{"id":"W4411600375","doi":"10.1109/ickecs65700.2025.11036040","title":"Smart AI Chatbots for Tailored Nutrition and Fitness Guidance","year":2025,"lang":"en","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Artificial intelligence; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007852366,0.00006631057,0.00007830938,0.00007395158,0.0001150843,0.0001331905,0.0003051941,0.00003683638,0.00001352142],"category_scores_gemma":[0.00002738149,0.00006372835,0.00002751069,0.000215806,0.00001853932,0.0005382231,0.0001286024,0.00004818185,0.00001282343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002440031,"about_ca_system_score_gemma":0.00002683022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000383759,"about_ca_topic_score_gemma":0.0000845657,"domain_scores_codex":[0.9994379,0.00001303237,0.0001279309,0.0002336697,0.00006033203,0.0001271222],"domain_scores_gemma":[0.9994022,0.0001246226,0.00002681219,0.0002780746,0.0001397477,0.00002852659],"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":[0.00002439126,0.0002281761,0.001493709,0.0002826163,0.00003856019,0.000002409172,0.0003741403,0.00003033319,0.004120923,0.8327304,0.1211288,0.03954562],"study_design_scores_gemma":[0.001806711,0.0001224246,0.01259997,0.0003538871,0.00001922966,0.00001927147,0.0002217845,0.3585234,0.03030371,0.1556714,0.4399579,0.0004003335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003483966,0.0001293299,0.9632458,0.02791145,0.0006320128,0.0002851246,0.000002266304,0.0001452438,0.004164814],"genre_scores_gemma":[0.8169867,0.00003180477,0.1636865,0.009639433,0.00009774834,0.0004542956,0.000006668479,0.000007819314,0.009089025],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8135027,"threshold_uncertainty_score":0.2598767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01380021047614868,"score_gpt":0.3019502875329776,"score_spread":0.2881500770568289,"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."}}