{"id":"W4280514698","doi":"10.3138/jvme-2021-0133","title":"Predictors of Psychological Well-Being among Veterinary Medical Students","year":2022,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stressor; Psychological distress; Psychology; Scale (ratio); Medicine; Clinical psychology; Gerontology; Mental health; Psychiatry","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006311242,0.0002236143,0.0006004402,0.0003784172,0.0008256178,0.00001324867,0.001277745,0.0002642279,0.01679221],"category_scores_gemma":[0.00352989,0.0001891354,0.0002077319,0.000453094,0.0002698927,0.0004236435,0.0009506972,0.00231009,0.00004771038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003342618,"about_ca_system_score_gemma":0.002285974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005076188,"about_ca_topic_score_gemma":0.000001624184,"domain_scores_codex":[0.991353,0.002353487,0.001916486,0.0002930289,0.003635328,0.0004486996],"domain_scores_gemma":[0.9958593,0.001082093,0.001592912,0.0003519325,0.0004069779,0.0007068396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003571473,0.01015548,0.7787024,0.0006375123,0.000483322,0.0009508725,0.02237216,0.000008908441,0.0008212082,0.0002022889,0.1621178,0.01997657],"study_design_scores_gemma":[0.002392947,0.01062502,0.5902556,0.0008845939,0.0001358513,0.003913147,0.03259699,0.00003204961,0.000004214529,0.0002451438,0.3586343,0.0002802063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756327,0.000481347,0.00004773599,0.00640946,0.01314529,0.0003267697,0.000003315427,0.0000286052,0.003924797],"genre_scores_gemma":[0.9930022,0.0008002378,0.0002484461,0.003048999,0.001857462,0.0001574131,0.00001485647,0.00002980901,0.0008405915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1965164,"threshold_uncertainty_score":0.9999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2713892416824377,"score_gpt":0.5664064630550382,"score_spread":0.2950172213726005,"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."}}