{"id":"W2789837167","doi":"10.2196/jmir.8712","title":"A Mobile App to Improve Self-Management of Individuals With Type 2 Diabetes: Qualitative Realist Evaluation","year":2018,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Diabetes Management and Education","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Women's College Hospital; University of Toronto","funders":"","keywords":"Self-management; Qualitative research; Type 2 diabetes; Mobile apps; Psychology; Computer science; Medicine; Diabetes mellitus; World Wide Web; Sociology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01586939,0.00009672628,0.0003039784,0.0005135647,0.00002842534,0.00003990807,0.0003875905,0.00008403259,0.001314375],"category_scores_gemma":[0.001032443,0.00006455273,0.00005342362,0.0007248121,0.0002345153,0.0001122764,0.0001769104,0.0004293811,0.00007225174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002311329,"about_ca_system_score_gemma":0.0004021719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003637239,"about_ca_topic_score_gemma":0.000006893898,"domain_scores_codex":[0.9941977,0.0004451924,0.0005464745,0.0001854994,0.004302224,0.0003229192],"domain_scores_gemma":[0.9963424,0.0002459373,0.0002328478,0.0002438768,0.002546373,0.000388576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002375758,0.004133963,0.01640292,0.002365838,0.00497068,0.00008390367,0.09710199,0.000004571287,0.001207228,0.003025501,0.5360894,0.3322382],"study_design_scores_gemma":[0.02751858,0.177777,0.06042029,0.02518909,0.003335399,0.00006080976,0.1823821,0.01017225,0.03564496,0.007181401,0.4692428,0.001075287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869491,0.0002404687,0.0002309991,0.002323269,0.0003350483,0.000835731,0.000002079373,0.000009698036,0.009073575],"genre_scores_gemma":[0.9939402,0.0001036353,0.003096899,0.0002171198,0.0005344545,0.00005892734,0.00001130747,0.00001600216,0.00202145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3311629,"threshold_uncertainty_score":0.9995986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08564358303816472,"score_gpt":0.490387612577997,"score_spread":0.4047440295398323,"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."}}