{"id":"W4412870770","doi":"10.24908/pceea.2025.19582","title":"AI Enabled Automated Student Q&A Tool: Prof Notes AI","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003215604,0.001145685,0.0005239504,0.001774407,0.0004120494,0.002256138,0.002446775,0.001177631,0.05370542],"category_scores_gemma":[0.0112108,0.0005631507,0.0006487552,0.0009751864,0.0003803986,0.002906159,0.002561938,0.001383764,0.02565503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006853567,"about_ca_system_score_gemma":0.0009983758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001171079,"about_ca_topic_score_gemma":0.001056366,"domain_scores_codex":[0.9978028,0.000427301,0.0001922464,0.0005306542,0.0008818599,0.0001650961],"domain_scores_gemma":[0.9932781,0.003100361,0.0003660289,0.001338464,0.001213977,0.0007031999],"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":[0.001913813,0.00100084,0.005552195,0.000740681,0.00008034317,0.0006651882,0.0009857445,0.00391079,0.01945071,0.01193571,0.2167058,0.7370582],"study_design_scores_gemma":[0.001288032,0.001221624,0.01237333,0.0004288838,0.00009063555,0.001489345,0.0005190021,0.2556522,0.07479618,0.02729706,0.6243727,0.000470948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.02900067,0.0003328764,0.3896163,0.001362637,0.0004821051,0.001029955,0.006778013,0.5309921,0.04040528],"genre_scores_gemma":[0.3246142,0.000542384,0.5429607,0.00225764,0.0003665437,0.001927147,0.02092381,0.01821283,0.08819473],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.05370542,"threshold_uncertainty_score":0.1796625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005214300255561244,"score_gpt":0.2628033459246984,"score_spread":0.2575890456691372,"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."}}