{"id":"W2464409080","doi":"10.3138/jvme.0312.023","title":"Commentaries","year":2012,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Medicine; Psychology","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":[0.001851737,0.00008586219,0.0001991185,0.0001134776,0.0003560533,0.000005645041,0.0001573523,0.0001030996,0.004402832],"category_scores_gemma":[0.002801984,0.0000658248,0.00005997723,0.0001172318,0.00006269868,0.0007408476,0.00007525266,0.0006038991,0.0002361189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001602624,"about_ca_system_score_gemma":0.001585018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003197934,"about_ca_topic_score_gemma":0.000001201576,"domain_scores_codex":[0.9981155,0.0004719802,0.0006392009,0.00005367913,0.0004351808,0.000284505],"domain_scores_gemma":[0.9978337,0.0008038023,0.0005515045,0.0001240382,0.000276269,0.0004106353],"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":[0.0003879783,0.001638935,0.1961565,0.0001943926,0.00009550963,0.000009379329,0.02330001,7.202754e-8,0.0002283795,0.001096257,0.7314405,0.04545202],"study_design_scores_gemma":[0.0003462419,0.0003946839,0.08659407,0.0002107709,0.00003269907,0.0005511714,0.02236793,9.1424e-7,0.000003174103,0.00009271305,0.8893414,0.00006418952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438795,0.002067883,0.0001459136,0.03443209,0.01257178,0.0001096512,6.858885e-7,0.00001236896,0.006780102],"genre_scores_gemma":[0.9809185,0.0005767798,0.001219154,0.01221063,0.004096555,0.00002399725,0.00000403581,0.0000105624,0.0009397998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1579009,"threshold_uncertainty_score":0.9965073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5342040751571155,"score_gpt":0.6019912186972712,"score_spread":0.06778714354015569,"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."}}