{"id":"W2056684890","doi":"10.3138/jvme.30.3.218","title":"The BVM&S at the University of Edinburgh","year":2003,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Artificial Intelligence in Law","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Royal College of Veterinary Surgeons Charitable Trust","keywords":"Medical education; Medicine; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002699017,0.00003982181,0.00007836604,0.00002224088,0.0007109816,0.00001442068,0.0003980516,0.00006568756,0.004105565],"category_scores_gemma":[0.003481645,0.00002430211,0.00007530049,0.0001554352,0.0009367296,0.0001178377,0.00002901906,0.0001779094,0.00001619773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001600292,"about_ca_system_score_gemma":0.001692537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002746809,"about_ca_topic_score_gemma":0.0005053414,"domain_scores_codex":[0.9985965,0.000367997,0.0002308391,0.0000505445,0.0006296777,0.0001244578],"domain_scores_gemma":[0.9986688,0.0005549727,0.0002687673,0.0001161751,0.000243588,0.0001477199],"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":[0.0004372064,0.0008192043,0.004448238,0.00001448339,0.0000959947,0.0000319324,0.06845325,0.00003742104,0.001582851,0.06282694,0.4721771,0.3890753],"study_design_scores_gemma":[0.00003151883,0.0000974782,0.000341925,0.00003374005,0.0000111069,0.0000517944,0.01503009,0.000004183829,0.00006378464,0.002714962,0.9815906,0.00002886571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520856,0.0007350551,0.0004504721,0.02148427,0.003165747,0.00008062235,3.176805e-7,0.000003900097,0.02199399],"genre_scores_gemma":[0.9919421,0.001060092,0.0001815421,0.0001823307,0.0004086718,2.693678e-7,2.055984e-7,0.000002567872,0.006222186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5094134,"threshold_uncertainty_score":0.9968048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126087630037939,"score_gpt":0.4219064065786323,"score_spread":0.2958187765406933,"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."}}