{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006542298,0.0007713469,0.0003897866,0.0004452091,0.0006042536,0.0008252744,0.001770132,0.0009036357,0.01152317],"category_scores_gemma":[0.002263836,0.0003373552,0.000256333,0.0002124078,0.0005265212,0.0009254506,0.001651885,0.0008943421,0.002503507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009227189,"about_ca_system_score_gemma":0.001152561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01539178,"about_ca_topic_score_gemma":0.03022609,"domain_scores_codex":[0.9996833,0.0000680969,0.00001669826,0.00008729825,0.0001057652,0.00003881765],"domain_scores_gemma":[0.9991215,0.0003500374,0.00003576211,0.0001079455,0.0002237833,0.000161003],"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":[0.002178064,0.001142646,0.004156098,0.0006601453,0.0001425601,0.0006483077,0.001678037,0.04646923,0.2249282,0.009787478,0.0565215,0.6516877],"study_design_scores_gemma":[0.0002109268,0.0007235121,0.00579719,0.00009573864,0.00009576914,0.0002886013,0.0007620131,0.8515643,0.06472387,0.007862301,0.06772221,0.0001535333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1192058,0.0006513364,0.7574415,0.00047796,0.0003934603,0.000774526,0.00084481,0.08862036,0.0315902],"genre_scores_gemma":[0.5970681,0.0002983612,0.3287653,0.0003503796,0.00005062053,0.0007985361,0.001347294,0.002022034,0.06929941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01539178,"threshold_uncertainty_score":0.03854883,"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."}}