{"id":"W4393256407","doi":"10.3138/jvme-2023-0103","title":"A Benchmark Survey of the Delivery of Clinical Education in Small Animal Primary-Care Clinical Programs Among Member Institutions of the American Association of Veterinary Medical Colleges","year":2024,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Ontario Veterinary College, University of Guelph","keywords":"Medicine; Curriculum; Inclusion (mineral); Family medicine; Primary care; Veterinary medicine; Medical education; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01114816,0.000209922,0.001089836,0.0002724915,0.0001877867,0.000009230351,0.0007442489,0.000438171,0.0001834868],"category_scores_gemma":[0.0156557,0.0001374427,0.0004860144,0.001268161,0.001076905,0.0003348439,0.0004007858,0.001824669,0.000002826027],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00042851,"about_ca_system_score_gemma":0.03399682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001811961,"about_ca_topic_score_gemma":0.0007792299,"domain_scores_codex":[0.988029,0.005702609,0.004290101,0.0002870965,0.001394507,0.0002966785],"domain_scores_gemma":[0.9874297,0.005004505,0.004782893,0.0004641933,0.002044658,0.0002740144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001162496,0.003130839,0.9284573,0.001474324,0.0002374478,0.000006023384,0.003120929,0.00000159623,0.0001430185,0.00009994111,0.004949815,0.05721623],"study_design_scores_gemma":[0.0007046736,0.002466929,0.972271,0.005234828,0.0001797504,0.0000680278,0.008375715,0.00003914411,0.000007861711,0.00002733469,0.01051619,0.0001085384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844998,0.001460767,0.00001024009,0.004500512,0.00810849,0.0006721359,0.00002960426,0.000008241375,0.0007101703],"genre_scores_gemma":[0.9958805,0.002272072,0.0004459519,0.0004197336,0.0007023006,0.00005999055,0.0000325532,0.00002067717,0.0001662337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0571077,"threshold_uncertainty_score":0.9926358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4801889180433024,"score_gpt":0.5879458620578403,"score_spread":0.1077569440145378,"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."}}