{"id":"W4407240562","doi":"10.3138/jvme-52-1-note","title":"AAVMC Notes","year":2025,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009379136,0.0004447702,0.0004315352,0.001537012,0.001563587,0.003479538,0.001298116,0.002362335,0.8179577],"category_scores_gemma":[0.008066637,0.0002529703,0.0003566611,0.0008611829,0.0005035729,0.001298098,0.002134013,0.002104885,0.6155046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009206604,"about_ca_system_score_gemma":0.003720378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005160718,"about_ca_topic_score_gemma":0.0121449,"domain_scores_codex":[0.999023,0.00008530471,0.000053527,0.0001073323,0.0005629236,0.000167925],"domain_scores_gemma":[0.9957326,0.0005985201,0.0002034935,0.0004165002,0.001641197,0.001407732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001569217,0.00004554081,0.0002180824,0.00004323745,9.325955e-7,0.0000993565,0.00002614268,0.00001450853,0.0001407752,0.001707793,0.9546926,0.04299529],"study_design_scores_gemma":[0.000003890636,0.000005857583,0.0002431723,0.00004092699,6.646877e-7,0.00008770449,0.00004393845,0.0000206068,0.00007083835,0.0003740948,0.9991059,0.000002390003],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006815691,0.0006753969,0.0004732482,0.01033878,0.01294361,0.0001528105,0.002253302,0.0006741006,0.9718072],"genre_scores_gemma":[0.002265312,0.0002802286,0.0001726734,0.002518233,0.001318019,0.00003922069,0.0007288226,0.0001159635,0.9925615],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1820423,"threshold_uncertainty_score":0.2596613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0648236365665398,"score_gpt":0.4336437883092222,"score_spread":0.3688201517426825,"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."}}