{"id":"W3186951947","doi":"10.3138/jvme-2021-0034","title":"Predicting Academic Difficulty in Veterinary Medicine: A Case-Control Study","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Residence; Medical education; Logistic regression; Psychology; Medicine; Demography; Pedagogy; Sociology","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":[0.004688927,0.0007108844,0.0007425419,0.001870309,0.001904735,0.001499536,0.001355469,0.001521587,0.001921956],"category_scores_gemma":[0.008671132,0.0009643376,0.0008935444,0.001463372,0.001235115,0.001176392,0.001148473,0.001271421,0.0003070564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000826597,"about_ca_system_score_gemma":0.0007926588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005902025,"about_ca_topic_score_gemma":0.005173527,"domain_scores_codex":[0.9954824,0.001583518,0.0004484344,0.001364608,0.0007485399,0.0003724367],"domain_scores_gemma":[0.9943203,0.00243274,0.001402811,0.0007409429,0.0005015522,0.0006016715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004024093,0.00107452,0.9957919,0.00002123449,0.0001209063,0.0005007198,0.0004753861,0.00003465019,0.0003205195,0.00008978837,0.0001052028,0.001062619],"study_design_scores_gemma":[0.0002518866,0.003611778,0.9890076,0.00003439965,0.0002908535,0.002632614,0.001655189,0.001484641,0.0002172678,0.0001567087,0.000625907,0.00003118625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991727,0.0001617958,0.0002428979,0.00004218,0.00001306638,0.00007343412,0.00004777333,0.000002733127,0.0002433489],"genre_scores_gemma":[0.9992012,0.00007995735,0.0003400252,0.00004995579,0.000025018,0.00006772464,0.00009594287,0.000002330948,0.0001378264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005902025,"threshold_uncertainty_score":0.02479774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09730536111630861,"score_gpt":0.4482882366944949,"score_spread":0.3509828755781862,"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."}}