{"id":"W3014472671","doi":"10.2196/14836","title":"Quality, Functionality, and Features of Chinese Mobile Apps for Diabetes Self-Management: Systematic Search and Evaluation of Mobile Apps","year":2020,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Duke Kunshan University; University of Melbourne","keywords":"mHealth; Checklist; Mobile apps; Self-management; App store; Medicine; Diabetes management; Health management system; Computer science; Diabetes mellitus; Internet privacy; Psychology; World Wide Web; Type 2 diabetes; Nursing; Alternative medicine; Psychological intervention; Artificial intelligence","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":[0.01162652,0.0007339806,0.004573268,0.0005834665,0.00115019,0.00002153024,0.0003176709,0.0007735195,0.00003274336],"category_scores_gemma":[0.000307272,0.0005792268,0.000251503,0.0009088207,0.0002279553,0.0001274432,0.0003447036,0.001144263,0.000009842529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000419717,"about_ca_system_score_gemma":0.003441964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002073573,"about_ca_topic_score_gemma":0.0001087134,"domain_scores_codex":[0.988099,0.003897036,0.004398956,0.00121789,0.00114561,0.001241491],"domain_scores_gemma":[0.9902498,0.003804767,0.002865107,0.0008562713,0.0008326104,0.001391458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005254168,0.0001648161,0.0005821321,0.6959689,0.0001169615,1.317184e-7,0.00102962,0.000001145343,1.099669e-7,0.004095539,0.0005395251,0.2974486],"study_design_scores_gemma":[0.007949715,0.002269414,0.01131669,0.1073143,0.005862988,0.00002161557,0.003964482,0.001020922,2.23409e-7,0.004161344,0.8548129,0.001305484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007121312,0.9330741,0.00003941602,0.0002798291,0.0003230361,0.05739892,0.00113172,0.0001128971,0.0005187402],"genre_scores_gemma":[0.009762496,0.891377,0.0007451783,0.000473448,0.0003130336,0.09650583,0.0006239775,0.0001008628,0.00009820595],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8542734,"threshold_uncertainty_score":0.9996659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1454281816733949,"score_gpt":0.5376461057733724,"score_spread":0.3922179240999775,"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."}}