{"id":"W4414341470","doi":"10.2196/75991","title":"Using Smart Displays to Implement an eHealth System for Older Adults With Multiple Chronic Conditions: Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Agency for Healthcare Research and Quality","keywords":"eHealth; Randomized controlled trial; Telemedicine; mHealth; Quality of life (healthcare)","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":[],"consensus_categories":[],"category_scores_codex":[0.002255759,0.0002176845,0.001022846,0.0003290568,0.001064396,0.0001004946,0.0002828302,0.0001316026,0.00001917568],"category_scores_gemma":[0.0004687025,0.0001739851,0.0001998467,0.0004211077,0.0001432462,0.0002592613,0.00005203618,0.0001397659,0.000003566146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008845032,"about_ca_system_score_gemma":0.0006988228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001968522,"about_ca_topic_score_gemma":0.006639739,"domain_scores_codex":[0.9973346,0.0005472152,0.0006387042,0.0004378596,0.0002988933,0.0007427489],"domain_scores_gemma":[0.9980037,0.001050128,0.000277335,0.0003131187,0.0001800481,0.000175707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9240392,0.0004391512,0.002500228,0.0006080168,0.0005142768,0.000005900013,0.02704681,0.0001444037,0.000142365,0.04130293,0.001249198,0.002007446],"study_design_scores_gemma":[0.9770112,0.0001512878,0.0002597862,0.001093699,0.0001615238,0.000001148196,0.01513701,0.004700337,0.0001026674,0.00007230649,0.001078477,0.0002305349],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9311824,0.0001890022,0.02612025,0.001855529,0.001128729,0.03830057,0.00004871403,0.0005841607,0.0005905936],"genre_scores_gemma":[0.9867387,0.000005164824,0.001816738,0.0001954542,0.0003313977,0.01067875,0.00002700152,0.00002273935,0.0001840339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05555627,"threshold_uncertainty_score":0.8186578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0166360483088043,"score_gpt":0.3598190145834421,"score_spread":0.3431829662746378,"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."}}