{"id":"W1978936226","doi":"10.3138/jvme.0214-026r","title":"Promoting Well-Being among Veterinary Medical Students: Protocol and Preliminary Findings","year":2014,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Mental health; Medical education; Protocol (science); Medicine; Depression (economics); Psychology; Veterinary medicine; Nursing; Alternative 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007530833,0.000292498,0.0005633645,0.0003181658,0.0008461581,0.0000604277,0.0007222467,0.000414916,0.001902454],"category_scores_gemma":[0.007965901,0.000238438,0.0001104009,0.0002558928,0.0002607111,0.0009656658,0.0006476722,0.001732534,0.00007785502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002016704,"about_ca_system_score_gemma":0.001878456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003983139,"about_ca_topic_score_gemma":0.000002246027,"domain_scores_codex":[0.9937329,0.001601231,0.001655389,0.00035115,0.0021182,0.00054109],"domain_scores_gemma":[0.995786,0.001402389,0.001084193,0.0002959237,0.0004790891,0.0009524515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005697179,0.006479494,0.5695409,0.0069833,0.0004913324,0.0007287441,0.09246342,7.770784e-7,0.001339554,0.0003772502,0.07582514,0.2400729],"study_design_scores_gemma":[0.00440948,0.01310248,0.4519362,0.008612618,0.0001409471,0.005157771,0.01551119,0.0003861408,0.00002137871,0.0005593102,0.4996435,0.0005190201],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761443,0.00007852319,0.0001098652,0.01144826,0.002483425,0.007204883,3.772322e-7,0.00004474281,0.002485615],"genre_scores_gemma":[0.984326,0.0001512344,0.0006982397,0.003643703,0.00264133,0.007857096,0.000004924972,0.00004716659,0.0006303287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4238183,"threshold_uncertainty_score":0.99901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1622876729735739,"score_gpt":0.5325697042296949,"score_spread":0.3702820312561209,"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."}}