{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000398068,0.00008916181,0.0002578768,0.00008880754,0.00004162785,0.000005650309,0.0001332314,0.00003473755,0.0009766315],"category_scores_gemma":[0.0002796647,0.00007520954,0.00003465545,0.0008603997,0.00005755777,0.00007544885,0.00003616712,0.0001428384,0.0007250725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001722295,"about_ca_system_score_gemma":0.0002220431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009752898,"about_ca_topic_score_gemma":0.000001799308,"domain_scores_codex":[0.9988692,0.00003666247,0.0003243625,0.0002428054,0.000359514,0.0001674498],"domain_scores_gemma":[0.9991248,0.00002872223,0.0001832338,0.0004052303,0.0001772844,0.00008069654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003992621,0.0001167224,0.01279061,0.03263713,0.0000607222,0.00002695303,0.0006870916,9.49006e-7,0.01756861,0.0003834097,0.8709164,0.06477147],"study_design_scores_gemma":[0.002540736,0.0004595093,0.3229844,0.5624644,0.0002930862,0.000157505,0.000703815,0.0003799539,0.0465139,0.000352431,0.06243533,0.0007149634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3787485,0.2010808,0.001791855,0.2610444,0.003587336,0.02504342,0.00003348082,0.004143642,0.1245266],"genre_scores_gemma":[0.9322271,0.02560559,0.002000637,0.009907235,0.0005217449,0.001063955,0.0007248497,0.00005952666,0.02788929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8084811,"threshold_uncertainty_score":0.9999366,"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."}}