{"id":"W4411726787","doi":"10.1109/iciet66371.2025.11046253","title":"ChatbotLLM - Training Educational Chatbots on the Materials Uploaded by Teachers","year":2025,"lang":"en","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Upload; Training (meteorology); Computer science; Multimedia; Medical education; World Wide Web; Medicine; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002714293,0.000113711,0.00009882292,0.00007510073,0.0002210264,0.0002714581,0.0009656909,0.00004569844,0.001095848],"category_scores_gemma":[0.0000771941,0.00007873341,0.00003680552,0.0002764814,0.00003297716,0.0003120632,0.0001327709,0.0001281328,0.0003871855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007132263,"about_ca_system_score_gemma":0.0001341282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009312128,"about_ca_topic_score_gemma":0.00001122521,"domain_scores_codex":[0.9990657,0.0000854685,0.000194605,0.0002765344,0.0001741343,0.0002035528],"domain_scores_gemma":[0.9988764,0.0004812476,0.00006009471,0.0004996617,0.00004484112,0.00003773427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003126292,0.0000981558,0.00002859983,0.000003842848,0.00004281119,3.801336e-7,0.004192326,0.00001357909,0.02964081,0.7491549,0.2107389,0.006082637],"study_design_scores_gemma":[0.0009866296,0.0001841808,0.0112963,0.0004158414,0.00004283106,0.00003493991,0.009159612,0.008406767,0.4116767,0.1195013,0.4371032,0.001191668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1818986,0.00006488868,0.06839409,0.5533226,0.004711095,0.0005164649,0.00001360322,0.0004661917,0.1906124],"genre_scores_gemma":[0.9576169,0.000003919044,0.003499591,0.01557168,0.000112592,0.0001137105,0.000007452465,0.000007760836,0.02306635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7757183,"threshold_uncertainty_score":0.9998173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555231321243814,"score_gpt":0.2921777888480402,"score_spread":0.2666254756356021,"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."}}