{"id":"W4414874023","doi":"10.3138/jvme-52-5-notes","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":"","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":[0.0009379159,0.0004447702,0.0004315359,0.001537012,0.001563588,0.003479541,0.001298118,0.002362335,0.8179578],"category_scores_gemma":[0.008066652,0.0002529706,0.0003566619,0.0008611833,0.0005035736,0.0012981,0.002134015,0.002104889,0.6155047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009206609,"about_ca_system_score_gemma":0.003720383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00516072,"about_ca_topic_score_gemma":0.01214491,"domain_scores_codex":[0.999023,0.00008530504,0.0000535271,0.0001073325,0.0005629247,0.0001679254],"domain_scores_gemma":[0.9957326,0.0005985213,0.0002034939,0.000416501,0.001641204,0.001407735],"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":[0.00001569219,0.00004554086,0.0002180822,0.00004323753,9.325974e-7,0.0000993565,0.00002614273,0.00001450853,0.0001407752,0.001707793,0.9546926,0.0429953],"study_design_scores_gemma":[0.000003890636,0.000005857583,0.0002431719,0.00004092699,6.646883e-7,0.00008770449,0.00004393845,0.0000206068,0.00007083821,0.0003740948,0.9991059,0.000002390005],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006815697,0.0006753981,0.0004732491,0.0103388,0.01294364,0.0001528109,0.002253306,0.0006741022,0.9718071],"genre_scores_gemma":[0.002265311,0.0002802288,0.0001726739,0.002518241,0.001318021,0.00003922077,0.000728824,0.000115964,0.9925615],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1820422,"threshold_uncertainty_score":0.2596611,"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."}}