{"id":"W3046312479","doi":"10.3138/jvme-2019-0031","title":"Stressors Predicting Depression, Anxiety, and Stress in Korean Veterinary Students","year":2020,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stressor; Anxiety; Mental health; Depression (economics); DASS; Clinical psychology; Psychology; Psychological distress; Distress; Psychiatry; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001259982,0.0001861658,0.0003969106,0.0001806385,0.0003098166,0.00002455669,0.0003755094,0.000195048,0.0004557328],"category_scores_gemma":[0.002927111,0.0001570364,0.00005846071,0.0002722618,0.00008104077,0.0006440269,0.0003788261,0.001155975,0.00001828905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001193336,"about_ca_system_score_gemma":0.001109698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006280682,"about_ca_topic_score_gemma":0.000007413564,"domain_scores_codex":[0.9966893,0.0007855438,0.001111773,0.0002570288,0.0008230594,0.0003333525],"domain_scores_gemma":[0.9976947,0.0005040153,0.0007657016,0.0001564891,0.0002577932,0.0006212888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008652937,0.000709824,0.9360251,0.0005511441,0.00005453776,0.0001308647,0.02504739,0.000003735924,0.0008509448,0.000006511483,0.005381363,0.03037326],"study_design_scores_gemma":[0.002718486,0.002709425,0.8595772,0.003456045,0.00007704151,0.001019817,0.07910953,0.0001333984,0.00003043047,0.00006811944,0.05080903,0.0002914958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848112,0.001453749,0.00002420702,0.01098811,0.001842567,0.0002723706,0.000006791431,0.00002168266,0.0005793461],"genre_scores_gemma":[0.9929788,0.002546546,0.0003825771,0.002484371,0.00146075,0.00004255988,0.000009761515,0.00002334158,0.00007125221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07644796,"threshold_uncertainty_score":0.6403757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2761530578620055,"score_gpt":0.528850098198473,"score_spread":0.2526970403364674,"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."}}