{"id":"W2588116589","doi":"10.3138/jvme.0116-014r1","title":"Stressors and Protective Factors among Veterinary Students in New Zealand","year":2017,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Melbourne; Massey University","keywords":"Stressor; Workload; Coping (psychology); Psychology; Mental health; Medical education; Veterinary medicine; Applied psychology; Stress management; Clinical psychology; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006250854,0.0002556757,0.0003701665,0.0008517153,0.002252336,0.001335858,0.0002895805,0.0006055332,0.002921459],"category_scores_gemma":[0.002005834,0.0003786875,0.0002475235,0.0008877313,0.000887115,0.0005865353,0.001043643,0.0008690378,0.0003056186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001439986,"about_ca_system_score_gemma":0.003082295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07240179,"about_ca_topic_score_gemma":0.1247113,"domain_scores_codex":[0.9994773,0.00008230088,0.00004272398,0.00005609002,0.0001654223,0.0001761167],"domain_scores_gemma":[0.9984188,0.0001049064,0.0004938905,0.00003096864,0.0001832552,0.0007681432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007098728,0.0003315825,0.9752184,0.00006147867,0.00001140489,0.0004472296,0.01552483,0.00002014658,0.001137237,0.00006591278,0.0002220743,0.00688874],"study_design_scores_gemma":[0.000006982214,0.0004652541,0.9620623,0.00003997405,0.00000675196,0.0002922892,0.03532615,0.00004499768,0.00007381629,0.00005162337,0.001618766,0.00001108015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999323,0.0001088599,0.00001261146,0.0001485553,0.000005773438,0.000009385258,0.00001677148,5.697059e-7,0.0003745122],"genre_scores_gemma":[0.9992205,0.0002497404,0.0000481662,0.00006516153,0.000006160407,0.00001044994,0.00002182284,6.365146e-7,0.0003772369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07240179,"threshold_uncertainty_score":0.1439607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3674838168526921,"score_gpt":0.5725695186690324,"score_spread":0.2050857018163403,"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."}}