{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002639328,0.00102432,0.00225034,0.01044195,0.0005062705,0.001678461,0.001486662,0.001367524,0.005912439],"category_scores_gemma":[0.01194516,0.0005411021,0.002637121,0.007551049,0.0005406569,0.002577883,0.001311163,0.001467313,0.001284859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009686315,"about_ca_system_score_gemma":0.003691567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002888661,"about_ca_topic_score_gemma":0.005280545,"domain_scores_codex":[0.9981705,0.0003772407,0.0005647278,0.000156964,0.0006405512,0.00008999916],"domain_scores_gemma":[0.9852386,0.01043242,0.001694228,0.0001760803,0.002246856,0.0002119266],"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":[0.0001728676,0.00007832551,0.0008065531,0.3021691,0.0006787574,0.0002383063,0.0002999859,0.0001642079,0.0004858286,0.001051642,0.01833192,0.6755226],"study_design_scores_gemma":[0.0001093067,0.0003782388,0.00844002,0.4798129,0.006284136,0.002464842,0.0004563484,0.0003923166,0.0006608289,0.001136827,0.4997727,0.0000915272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003404867,0.998036,0.000163572,0.0003230741,0.0001386518,0.00009094571,0.0001641625,0.00001553377,0.0007276753],"genre_scores_gemma":[0.001967962,0.9967017,0.0005029705,0.0002904047,0.0001249868,0.00009293265,0.000140119,0.000005113456,0.0001739233],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01044195,"threshold_uncertainty_score":0.01977915,"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."}}