{"id":"W4416939847","doi":"10.1002/vetr.70059","title":"Thriving or surviving? A latent profile analysis of resilience, psychological wellbeing and professional quality of life in early‐career veterinarians in Canada","year":2025,"lang":"en","type":"article","venue":"Veterinary Record","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority; University of Prince Edward Island; University of Saskatchewan; University of Guelph","funders":"Ontario Veterinary College, University of Guelph; Western College of Veterinary Medicine, University of Saskatchewan; Atlantic Veterinary College; Faculty of Veterinary Medicine, University of Calgary; Mitacs; Zoetis","keywords":"Thriving; Psychological intervention; Quality of life (healthcare); Mental health; Quality (philosophy); MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001437074,0.0001743004,0.0008303354,0.0005483431,0.0001731181,0.000004865829,0.0002061724,0.0001286355,0.0002817608],"category_scores_gemma":[0.0008137853,0.0001408497,0.00006260022,0.001611875,0.00008323201,0.0001758625,0.0003670171,0.0004525325,0.000001668062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439354,"about_ca_system_score_gemma":0.001104021,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5884505,"about_ca_topic_score_gemma":0.5659834,"domain_scores_codex":[0.9962562,0.001349914,0.001330484,0.0004183465,0.0002415006,0.0004035056],"domain_scores_gemma":[0.9972726,0.001691646,0.000490966,0.0003415966,0.0001251661,0.00007809953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002122765,0.0002132605,0.9920316,0.0005243383,0.0001399441,0.00002867433,0.002284414,0.0000101779,0.001003335,0.00004975439,0.0002564752,0.001335207],"study_design_scores_gemma":[0.0006092205,0.0005088958,0.9864821,0.0005452572,0.0000448554,0.000001705118,0.01087661,0.0002319798,0.000001504991,0.00002734404,0.0005369353,0.000133545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968833,0.0001416422,0.00002238695,0.0006218655,0.0007612883,0.000492436,0.00002862668,0.00001171041,0.001036787],"genre_scores_gemma":[0.9979227,0.0001838742,0.0005748707,0.0002377275,0.00001899065,0.0001930351,0.000007430679,0.000008519692,0.0008528107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0224671,"threshold_uncertainty_score":0.5743683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2812417066935284,"score_gpt":0.493819952046615,"score_spread":0.2125782453530866,"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."}}