{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001738422,0.0003321587,0.0004030673,0.001754798,0.003858551,0.002191938,0.0009847714,0.0004007761,0.002055825],"category_scores_gemma":[0.003859791,0.0002995089,0.0008706482,0.003541805,0.001097333,0.0005611518,0.001706177,0.001130325,0.0002169884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02079875,"about_ca_system_score_gemma":0.04053796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9589819,"about_ca_topic_score_gemma":0.9787717,"domain_scores_codex":[0.9988958,0.0001276575,0.00005865236,0.0001280078,0.0002684779,0.0005213235],"domain_scores_gemma":[0.9973219,0.0002507814,0.0004464795,0.0001151801,0.001134217,0.0007315412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003218877,0.00005503456,0.9907914,0.00001797874,0.00001930149,0.00003055144,0.004310782,0.00007342726,0.00009403365,0.0001495806,0.0004626049,0.003962982],"study_design_scores_gemma":[0.000002981575,0.00002042056,0.9865687,0.00003975536,0.00001223325,0.00001748686,0.01208706,0.0006393951,0.0000307874,0.00006298209,0.0005103409,0.000007975113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981851,0.00007768928,0.0001580918,0.0002150032,0.000004551379,0.00006065671,0.0007168234,0.000002011136,0.0005800599],"genre_scores_gemma":[0.9981608,0.0001068424,0.0002639874,0.00003608753,0.000002086264,0.00004335098,0.001040964,0.000002175309,0.0003436817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04101807,"threshold_uncertainty_score":0.1509061,"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."}}