{"id":"W4411442266","doi":"10.2196/74032","title":"DigiBete, a Novel Chatbot to Support Transition to Adult Care of Young People/Young Adults With Type 1 Diabetes Mellitus: Outcomes From a Prospective, Multimethod, Nonrandomized Feasibility and Acceptability Study","year":2025,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Chatbot; Adult care; Medicine; Type 2 Diabetes Mellitus; Diabetes mellitus; Young adult; Pediatrics; Gerontology; Computer science; Artificial intelligence; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0128382,0.0006680485,0.0008396484,0.00108175,0.001540485,0.001327562,0.0007781579,0.00100163,0.002257857],"category_scores_gemma":[0.01320033,0.0005706025,0.001294995,0.0005638059,0.0009745952,0.001530172,0.001580953,0.001360688,0.0003259857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001332158,"about_ca_system_score_gemma":0.003486748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005260233,"about_ca_topic_score_gemma":0.01069837,"domain_scores_codex":[0.9946354,0.003124322,0.0005214618,0.0003870691,0.000742614,0.0005890802],"domain_scores_gemma":[0.9909826,0.003793081,0.00148974,0.0004995596,0.00174125,0.001493663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.04805582,0.2245239,0.4661508,0.004554558,0.001360113,0.001021947,0.03659896,0.0006146237,0.005454253,0.0003614386,0.003067262,0.2082363],"study_design_scores_gemma":[0.02445714,0.3724979,0.5613664,0.0009320775,0.001142204,0.0007510626,0.02839001,0.001451424,0.00253783,0.0002467847,0.00602363,0.0002035136],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957603,0.0001035981,0.0002235602,0.00005120496,0.00001669891,0.003318746,0.0001705343,0.00001193393,0.0003434024],"genre_scores_gemma":[0.9835694,0.0004926009,0.002694877,0.0003397185,0.00004240595,0.01168522,0.0004329814,0.00001404985,0.0007285455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0128382,"threshold_uncertainty_score":0.06789571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01887907097336876,"score_gpt":0.3582759274370516,"score_spread":0.3393968564636828,"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."}}