{"id":"W3216618528","doi":"10.1145/3328778.3366946","title":"Adaptive Rubrics","year":2020,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Rubric; Grading (engineering); Computer science; Mathematics education; Artificial intelligence; Data science; Mathematics; Engineering","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":[0.01609461,0.001851977,0.001054406,0.006851065,0.001818067,0.003520423,0.00381089,0.001521866,0.03532249],"category_scores_gemma":[0.1089737,0.0008500366,0.001101535,0.004433589,0.001173259,0.00288614,0.00478643,0.002901394,0.02078342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001531458,"about_ca_system_score_gemma":0.002662589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001837992,"about_ca_topic_score_gemma":0.003603249,"domain_scores_codex":[0.9745486,0.009652222,0.003946212,0.002353066,0.008660745,0.0008391715],"domain_scores_gemma":[0.9114289,0.03088564,0.004899359,0.01752942,0.03300389,0.002252743],"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":[0.0003704796,0.0006327453,0.004156614,0.001629218,0.00005097727,0.0003523424,0.006350517,0.002694439,0.01821579,0.01685426,0.1146955,0.8339971],"study_design_scores_gemma":[0.0002504442,0.0006894454,0.01470867,0.001310488,0.00008933192,0.001272255,0.002698237,0.02292633,0.0275336,0.03024216,0.8978101,0.0004689645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04519559,0.001193415,0.7686686,0.001670642,0.001365093,0.01108471,0.007113901,0.05329878,0.1104093],"genre_scores_gemma":[0.1079852,0.0005492748,0.8221841,0.0009379428,0.0003200264,0.008291902,0.007336678,0.007326487,0.04506827],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03532249,"threshold_uncertainty_score":0.1181655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04653356278547872,"score_gpt":0.2329835410497216,"score_spread":0.1864499782642429,"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."}}