{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003306063,0.0001436158,0.0001700751,0.0001218086,0.001423623,0.00006930898,0.0003836078,0.0002732188,0.02348708],"category_scores_gemma":[0.0007618803,0.0001665189,0.0001120905,0.0000155739,0.0003531064,0.000412728,0.0001011422,0.0002637858,0.002065797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007186703,"about_ca_system_score_gemma":0.0007662706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00062267,"about_ca_topic_score_gemma":0.002224212,"domain_scores_codex":[0.99821,0.0001783952,0.0001558396,0.0003469268,0.000923574,0.0001853052],"domain_scores_gemma":[0.9979357,0.001107948,0.0003343953,0.0001302408,0.0003988073,0.00009297694],"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":[0.00003507384,0.00002155031,0.000001618159,0.000009836299,0.00006192319,8.24433e-7,0.002467103,0.000007977144,0.00001324143,0.907172,0.0888164,0.001392465],"study_design_scores_gemma":[0.0001586897,0.00006282183,0.000004790104,0.00004593788,0.00005703998,4.680998e-7,0.0003992175,0.0001882507,0.000001424516,0.04839718,0.9504768,0.000207392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009274331,0.00002544234,0.0006392639,0.003856406,0.0001225828,0.0004057841,0.00004700782,0.0001314927,0.9946793],"genre_scores_gemma":[0.001826485,0.00003521075,0.005583551,0.0001473585,0.0006056846,0.000001448187,0.00004239313,0.00001858938,0.9917393],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8616604,"threshold_uncertainty_score":0.9998764,"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."}}