{"id":"W7133857054","doi":"10.15173/mi.v1i1.4964","title":"Teaching excellently: Assessment and valuation of teaching at McMaster","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"University of Cambridge; McMaster University","keywords":"Excellence; Valuation (finance); Context (archaeology); Nice; Quality (philosophy); Perception","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01195359,0.0002453304,0.0003571205,0.0002304106,0.0018401,0.00009674259,0.00031336,0.0002066608,0.02471893],"category_scores_gemma":[0.0004432822,0.000253265,0.0001260288,0.00001521088,0.0001723572,0.0005798748,0.0004607017,0.001223174,0.00003479256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008034789,"about_ca_system_score_gemma":0.0002892805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004107088,"about_ca_topic_score_gemma":0.0009219025,"domain_scores_codex":[0.9955472,0.001330404,0.0005427078,0.0004776326,0.00188189,0.0002201044],"domain_scores_gemma":[0.9974015,0.001220169,0.0009297124,0.0002645481,0.00008187615,0.0001021963],"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":[0.00001003754,0.00003313471,0.000373665,0.00003604684,0.00008049546,0.000001160993,0.0115958,0.00002208821,0.00005061781,0.9236559,0.002164299,0.06197678],"study_design_scores_gemma":[0.0002391158,0.00009054966,0.000195505,0.00007004903,0.0001841059,0.000001916687,0.002022872,0.0002360273,0.000002214193,0.02333274,0.9733325,0.0002923761],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009560135,0.0003660177,0.0003209354,0.0053985,0.0003844933,0.000510242,0.0000102883,0.00009696351,0.9919565],"genre_scores_gemma":[0.04635432,0.0003367171,0.005966296,0.000289308,0.0002666248,0.00001838054,0.0000424849,0.00005016247,0.9466757],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9711682,"threshold_uncertainty_score":0.999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1905328898248394,"score_gpt":0.4451722447122802,"score_spread":0.2546393548874407,"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."}}