{"id":"W4304891608","doi":"10.1002/vetr.2281","title":"Latent burnout profiles of veterinarians in Canada: Findings from a cross‐sectional study","year":2022,"lang":"en","type":"article","venue":"Veterinary Record","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Guelph","funders":"","keywords":"Burnout; Psychological intervention; Emotional exhaustion; Cross-sectional study; Psychology; Scale (ratio); Medicine; Nursing; Applied psychology; Clinical psychology; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006798175,0.0001957045,0.0003873244,0.000176624,0.0009524398,0.00001017535,0.0003090992,0.0000486411,0.003821019],"category_scores_gemma":[0.00009326606,0.00020397,0.00005968503,0.0003426241,0.00003458135,0.0001965211,0.0007094427,0.0007323208,0.00004245381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001331453,"about_ca_system_score_gemma":0.001567995,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8675859,"about_ca_topic_score_gemma":0.2508349,"domain_scores_codex":[0.9968384,0.0009008734,0.0009396106,0.0004394347,0.0004347972,0.0004468879],"domain_scores_gemma":[0.998598,0.0005306532,0.0003423342,0.0003557246,0.00009428196,0.00007900155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001250881,0.0004523132,0.9887766,0.00006246081,0.00007295731,0.000241117,0.006248176,0.00004289671,0.001110783,0.00000661,0.001440899,0.0002942826],"study_design_scores_gemma":[0.001058579,0.002272971,0.9359151,0.00003075509,0.00001313891,0.0000378994,0.03437703,0.00004544395,0.000001414498,0.00003433734,0.02602573,0.0001875757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994132,0.00008443544,0.00000233267,0.0003481248,0.003565372,0.0009400604,0.0002443773,0.00003258366,0.0006507018],"genre_scores_gemma":[0.9969738,0.00002572104,0.0001400034,0.0002216745,0.0001460354,0.001320781,0.00004109009,0.00002876949,0.001102147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6167511,"threshold_uncertainty_score":0.9970896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2455014167756958,"score_gpt":0.4422186940244821,"score_spread":0.1967172772487863,"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."}}