{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001705446,0.0007957959,0.0004874079,0.0007522541,0.0009887561,0.001022961,0.001597426,0.0009762899,0.01772028],"category_scores_gemma":[0.006487731,0.0004069354,0.0003657143,0.0002960392,0.0005433168,0.001758841,0.0019447,0.0009791711,0.005758117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006413843,"about_ca_system_score_gemma":0.0007777802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002549794,"about_ca_topic_score_gemma":0.005251804,"domain_scores_codex":[0.9990699,0.0003436479,0.00005224504,0.0002089997,0.0002042332,0.0001210238],"domain_scores_gemma":[0.994828,0.002890175,0.0002247267,0.0009045998,0.0004934541,0.0006589224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002070857,0.002018191,0.01024627,0.00171742,0.00008923779,0.001080715,0.01270245,0.003111859,0.1035873,0.004379052,0.07478617,0.7842106],"study_design_scores_gemma":[0.0007375368,0.00544339,0.06027368,0.0009726749,0.000237578,0.003357593,0.006152037,0.09220561,0.1439605,0.005545069,0.680429,0.0006852273],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3212614,0.0007129899,0.404706,0.001244524,0.0005735193,0.002770141,0.001807831,0.2037262,0.06319728],"genre_scores_gemma":[0.6690925,0.0003515368,0.2371542,0.001062101,0.0001776041,0.001752443,0.003236819,0.004915576,0.08225718],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01772028,"threshold_uncertainty_score":0.05928028,"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."}}