{"id":"W4401312109","doi":"10.18260/1-2--48493","title":"Work in Progress: Grading through a Capability Lens","year":2024,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grading (engineering); Feeling; Higher education; Mathematics education; Psychology; Curriculum; Computer science; Pedagogy; Engineering; Social psychology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01462984,0.001197121,0.0003976135,0.01616962,0.004181549,0.02408998,0.002318539,0.001944006,0.009979862],"category_scores_gemma":[0.03569315,0.0004419025,0.0005897527,0.007089541,0.01515263,0.01830162,0.005800687,0.003692004,0.001268422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01122405,"about_ca_system_score_gemma":0.00833628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0182664,"about_ca_topic_score_gemma":0.02345815,"domain_scores_codex":[0.9855363,0.007715576,0.00108199,0.001059127,0.003715754,0.0008912535],"domain_scores_gemma":[0.9665443,0.01473794,0.00315762,0.0023266,0.01003346,0.003200119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004439203,0.00005987471,0.005296336,0.0001910735,0.00001332752,0.0002553079,0.01783741,0.001133233,0.0005060606,0.8864215,0.00578032,0.08246114],"study_design_scores_gemma":[0.00002582321,0.000185872,0.01019527,0.001298781,0.0000523565,0.0004654885,0.0682283,0.009540845,0.002238236,0.6153328,0.2922997,0.0001364712],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0682018,0.001930068,0.2440221,0.01865305,0.0007843556,0.0005204292,0.000764748,0.0009829508,0.6641405],"genre_scores_gemma":[0.8646374,0.001415028,0.109207,0.0006014997,0.0002500599,0.0003072679,0.0003372792,0.0002333664,0.02301099],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02408998,"threshold_uncertainty_score":0.08143651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0294360399142276,"score_gpt":0.2914837774805486,"score_spread":0.262047737566321,"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."}}