{"id":"W2065127713","doi":"10.1002/tl.32","title":"Broadening Our Approach to Teaching Evaluation","year":2001,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Simple (philosophy); Mathematics education; Teaching method; Psychology; Pedagogy; Computer science; Engineering ethics; Engineering; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01941895,0.0001584938,0.0001799174,0.0003186935,0.008493739,0.0004409837,0.0001774464,0.0001164585,0.00002289067],"category_scores_gemma":[0.02385075,0.0001748446,0.00008435837,0.000212945,0.00002878914,0.000770357,0.00004218316,0.001509996,0.00002081728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002414702,"about_ca_system_score_gemma":0.0001862393,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01253708,"about_ca_topic_score_gemma":0.0004826297,"domain_scores_codex":[0.9946434,0.003600041,0.0002609437,0.0004569096,0.0006404993,0.0003981416],"domain_scores_gemma":[0.9983824,0.0009053944,0.000187697,0.0001481519,0.0001139296,0.000262417],"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":[0.0000288125,0.00008766174,0.003802329,0.000008160022,0.0000407652,2.069732e-7,0.1088123,0.01161757,0.0002103293,0.01042873,0.005410077,0.8595531],"study_design_scores_gemma":[0.0004620559,0.0000801715,0.001808551,0.00005113265,0.000113908,0.00001189312,0.06962661,0.01753226,0.000002950845,0.0004153521,0.9096441,0.0002509609],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3495881,0.0005586996,0.2042793,0.02278559,0.001184355,0.001509205,0.000001227895,0.001167171,0.4189263],"genre_scores_gemma":[0.8803509,0.00002668078,0.07828275,0.000218809,0.001213599,0.000100861,0.00001428449,0.00003300505,0.03975912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9042341,"threshold_uncertainty_score":0.9940385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281666955927588,"score_gpt":0.4529340376194045,"score_spread":0.3247673420266456,"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."}}