{"id":"W4415356554","doi":"10.1093/ageing/afaf303","title":"Development and evaluation of online medication support tools for older people: a systematic review","year":2025,"lang":"en","type":"review","venue":"Age and Ageing","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"MEDLINE; Systematic review; Medication adherence; Medication therapy management; Older people","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03035516,0.001799602,0.008151042,0.01350462,0.001088679,0.003520816,0.002457633,0.002231221,0.003057344],"category_scores_gemma":[0.09347824,0.001297716,0.00880308,0.01085279,0.00129217,0.004119187,0.002629358,0.001619307,0.0003274304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005470981,"about_ca_system_score_gemma":0.02126686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005282477,"about_ca_topic_score_gemma":0.0157911,"domain_scores_codex":[0.9690565,0.01327141,0.009908031,0.001174549,0.006054789,0.0005346824],"domain_scores_gemma":[0.9129934,0.06004645,0.01495152,0.001478736,0.009558994,0.0009709447],"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":[0.0002466599,0.00006027915,0.0007322137,0.9363809,0.004845846,0.0000902281,0.0005078078,0.00008296458,0.0001528261,0.0001438487,0.0006383976,0.05611812],"study_design_scores_gemma":[0.0003711316,0.0005392398,0.003215841,0.9498229,0.03358896,0.0002514382,0.0006954,0.0001103064,0.0003052018,0.0001722421,0.01088623,0.0000411366],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003417137,0.9927141,0.0004822605,0.0002716753,0.0001390554,0.002193787,0.0003275373,0.00001707574,0.0004373908],"genre_scores_gemma":[0.03647682,0.9539107,0.003947984,0.0006133544,0.0001021869,0.004404461,0.000354345,0.00001184017,0.0001782695],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03035516,"threshold_uncertainty_score":0.1605353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.169437399675015,"score_gpt":0.5222150945209874,"score_spread":0.3527776948459723,"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."}}