{"id":"W2904855756","doi":"10.4324/9781315211251-7","title":"A national strategy for teaching excellence – one university at a time","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Mathematics education; Computer science; Sociology; Political science; Psychology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008690898,0.0003109613,0.0003927089,0.001096175,0.004791239,0.01037655,0.00114091,0.003335162,0.003585502],"category_scores_gemma":[0.004852077,0.000213923,0.0004358937,0.002033981,0.006442848,0.009136864,0.008033572,0.003630528,0.001758326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01689919,"about_ca_system_score_gemma":0.03996807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01549296,"about_ca_topic_score_gemma":0.03160238,"domain_scores_codex":[0.9921209,0.003503744,0.0004115349,0.0004790064,0.002444121,0.001040671],"domain_scores_gemma":[0.9971033,0.0004042379,0.0001513345,0.0002618445,0.001083457,0.0009959195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001131508,0.00006424564,0.0005613813,0.0001802919,0.000006285739,0.0001696091,0.01023945,0.0003088918,0.0002870261,0.814667,0.0861678,0.08733665],"study_design_scores_gemma":[0.000006911786,0.0000576862,0.001288105,0.0004288668,0.000006217343,0.0003014636,0.009729323,0.0004594146,0.0004038105,0.08535635,0.9019405,0.00002128887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01647575,0.009583464,0.01359665,0.09241817,0.001745876,0.0002460743,0.00005366508,0.0001763504,0.8657039],"genre_scores_gemma":[0.5249758,0.0104929,0.06139934,0.02138355,0.0002904833,0.0004240545,0.0002091586,0.0001869091,0.3806377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01689919,"threshold_uncertainty_score":0.1226128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1990295633452836,"score_gpt":0.4028281201198544,"score_spread":0.2037985567745708,"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."}}