{"id":"W4413856306","doi":"10.2196/75200","title":"Medication Management Using Technology-Based Interventions in Older People at Home Care Settings: Protocol for a Scoping Review","year":2025,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Psychological intervention; Protocol (science); Medicine; Aged care; Gerontology; Nursing; Alternative medicine; Computer science; World Wide Web","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":[0.07188141,0.005459461,0.0138802,0.01712328,0.00484689,0.007938002,0.005347622,0.007901552,0.06836545],"category_scores_gemma":[0.06321696,0.004818603,0.01722895,0.01641087,0.004203361,0.008927047,0.007087242,0.006926358,0.0115619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0143152,"about_ca_system_score_gemma":0.06418452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006239656,"about_ca_topic_score_gemma":0.01391615,"domain_scores_codex":[0.9702842,0.01134855,0.01076158,0.001957797,0.004019428,0.001628472],"domain_scores_gemma":[0.9604692,0.01351369,0.007299209,0.003116875,0.01391133,0.001689583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005136201,0.0008898614,0.0008905635,0.8611647,0.001451967,0.00129242,0.004699609,0.00166143,0.002608541,0.005956807,0.03228707,0.08196086],"study_design_scores_gemma":[0.01435872,0.003172506,0.004852839,0.6308945,0.004515331,0.000895935,0.005213429,0.0009225608,0.002194066,0.007917895,0.3246378,0.0004243725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002549668,0.001426744,0.0007737178,0.0001830608,0.000158805,0.9952809,0.001334437,0.00003621372,0.0005511372],"genre_scores_gemma":[0.0002097713,0.001954194,0.002941279,0.000125183,0.00002099727,0.9940195,0.000382925,0.000005041397,0.0003410133],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07188141,"threshold_uncertainty_score":0.3801498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6328247308261981,"score_gpt":0.7248799610308498,"score_spread":0.09205523020465178,"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."}}