{"id":"W4384923633","doi":"10.2196/44943","title":"User Retention and Engagement in the Digital-Based Diabetes Education and Self-Management for Ongoing and Newly Diagnosed (myDESMOND) Program: Descriptive Longitudinal Study","year":2023,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIHR Leicester Biomedical Research Centre; University of Leicester; National Institute for Health and Care Research; University Hospitals of Leicester NHS Trust","keywords":"Psychosocial; Psychological intervention; Hazard ratio; Descriptive statistics; Proportional hazards model; Retention rate; Longitudinal study; Medicine; Ethnic group; Gerontology; Psychology; Computer science; Nursing; Confidence interval; Internal medicine; Psychiatry","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":[0.002220829,0.0001803065,0.0003095714,0.00106633,0.0007838894,0.0009441214,0.0006702534,0.0003186019,0.00226189],"category_scores_gemma":[0.005038484,0.0002982103,0.0006828977,0.001157396,0.0003101232,0.00120254,0.001251682,0.001028673,0.0004268218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000727567,"about_ca_system_score_gemma":0.001028137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0176086,"about_ca_topic_score_gemma":0.02109131,"domain_scores_codex":[0.9992317,0.000186839,0.0001037181,0.0001298572,0.0001846381,0.0001631709],"domain_scores_gemma":[0.9961559,0.0007104144,0.00182638,0.0002617672,0.0005354374,0.0005100737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000158878,0.0002812117,0.9948239,0.00003376219,0.00005890533,0.00002795137,0.0007102027,0.00003312603,0.00004975758,0.00003877775,0.0004033088,0.003380145],"study_design_scores_gemma":[0.00001534668,0.0003595014,0.9964059,0.00006180585,0.00004224314,0.0000995287,0.001834347,0.0003130873,0.00006276034,0.00003024438,0.0007625139,0.00001261399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976103,0.0001154642,0.0001390492,0.00004988191,0.000003623337,0.00008116208,0.001561035,0.000004726453,0.0004347356],"genre_scores_gemma":[0.9967636,0.0001480597,0.0002902101,0.00007913984,0.00001052137,0.0002238662,0.00183461,0.000005427426,0.0006444884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0176086,"threshold_uncertainty_score":0.03501219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03367736494319233,"score_gpt":0.3130382530781599,"score_spread":0.2793608881349676,"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."}}