{"id":"W4390621665","doi":"10.1109/fie58773.2023.10343212","title":"Agile Teaching: Automated Student Support and Feedback Generation","year":2023,"lang":"en","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Agile software development; Computer science; Software engineering; Mathematics education; Multimedia; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004886205,0.00007837291,0.00008415651,0.00008324809,0.0001893418,0.0002507149,0.0001981963,0.00002901893,0.00001619067],"category_scores_gemma":[0.00001837873,0.00006536303,0.00002105549,0.0001371895,0.000007366956,0.0002319885,0.0001716814,0.00008938605,0.0004289562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002191088,"about_ca_system_score_gemma":0.00001627135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000464061,"about_ca_topic_score_gemma":0.000003782147,"domain_scores_codex":[0.9991769,0.00006039376,0.0001456883,0.0002450724,0.0001927584,0.0001792461],"domain_scores_gemma":[0.9996812,0.00002413684,0.00003774581,0.0001725075,0.00003366503,0.00005068232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[8.437091e-7,0.00004681509,0.009534123,0.00001801757,0.00004055449,0.00004314205,0.00584616,0.002344389,0.02264072,0.885666,0.05342804,0.02039128],"study_design_scores_gemma":[0.0002005162,0.0001476037,0.03735175,0.00002091872,0.000003597904,0.00002540585,0.0004156045,0.729772,0.003209274,0.00007857429,0.2285057,0.0002691316],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7254354,0.00002996387,0.2349769,0.001255086,0.001751615,0.0003065465,8.983914e-7,0.005618942,0.03062463],"genre_scores_gemma":[0.9367332,0.000004356618,0.003675588,0.0001357768,0.0001493517,0.000007475185,0.000004920198,0.000006976459,0.05928239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8855873,"threshold_uncertainty_score":0.5513507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03762679567853674,"score_gpt":0.3071830447942011,"score_spread":0.2695562491156643,"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."}}