{"id":"W3001450362","doi":"10.2460/javma.256.3.365","title":"Prevalence of mental health outcomes among Canadian veterinarians","year":2020,"lang":"en","type":"article","venue":"Journal of the American Veterinary Medical Association","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Suicidal ideation; Anxiety; Mental health; Burnout; Medicine; Clinical psychology; Depression (economics); Population; Psychiatry; Compassion fatigue; Cross-sectional study; Psychology; Poison control; Suicide prevention; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006859629,0.000357849,0.0002699662,0.002257613,0.002223683,0.00104348,0.0009869082,0.0004089115,0.002374667],"category_scores_gemma":[0.002797477,0.0002456668,0.0004006229,0.002983477,0.0005273877,0.0003493288,0.0006596966,0.000547432,0.0001513323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01450551,"about_ca_system_score_gemma":0.01416418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9810146,"about_ca_topic_score_gemma":0.9868327,"domain_scores_codex":[0.9990817,0.00004576607,0.00004088087,0.000102131,0.0004654219,0.0002640788],"domain_scores_gemma":[0.9978601,0.00008133856,0.0004866292,0.00004256606,0.001115948,0.0004134685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002995283,0.00001846636,0.9943693,0.00004376248,0.00002143772,0.00005450398,0.0005059005,0.00003520532,0.0001148788,0.00003122214,0.0007143362,0.004061028],"study_design_scores_gemma":[0.000001941706,0.0000139455,0.998314,0.00002820448,0.000009865283,0.00005457937,0.001199736,0.00005856299,0.00002686239,0.000006724331,0.0002810027,0.000004649491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923035,0.0008752709,0.00006805538,0.000434795,0.00001452531,0.00005718341,0.003343819,0.00001538368,0.002887489],"genre_scores_gemma":[0.9980457,0.0004933546,0.000120392,0.00005986112,0.000005075918,0.00001407337,0.0009731037,0.000001649919,0.000286733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01898539,"threshold_uncertainty_score":0.1052454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1542508350521374,"score_gpt":0.4656045983256141,"score_spread":0.3113537632734766,"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."}}