{"id":"W4412625900","doi":"10.2196/71567","title":"Adherence to Usability and Accessibility Principles in Digital Health Applications for Patients With Diabetes: Systematic Review","year":2025,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast; Department for the Economy","keywords":"Preprint; Usability; Digital health; MEDLINE; Computer science; Medicine; Internet privacy; World Wide Web; Psychology; Health care; Human–computer interaction; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.04732905,0.00130319,0.008075945,0.0121059,0.001153569,0.004814043,0.002804362,0.002302303,0.002621594],"category_scores_gemma":[0.2265656,0.001401601,0.009217597,0.01425655,0.002083926,0.004911,0.003138101,0.001817225,0.0002330265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005799469,"about_ca_system_score_gemma":0.02136675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01024355,"about_ca_topic_score_gemma":0.02782415,"domain_scores_codex":[0.9301446,0.02730075,0.0276795,0.002372738,0.01174607,0.0007562937],"domain_scores_gemma":[0.7684702,0.1775969,0.03535633,0.003538126,0.01396997,0.001068489],"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":[0.0001709345,0.00002907788,0.001848221,0.9431206,0.007869567,0.00006645928,0.0009299116,0.00009007286,0.00006879398,0.0002221103,0.0009750393,0.04460924],"study_design_scores_gemma":[0.0002284498,0.0001891004,0.005107375,0.9505042,0.03481564,0.0002281837,0.0007984034,0.00009870048,0.0001404708,0.0002956343,0.007546879,0.0000470591],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005471349,0.9892676,0.0006429417,0.0007609306,0.0001684949,0.002196861,0.0005997985,0.00002178664,0.0008701573],"genre_scores_gemma":[0.09504437,0.8924547,0.004657682,0.001271485,0.00015413,0.005500422,0.000663394,0.00002150643,0.0002322936],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04732905,"threshold_uncertainty_score":0.250303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1297594263537223,"score_gpt":0.5572957214471406,"score_spread":0.4275362950934183,"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."}}