{"id":"W4393871117","doi":"10.2196/52923","title":"A Self-Guided Web-Based App (MyDiaMate) for Enhancing Mental Health in Adults With Type 1 Diabetes: Insights From a Real-World Study in the Netherlands","year":2024,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novo Nordisk; Diabetes Fonds","keywords":"Checklist; Mental health; Usability; Medicine; Type 1 diabetes; Distress; Clinical psychology; Intervention (counseling); Psychology; Diabetes mellitus; Gerontology; Psychiatry; Computer science","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":[0.001878348,0.000185233,0.0003476894,0.0003760637,0.0006451402,0.001242665,0.0004431061,0.0004204592,0.001865184],"category_scores_gemma":[0.005607856,0.0002141051,0.000335799,0.0004077896,0.000383046,0.0009947537,0.00105786,0.0003663827,0.0002052212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008965241,"about_ca_system_score_gemma":0.001002762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01430636,"about_ca_topic_score_gemma":0.04133252,"domain_scores_codex":[0.9990373,0.0005938914,0.00006537745,0.00008109683,0.0001169514,0.0001053817],"domain_scores_gemma":[0.9976667,0.001437171,0.0002757752,0.0000628171,0.0002357398,0.0003217547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001448512,0.005851661,0.5374126,0.002887991,0.000208882,0.003773385,0.2422246,0.0002998123,0.003228646,0.0005368286,0.009433107,0.1926939],"study_design_scores_gemma":[0.0004763612,0.003912434,0.6611055,0.001137491,0.000258254,0.002363165,0.2917449,0.001597145,0.001042625,0.0002944247,0.0359283,0.0001393662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978238,0.0003427218,0.0001676256,0.000243301,0.000009844259,0.0001258913,0.0001756252,0.000003966335,0.001107135],"genre_scores_gemma":[0.9959326,0.0008678641,0.001321389,0.0003011543,0.00001099337,0.0002421682,0.0002649149,0.00001393698,0.001044938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01430636,"threshold_uncertainty_score":0.0284462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702519947447405,"score_gpt":0.3226603793967334,"score_spread":0.3056351799222594,"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."}}