{"id":"W2002129351","doi":"10.3138/jvme.28.1.3","title":"Professing Change","year":2001,"lang":"en","type":"review","venue":"Journal of Veterinary Medical Education","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":26,"is_retracted":false,"has_abstract":false,"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":[0.009477899,0.0002051373,0.001120197,0.0007533101,0.00009649751,0.000139035,0.001019195,0.0002990706,0.007092352],"category_scores_gemma":[0.004772296,0.0001201308,0.0004414805,0.0009078184,0.00006333494,0.000668058,0.00009903286,0.0007482108,0.0002796475],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002292049,"about_ca_system_score_gemma":0.009603887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002996945,"about_ca_topic_score_gemma":0.000001226975,"domain_scores_codex":[0.9927403,0.0009581425,0.002137778,0.0002104618,0.003772351,0.0001809389],"domain_scores_gemma":[0.9952456,0.0007109665,0.002584184,0.0003509322,0.0007272681,0.0003809878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006991983,0.0001958661,0.00001627862,0.0005821357,0.00001810729,0.00002681557,0.0002152268,3.898641e-8,3.846376e-8,0.00003506084,0.01111773,0.9877857],"study_design_scores_gemma":[0.0001143353,0.0003547312,0.00009259436,0.01253819,0.0001070932,0.002755524,0.000246848,0.0000293554,1.69886e-8,0.0002831284,0.9833606,0.0001175827],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000150428,0.9882027,0.0001408632,0.001969831,0.007395847,0.0002676939,0.000001166447,0.000005541901,0.00186594],"genre_scores_gemma":[0.00008420629,0.9938295,0.0004675885,0.0007223681,0.003480202,0.00003760976,0.000009827932,0.00001632348,0.001352407],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9876681,"threshold_uncertainty_score":0.9960107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8180225295672611,"score_gpt":0.6993362880154632,"score_spread":0.1186862415517979,"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."}}