{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01629027,0.001950762,0.002318707,0.006446905,0.01009313,0.01760852,0.007712415,0.0281002,0.3750279],"category_scores_gemma":[0.1551546,0.001360605,0.003701031,0.00630059,0.003672444,0.006713354,0.006265171,0.02788516,0.3104724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01070551,"about_ca_system_score_gemma":0.01112438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04430702,"about_ca_topic_score_gemma":0.03694273,"domain_scores_codex":[0.9774088,0.003860752,0.001825892,0.001961535,0.01118966,0.003753383],"domain_scores_gemma":[0.9202651,0.03260376,0.003026304,0.006354062,0.03575269,0.001998145],"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":[0.00002244941,0.000003191735,0.00002332745,0.00006023246,0.000002948319,0.00002043117,0.0000508385,0.000009631176,0.00001318716,0.001368262,0.9973727,0.001052631],"study_design_scores_gemma":[0.00006210962,0.00001040693,0.0005152478,0.0005354687,0.00002032855,0.00002371486,0.0002932255,0.00004825174,0.0001150273,0.002383211,0.9959539,0.00003910076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005129854,0.002577284,0.0009127415,0.4791084,0.2641824,0.0006686892,0.02028079,0.001609726,0.230147],"genre_scores_gemma":[0.005511839,0.001299288,0.0006064587,0.4126609,0.03171412,0.00158482,0.004515085,0.001115206,0.5409924],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6249721,"threshold_uncertainty_score":0.8914468,"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."}}