{"id":"W3215730694","doi":"10.2196/33118","title":"Development of a Community-Based e-Health Program for Older Adults With Chronic Diseases: Pilot Pre-Post Study","year":2021,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Diabetes Management and Education","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Changi General Hospital; National University of Singapore","keywords":"Health literacy; Medicine; Gerontology; Empowerment; Glycated hemoglobin; Quality of life (healthcare); Health care; eHealth; Physical therapy; Psychology; Nursing; Diabetes mellitus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.008081206,0.0009775492,0.001218593,0.001544687,0.002331462,0.001033832,0.00132616,0.001397251,0.005452589],"category_scores_gemma":[0.007001588,0.000719485,0.001213761,0.0007721794,0.0010507,0.001508972,0.002009129,0.002062211,0.001026194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001711279,"about_ca_system_score_gemma":0.00691777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006006302,"about_ca_topic_score_gemma":0.008149697,"domain_scores_codex":[0.9968877,0.001231931,0.0002418403,0.0002709852,0.0004359112,0.0009316175],"domain_scores_gemma":[0.9939481,0.001278816,0.0002926534,0.0006925946,0.001446698,0.00234106],"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":[0.01078911,0.651035,0.05172909,0.001459732,0.000168595,0.001148447,0.008330731,0.001232432,0.006653624,0.0003768589,0.003229133,0.2638473],"study_design_scores_gemma":[0.02915177,0.5507791,0.3792618,0.0004069675,0.0004394165,0.0002818419,0.01642062,0.00296482,0.007658447,0.0005063213,0.01199009,0.0001387297],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575166,0.00005314307,0.001067735,0.0002281159,0.00006833696,0.03844878,0.0006439515,0.0001418823,0.001831442],"genre_scores_gemma":[0.9179835,0.0002873538,0.01688882,0.0007943692,0.0001198722,0.05875994,0.001449732,0.00003766738,0.003678863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008081206,"threshold_uncertainty_score":0.04273802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02671336893347306,"score_gpt":0.3472980415796271,"score_spread":0.320584672646154,"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."}}