{"id":"W4417022771","doi":"10.2196/76862","title":"Quality and Multifunctionality in Mobile Apps for Gestational Diabetes: Systematic App Review","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Mobile apps; mHealth; Smartphone app; Quality (philosophy); Mobile device; Digital health","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":[0.01580914,0.001662058,0.006022783,0.01190301,0.00092347,0.004093766,0.002081961,0.001780613,0.004692941],"category_scores_gemma":[0.08052307,0.0009817652,0.008367525,0.01000979,0.001155711,0.00373958,0.002986281,0.00158286,0.0004050182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003494859,"about_ca_system_score_gemma":0.01422079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006128561,"about_ca_topic_score_gemma":0.01949731,"domain_scores_codex":[0.9847542,0.005790721,0.005271947,0.0008487924,0.003010964,0.0003233429],"domain_scores_gemma":[0.9249443,0.05964949,0.008919451,0.0009266963,0.005152169,0.0004078562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001472322,0.00002113137,0.0005094331,0.9280148,0.003487108,0.00008891091,0.0003945953,0.00007886541,0.00009553714,0.0002430083,0.001142347,0.06577706],"study_design_scores_gemma":[0.0001340407,0.000187815,0.001944162,0.9510154,0.03007338,0.0003091503,0.0003962218,0.00009962173,0.0001493824,0.0003496795,0.01530341,0.00003776583],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00126094,0.9962041,0.0003916431,0.0003429255,0.0001261358,0.0007596676,0.0004217197,0.00001679264,0.0004761083],"genre_scores_gemma":[0.01817514,0.976363,0.002123805,0.0005654843,0.00009108221,0.002172047,0.0003063869,0.00001312662,0.0001898764],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01580914,"threshold_uncertainty_score":0.08360767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1189566932149407,"score_gpt":0.5202641558629483,"score_spread":0.4013074626480077,"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."}}