{"id":"W4414606802","doi":"10.2196/72553","title":"Generative AI Chatbot for Diabetes Management: Formative 2-Part Qualitative Study Using DTalksBot Involving Patients and Clinicians","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formative assessment; Chatbot; Generative grammar; Workflow; Qualitative research; Complement (music); Empirical research; Health care","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":[0.01823845,0.0006482052,0.0009032717,0.001314793,0.008326414,0.002919633,0.001861357,0.001846075,0.004352465],"category_scores_gemma":[0.02086628,0.000734695,0.0004815388,0.001440539,0.00594704,0.002958179,0.006793586,0.002775234,0.0005729918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006640575,"about_ca_system_score_gemma":0.005775623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006002241,"about_ca_topic_score_gemma":0.01238883,"domain_scores_codex":[0.9838954,0.01280739,0.0004478394,0.0007711043,0.0007208412,0.001357501],"domain_scores_gemma":[0.9650139,0.02806859,0.00112672,0.0006342215,0.001996555,0.00315998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001276121,0.0002123168,0.002807194,0.0004054238,0.000006049197,0.001055511,0.9827741,0.00007689188,0.001297111,0.0009629487,0.001086206,0.009188591],"study_design_scores_gemma":[0.00003533917,0.0002213671,0.001946023,0.000348443,0.000008099842,0.0003568724,0.982453,0.0002787632,0.0005638548,0.0003946708,0.01336203,0.00003157356],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850825,0.0007669235,0.006311466,0.00228437,0.0001119536,0.001198639,0.000305694,0.00006314948,0.003875323],"genre_scores_gemma":[0.9879793,0.0005955047,0.005005732,0.001783917,0.000028331,0.001797898,0.0001359968,0.00005465242,0.002618613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01823845,"threshold_uncertainty_score":0.09645522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1848152345889557,"score_gpt":0.5809183349175404,"score_spread":0.3961031003285848,"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."}}