{"id":"W4214719847","doi":"10.3138/jvme.48.2.note","title":"AAVMC Notes","year":2021,"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; 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":[0.0009353929,0.0004527729,0.0004474088,0.001561665,0.001587928,0.003523484,0.001326875,0.002323092,0.8264511],"category_scores_gemma":[0.008048177,0.000253703,0.0003515587,0.0008984374,0.0004951674,0.001332616,0.002164438,0.002066036,0.6370737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009273408,"about_ca_system_score_gemma":0.003770696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00532693,"about_ca_topic_score_gemma":0.01253451,"domain_scores_codex":[0.9990206,0.00008486924,0.00005198284,0.0001073926,0.0005665346,0.000168667],"domain_scores_gemma":[0.9957241,0.0006006084,0.0002012433,0.0004091621,0.00165929,0.001405658],"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":[0.00001504493,0.00004394888,0.0001989811,0.00004302015,8.580681e-7,0.00008757083,0.00002559785,0.00001381852,0.0001339692,0.001660582,0.956196,0.04158051],"study_design_scores_gemma":[0.000003756715,0.000005623879,0.0002324539,0.00003988485,6.226346e-7,0.00007900628,0.00004284409,0.00001975302,0.00006826165,0.0003645181,0.9991409,0.000002323783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006393283,0.0006642503,0.0004553939,0.009658898,0.01181756,0.0001497459,0.002450103,0.0006928568,0.9734719],"genre_scores_gemma":[0.002080167,0.0002695917,0.0001662392,0.002375428,0.001172896,0.00003862726,0.0007792447,0.0001215375,0.9929963],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1735489,"threshold_uncertainty_score":0.2475464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09472857171014568,"score_gpt":0.4222873759090187,"score_spread":0.3275588041988731,"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."}}