{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002635902,0.00125438,0.0005477742,0.0009808377,0.0003106736,0.0008751858,0.00303288,0.001380943,0.009155679],"category_scores_gemma":[0.01795855,0.0005136692,0.0004316389,0.0005544389,0.0003941138,0.001561057,0.002286495,0.001592713,0.004590278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005170556,"about_ca_system_score_gemma":0.001049085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00142592,"about_ca_topic_score_gemma":0.001618944,"domain_scores_codex":[0.9980127,0.0007808314,0.00009467483,0.000385506,0.0005992751,0.0001270223],"domain_scores_gemma":[0.9899358,0.005496231,0.0005038765,0.001640232,0.001813297,0.0006105617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006775947,0.001118363,0.003626365,0.0002181351,0.0000392418,0.0002961512,0.0004995367,0.03490472,0.01449051,0.001734107,0.0233748,0.9190205],"study_design_scores_gemma":[0.0003360807,0.0007249281,0.001257055,0.00006399463,0.00002689629,0.0002099116,0.0001910151,0.946144,0.03042296,0.00709685,0.01346471,0.0000616897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06614058,0.0001951556,0.8330683,0.0007251312,0.0002326108,0.0007752408,0.0008996759,0.09363785,0.004325557],"genre_scores_gemma":[0.5374217,0.0001589571,0.4512682,0.0003674365,0.00007539606,0.0009507374,0.001779774,0.001360537,0.006617264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009155679,"threshold_uncertainty_score":0.03062886,"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."}}