{"id":"W3188948671","doi":"10.1177/17151635211034198","title":"A review of features and characteristics of smart medication adherence products","year":2021,"lang":"en","type":"review","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine; Institute of Aging; Research Institute for Aging; McMaster University; University of Waterloo","funders":"","keywords":"Product (mathematics); Medicine; Computer science; Medical emergency; Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00077845,0.0004245634,0.002201874,0.0003046835,0.0001431539,0.00002549112,0.0004434341,0.0001196597,0.00125841],"category_scores_gemma":[0.001320563,0.0003806962,0.0002455293,0.0008923679,0.0003005328,0.0000972627,0.00004319675,0.0009145144,0.000007428581],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006975158,"about_ca_system_score_gemma":0.02199205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002248723,"about_ca_topic_score_gemma":0.001469218,"domain_scores_codex":[0.9968098,0.0002514614,0.001475691,0.0004394956,0.0005667164,0.0004568762],"domain_scores_gemma":[0.9947397,0.0001237609,0.001581978,0.0004633918,0.001558884,0.001532265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007755083,0.0000265559,0.00003006552,0.1829702,0.0002302194,0.003422031,0.00004758794,1.934888e-8,0.00001406355,0.00001260554,0.06648095,0.7467579],"study_design_scores_gemma":[0.0002864151,0.00004283564,0.000005535825,0.06045802,0.00133246,0.2565653,0.000001757611,0.000003466334,0.00004222142,0.000001701031,0.6810383,0.0002219718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000152174,0.9970842,0.000006616108,0.0001394068,0.0009829603,0.0007974328,0.0004640358,0.000006211325,0.0003669562],"genre_scores_gemma":[0.001009468,0.9952609,0.0001747357,0.001734047,0.0004759438,0.00004637111,0.0002748318,0.00004354081,0.0009801794],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.746536,"threshold_uncertainty_score":0.9998645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09256701373822739,"score_gpt":0.3598882986639795,"score_spread":0.2673212849257521,"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."}}