{"id":"W4412055642","doi":"10.1145/3719160.3736623","title":"NeuroChat: A Neuroadaptive AI Chatbot for Customizing Learning Experiences","year":2025,"lang":"en","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chatbot; Computer science; Artificial intelligence; Human–computer interaction; Natural language processing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001115196,0.0001178163,0.0001233082,0.0001538018,0.0003313609,0.0002898654,0.000773142,0.00003630331,0.00002830478],"category_scores_gemma":[0.0001536375,0.0001088944,0.00007627249,0.000454971,0.00002896791,0.0009347561,0.0003083314,0.0001947415,0.00003509398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000283319,"about_ca_system_score_gemma":0.00007071291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000503619,"about_ca_topic_score_gemma":0.00002966231,"domain_scores_codex":[0.9989753,0.00004988564,0.0001887524,0.0004076542,0.0001221192,0.0002562391],"domain_scores_gemma":[0.9990421,0.0003950341,0.00005986248,0.000296858,0.0001606796,0.00004546481],"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":[0.00007144692,0.0002103164,0.0007890876,0.00006822732,0.00008317537,0.00002100901,0.04928046,0.004136281,0.006374327,0.8235738,0.02394543,0.09144643],"study_design_scores_gemma":[0.0004215959,0.0001976364,0.0002605153,0.00005609992,0.0000103877,0.00001025676,0.01598865,0.7844037,0.01095768,0.004757991,0.1826384,0.0002970094],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01383286,0.0000361704,0.9593411,0.01103764,0.001265492,0.0002275507,2.243598e-7,0.000392847,0.01386613],"genre_scores_gemma":[0.9578881,0.000004887941,0.02631402,0.007210775,0.0000633556,0.0003007753,5.871344e-7,0.000008413349,0.008209045],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9440553,"threshold_uncertainty_score":0.4440584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01369752483471625,"score_gpt":0.3012711872080928,"score_spread":0.2875736623733766,"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."}}