{"id":"W4413953157","doi":"10.2196/76986","title":"Natural Language AI Models and Pediatric Type 1 Diabetes: Can Chatbots Help With Diabetes Self-Management and Patient Education?","year":2025,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; University of Toronto; McGill University Health Centre","funders":"","keywords":"Preprint; Natural (archaeology); Computer science; Artificial intelligence; Psychology; Medical education; Medicine; World Wide Web; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004317737,0.0004389642,0.0002734379,0.0007091762,0.0005352487,0.002681284,0.0007704947,0.0009291755,0.005428802],"category_scores_gemma":[0.02161368,0.0001596156,0.0003433398,0.0005929359,0.0008229276,0.002846956,0.001138987,0.001078306,0.0006576236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067041,"about_ca_system_score_gemma":0.001133198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006622227,"about_ca_topic_score_gemma":0.00840054,"domain_scores_codex":[0.9983034,0.001281415,0.00006218939,0.0001238156,0.0001520713,0.00007701035],"domain_scores_gemma":[0.9621503,0.03523559,0.001030554,0.0003762748,0.0007507593,0.0004564132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003490389,0.003861685,0.2032727,0.004295498,0.0004277116,0.001903492,0.01753325,0.03973125,0.006605241,0.03992695,0.03182347,0.6471283],"study_design_scores_gemma":[0.0004136184,0.002454077,0.0658451,0.003975125,0.0009373404,0.002564552,0.02636009,0.723056,0.01006035,0.0959587,0.06808445,0.000290632],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8291211,0.0141742,0.06827604,0.03284986,0.0004663336,0.0003562706,0.00152146,0.001863632,0.05137126],"genre_scores_gemma":[0.9657093,0.003185417,0.02641446,0.001060176,0.00009181107,0.0001532618,0.0004969749,0.00004336666,0.002845235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006622227,"threshold_uncertainty_score":0.0228346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004475897851181842,"score_gpt":0.2623500737538364,"score_spread":0.2578741759026545,"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."}}