{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051969,0.0004558423,0.001208625,0.0002854985,0.0001344637,0.00009323423,0.0003111796,0.0001443655,0.0002418016],"category_scores_gemma":[0.0004001102,0.0003870596,0.0002211426,0.0008332502,0.0001180573,0.0003120043,0.0001565086,0.000224112,0.00003038593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002644479,"about_ca_system_score_gemma":0.00006888963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001210164,"about_ca_topic_score_gemma":0.008297079,"domain_scores_codex":[0.9965169,0.0003425204,0.0009797057,0.001172316,0.000357731,0.0006308215],"domain_scores_gemma":[0.997368,0.0006663151,0.000210507,0.0008373202,0.0006287896,0.0002890873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004314082,0.004203447,0.9445546,0.0004687954,0.0004298037,8.757756e-7,0.03509836,0.000002142022,0.0002072544,0.00003257092,0.00003702833,0.01065108],"study_design_scores_gemma":[0.01601978,0.004237729,0.9634959,0.0003548739,0.0001793433,2.248755e-7,0.01364948,0.00002096622,0.001568343,0.000126136,0.000007846397,0.0003393839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861536,0.0002064301,0.0001834457,0.0002595604,0.0006168296,0.01023843,0.001289926,0.0001384333,0.0009133295],"genre_scores_gemma":[0.9927835,0.000001121682,0.003228027,0.0002150573,0.00002448633,0.003462756,0.000115357,0.00004353205,0.0001261214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02144888,"threshold_uncertainty_score":0.9998581,"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."}}