{"id":"W2952464649","doi":"10.2196/13608","title":"Mobile Apps for Medication Management: Review and Analysis","year":2019,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":180,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Centre for Advancing Health Outcomes; St. Paul's Hospital; University of British Columbia","funders":"Lékařská fakulta, Masarykova univerzita; Masarykova Univerzita","keywords":"App store; Android (operating system); Mobile phone; mHealth; Internet privacy; Psychological intervention; Mobile device; Mobile apps; Medicine; World Wide Web; Pill; Context (archaeology); Computer science; Nursing","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","sts"],"consensus_categories":[],"category_scores_codex":[0.00386043,0.0007979348,0.004929463,0.00101255,0.001756324,0.0000181802,0.0004267315,0.0009654713,0.0002065524],"category_scores_gemma":[0.00008721402,0.0006649666,0.0004454187,0.001818522,0.0001279295,0.0001120897,0.000219209,0.001516576,0.0002700671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005190597,"about_ca_system_score_gemma":0.00260586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001013784,"about_ca_topic_score_gemma":0.00005625388,"domain_scores_codex":[0.9914744,0.001097475,0.003484566,0.001649856,0.0004145066,0.001879229],"domain_scores_gemma":[0.9922567,0.001374446,0.002739224,0.001431263,0.0002284614,0.001969893],"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":[0.000009546313,0.00003690006,0.00003299468,0.4617641,0.0001465128,2.448707e-7,0.0000676218,2.421508e-8,4.932427e-10,0.003846281,0.02056547,0.5135303],"study_design_scores_gemma":[0.0007372045,0.000202176,0.0001922273,0.02218477,0.01788039,0.000005955122,0.00009853092,0.00002425552,6.622542e-10,0.0002204224,0.9580496,0.0004044785],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001753919,0.9457645,0.000569508,0.001009413,0.0004395575,0.04876658,0.0009590029,0.0001846656,0.002305036],"genre_scores_gemma":[0.000002694094,0.8567111,0.001222982,0.0084787,0.000311452,0.1267885,0.0030664,0.0001159244,0.003302297],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9374841,"threshold_uncertainty_score":0.9995801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1502711253655312,"score_gpt":0.5453684000826081,"score_spread":0.395097274717077,"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."}}