{"id":"W4404789470","doi":"10.2196/57652","title":"Medication Management Initiatives Using Wearable Devices: Scoping Review","year":2024,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Medicine; Web of science; Disease management; Grey literature; Systematic review; Medication adherence; Clinical study design; Wearable computer; Health care; Relevance (law); Clinical trial; Meta-analysis; Alternative medicine; Health management system; Computer science; Pathology","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":[0.02099879,0.002028901,0.005950514,0.02299615,0.001512148,0.005213407,0.002828366,0.00372919,0.005883879],"category_scores_gemma":[0.1020178,0.00163262,0.007279275,0.02572876,0.001450718,0.004644468,0.003691392,0.002156704,0.0007320131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006150931,"about_ca_system_score_gemma":0.02505177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009055358,"about_ca_topic_score_gemma":0.01444565,"domain_scores_codex":[0.9802389,0.007499914,0.00749917,0.0009242711,0.003364019,0.0004736973],"domain_scores_gemma":[0.9155055,0.06419632,0.01087635,0.001185849,0.007713204,0.0005228101],"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":[0.0001146787,0.00004819231,0.0005981251,0.8061895,0.00178747,0.0001204396,0.0007126697,0.0001721154,0.0001218953,0.0007965253,0.003512643,0.1858257],"study_design_scores_gemma":[0.00003263545,0.00005596313,0.0008617771,0.9750341,0.00446442,0.0001262331,0.0003755745,0.00005283719,0.00008907067,0.000250438,0.01864051,0.00001646106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005100924,0.997109,0.000269999,0.0004490057,0.000172144,0.000457023,0.0001668719,0.00001070053,0.0008552119],"genre_scores_gemma":[0.003392063,0.9947065,0.0006207226,0.0002605582,0.00008902266,0.0007216401,0.0001169886,0.000004281727,0.00008827784],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02299615,"threshold_uncertainty_score":0.1110535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1473307485207145,"score_gpt":0.4450796539252592,"score_spread":0.2977489054045448,"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."}}