{"id":"W7082635528","doi":"10.3390/electronics14183738","title":"An Explainable AI Framework for Online Diabetes Risk Prediction with a Personalized Chatbot Assistant","year":2025,"lang":"en","type":"article","venue":"Electronics","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Chatbot; Classifier (UML); Interface (matter); F1 score; Predictive modelling; User interface; Random forest; The Internet","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001735306,0.0008780223,0.0004546012,0.0007729999,0.0004799224,0.000924401,0.001562733,0.001120188,0.005972574],"category_scores_gemma":[0.006948397,0.0003372568,0.0009266541,0.0003084533,0.0004697682,0.001087219,0.001150077,0.001426759,0.0008607185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000731723,"about_ca_system_score_gemma":0.001021055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008371178,"about_ca_topic_score_gemma":0.01100986,"domain_scores_codex":[0.9992598,0.000307749,0.000048351,0.0001773552,0.000145142,0.00006167213],"domain_scores_gemma":[0.9966881,0.002461757,0.0001707645,0.0002016595,0.0003422276,0.0001356249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001148527,0.001114494,0.02218599,0.0005464365,0.0002921297,0.001652653,0.002429404,0.4528919,0.01393446,0.04365677,0.01297451,0.4471727],"study_design_scores_gemma":[0.00002259873,0.00005632082,0.0006164596,0.00001361809,0.00002120077,0.00005817112,0.00004315735,0.9893621,0.0008992222,0.006648295,0.002246135,0.00001285394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03053063,0.0001638551,0.9586586,0.0007471043,0.00005456169,0.00019375,0.0004000542,0.007426185,0.001825276],"genre_scores_gemma":[0.4781968,0.0001467762,0.5151051,0.0004391909,0.00007769958,0.0005516623,0.0009296244,0.00016043,0.004392751],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008371178,"threshold_uncertainty_score":0.01998019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006419359568650192,"score_gpt":0.2431070429785195,"score_spread":0.2366876834098693,"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."}}