{"id":"W3041568375","doi":"","title":"Mental health of veterinarians in Canada: Prevalence of outcomes, associations with veterinarian characteristics, and impacts on client perceptions of care","year":2020,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Mental health; Medicine; Family medicine; Perception; Veterinary medicine; Nursing; Psychology; Psychiatry; Political science","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":[0.0007600757,0.0002450025,0.0002796247,0.001389165,0.00251947,0.001301176,0.001074042,0.000416435,0.001682232],"category_scores_gemma":[0.002022248,0.0003054922,0.0004200461,0.003225587,0.001023947,0.0004311508,0.001156968,0.0008395116,0.0001604638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02633262,"about_ca_system_score_gemma":0.02745468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9895676,"about_ca_topic_score_gemma":0.9946801,"domain_scores_codex":[0.9991222,0.00007181911,0.00004665335,0.0001145807,0.0002789256,0.0003657169],"domain_scores_gemma":[0.9978197,0.0001226356,0.0005432296,0.00004965513,0.0007091695,0.0007556784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003548413,0.00003950949,0.99364,0.0000336962,0.00002069114,0.00005543883,0.001219045,0.00003469465,0.00008388442,0.00004142375,0.0004051787,0.0043909],"study_design_scores_gemma":[0.000004196763,0.00002620879,0.9959524,0.000035472,0.00000986986,0.00004159954,0.003469374,0.0001378285,0.00003012348,0.00001671271,0.0002698733,0.000006522106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973716,0.0005021839,0.00003455772,0.0003705101,0.000004026754,0.00002287071,0.0009144646,0.00000596444,0.0007738146],"genre_scores_gemma":[0.9984282,0.0005701086,0.0000904544,0.0001119394,0.000003436614,0.0000117842,0.0004628587,0.00000221493,0.0003190287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02633262,"threshold_uncertainty_score":0.1910574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06315529478080814,"score_gpt":0.358669870907716,"score_spread":0.2955145761269079,"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."}}