{"id":"W4407830587","doi":"10.2196/67293","title":"Multilevel Intervention to Increase Patient Portal Use in Adults With Type 2 Diabetes Who Access Health Care at Community Health Centers: Single Arm, Pre-Post Pilot Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities; National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Preprint; Medicine; Health care; Intervention (counseling); Type 2 diabetes; Patient portal; Family medicine; Gerontology; Diabetes mellitus; Nursing; World Wide Web; Computer science","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":[0.002153753,0.0008948445,0.00115957,0.0006987559,0.001646099,0.000871181,0.0008253668,0.001296454,0.008034164],"category_scores_gemma":[0.003592575,0.0005894287,0.001146705,0.0004410942,0.0006533036,0.0008047674,0.001911004,0.001924073,0.0005795225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303884,"about_ca_system_score_gemma":0.00303497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006456221,"about_ca_topic_score_gemma":0.01095417,"domain_scores_codex":[0.997834,0.0009476135,0.000163095,0.000301071,0.0002215533,0.0005326408],"domain_scores_gemma":[0.9976811,0.0004765429,0.00037375,0.0001893768,0.0002446197,0.00103443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.09188989,0.7267311,0.03579697,0.001279881,0.0008527245,0.0001913042,0.002907133,0.0005948233,0.006148556,0.0001280188,0.001729008,0.1317506],"study_design_scores_gemma":[0.107641,0.7236667,0.1632164,0.0001437381,0.0004886816,0.00004604373,0.001166132,0.0007390715,0.001450464,0.0001287137,0.001265916,0.00004707969],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926883,0.00006693153,0.00023286,0.0001406174,0.00002978681,0.005952832,0.0002044974,0.00004321659,0.000640891],"genre_scores_gemma":[0.9785301,0.0001801332,0.003935293,0.0003991614,0.00009928708,0.01553948,0.0002764933,0.000008544919,0.00103159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008034164,"threshold_uncertainty_score":0.02687699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1553247312718723,"score_gpt":0.5327775364961654,"score_spread":0.3774528052242931,"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."}}