.0005417402,0.0001642194,0.0003251887,0.001653501],"category_scores_gemma":[0.004510666,0.0001447659,0.0002159614,0.0003331298,0.000226252,0.0002344638,0.0004340688,0.0003742058,0.0002087881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003180978,"about_ca_system_score_gemma":0.0004426503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007101816,"about_ca_topic_score_gemma":0.01117651,"domain_scores_codex":[0.9995847,0.0001090221,0.00003963133,0.00004755333,0.0001248053,0.00009430828],"domain_scores_gemma":[0.9963653,0.0005291724,0.001657582,0.000106906,0.0004044549,0.0009365685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001268722,0.00002798355,0.9985815,0.000005473515,0.000007955347,0.00001161953,0.0001143009,0.00001489571,0.00006129318,0.000003077314,0.00004841269,0.001110807],"study_design_scores_gemma":[8.307138e-7,0.00002643456,0.9995308,0.000006703045,0.000002060415,0.00003115623,0.0002723884,0.00007190882,0.000009258117,0.000006549204,0.00004109861,8.351334e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994875,0.00008562172,0.00003983534,0.00006835218,0.000003213135,0.000002808033,0.00004102944,0.000001465836,0.0002701113],"genre_scores_gemma":[0.9997569,0.00004665028,0.00005927589,0.00001598587,0.00000319876,0.000002095175,0.0000433953,4.01653e-7,0.00007211162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007101816,"threshold_uncertainty_score":0.01412094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4721624624678542,"score_gpt":0.606234948446371,"score_spread":0.1340724859785168,"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."}}