{"id":"W4388860576","doi":"10.3138/jvme-2023-0097","title":"Feasibility and Acceptability of a Multiple Mini-interview Format for Evaluation of Small Animal Internal Medicine Residency and Internship Candidates","year":2023,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internship; Medicine; Specialty; Family medicine; Medical education; Psychology","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":[0.08933392,0.0006240954,0.0005511359,0.001590286,0.001054034,0.001288477,0.001106524,0.0009429124,0.002588612],"category_scores_gemma":[0.11086,0.0005401658,0.001707632,0.0008491052,0.0007620158,0.001636567,0.001893028,0.0008697212,0.0007601358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001280003,"about_ca_system_score_gemma":0.002816897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001866154,"about_ca_topic_score_gemma":0.003522347,"domain_scores_codex":[0.9415771,0.04263244,0.004935367,0.001696898,0.007136731,0.002021497],"domain_scores_gemma":[0.9408174,0.03151095,0.007056085,0.003064613,0.01452467,0.003026376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008517707,0.007473949,0.6426554,0.0009826185,0.0001620709,0.001036702,0.0277393,0.001756858,0.01139125,0.0008091422,0.004763984,0.292711],"study_design_scores_gemma":[0.001124532,0.0488074,0.8665541,0.0007544892,0.0001624555,0.00137345,0.02893502,0.02089986,0.01091347,0.000732225,0.01934464,0.0003983097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692563,0.0001649513,0.01407845,0.0006648395,0.0002010522,0.01149599,0.0003413816,0.000100988,0.003696041],"genre_scores_gemma":[0.9346368,0.00031842,0.04405381,0.0004541749,0.0001667117,0.01870473,0.0004595369,0.00004147741,0.001164451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08933392,"threshold_uncertainty_score":0.4724486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3089730146102558,"score_gpt":0.4960147913412833,"score_spread":0.1870417767310275,"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."}}