{"id":"W4389979877","doi":"10.2196/50990","title":"Key Features of Smart Medication Adherence Products: Updated Scoping Review","year":2023,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine; Research Institute for Aging; University of Waterloo","funders":"","keywords":"Scopus; Computer science; Medicine; Software; Key (lock); MEDLINE; World Wide Web; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00763082,0.001461239,0.003890202,0.02046981,0.0007670088,0.003610441,0.001984462,0.002537796,0.01029867],"category_scores_gemma":[0.03782309,0.001010392,0.005041868,0.01958209,0.0008211976,0.004556776,0.001993913,0.001643119,0.0013737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003419198,"about_ca_system_score_gemma":0.01215188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009285438,"about_ca_topic_score_gemma":0.01880819,"domain_scores_codex":[0.9936271,0.001322049,0.002870015,0.0003967426,0.001573823,0.0002102551],"domain_scores_gemma":[0.9673718,0.02170852,0.005414666,0.0004589522,0.004736701,0.0003092856],"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":[0.0001141699,0.00003006799,0.000610455,0.7415778,0.0009377975,0.0001379295,0.0004219614,0.0001075351,0.0002231759,0.0008399206,0.01373232,0.2412669],"study_design_scores_gemma":[0.00003715627,0.00007064361,0.001936215,0.8834,0.005858637,0.000356001,0.000274275,0.00006615204,0.0001548083,0.0004537815,0.1073672,0.00002516832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003668978,0.996573,0.0001892889,0.0005928708,0.0002595946,0.0001957717,0.0006037229,0.00001625682,0.001202634],"genre_scores_gemma":[0.002352358,0.9954088,0.0006695482,0.0004843891,0.0001099715,0.0002726708,0.0004368791,0.000007361095,0.00025799],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02046981,"threshold_uncertainty_score":0.04035616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06201355756426905,"score_gpt":0.3832714770622802,"score_spread":0.3212579194980112,"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."}}