Cargando…

Predictive models of medication non-adherence risks of patients with T2D based on multiple machine learning algorithms

OBJECTIVE: Medication adherence plays a key role in type 2 diabetes (T2D) care. Identifying patients with high risks of non-compliance helps individualized management, especially for China, where medical resources are relatively insufficient. However, models with good predictive capabilities have no...

Descripción completa

Detalles Bibliográficos
Autores principales:	Wu, Xing-Wei, Yang, Heng-Bo, Yuan, Rong, Long, En-Wu, Tong, Rong-Sheng
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BMJ Publishing Group 2020
Materias:	Clinical Care/Education/Nutrition
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7064141/ https://www.ncbi.nlm.nih.gov/pubmed/32156739 http://dx.doi.org/10.1136/bmjdrc-2019-001055

Ejemplares similares

Effect of medication adherence on clinical outcomes in type 2 diabetes: analysis of the SIMPLE study
por: Patel, Sapna, et al.
Publicado: (2019)

Medication regimen complexity and its impact on medication adherence and glycemic control among patients with type 2 diabetes mellitus in an Ethiopian general hospital
por: Ayele, Asnakew Achaw, et al.
Publicado: (2019)

Long-term metformin adherence in the Diabetes Prevention Program Outcomes Study
por: Walker, Elizabeth Arquin, et al.
Publicado: (2020)

Adherence to ophthalmology referral, treatment and follow-up after diabetic retinopathy screening in the primary care setting
por: Bresnick, George, et al.
Publicado: (2020)

Adherence to antidiabetic treatment and impaired hypoglycemia awareness in type 2 diabetes mellitus assessed in Spanish community pharmacies: the ADHIFAC study
por: Gomez-Peralta, Fernando, et al.
Publicado: (2021)

Custom-made footwear designed for indoor use increases short-term and long-term adherence in people with diabetes at high ulcer risk
por: Keukenkamp, Renske, et al.
Publicado: (2022)

Medication-induced hyperglycemia: pediatric perspective
por: Tosur, Mustafa, et al.
Publicado: (2020)

Variables associated with HbA1c and weight reductions when adding liraglutide to multiple daily insulin injections in persons with type 2 diabetes (MDI Liraglutide trial 3)
por: Dahlqvist, Sofia, et al.
Publicado: (2018)

Derivation and external validation of a risk prediction algorithm to estimate future risk of cardiovascular death among patients with type 2 diabetes and incident diabetic nephropathy: prospective cohort study
por: Yu, Dahai, et al.
Publicado: (2019)

Complexity of antidiabetic medication regimen is associated with increased diabetes-related distress in persons with type 2 diabetes mellitus
por: Luzuriaga, Maria, et al.
Publicado: (2021)

Medical nutrition therapy for gestational diabetes mellitus based on Mediterranean Diet principles: a subanalysis of the St Carlos GDM Prevention Study
por: Assaf-Balut, Carla, et al.
Publicado: (2018)

Risk of non-hypoglycemic agents for hypoglycemia-related hospitalization in patients with type 2 diabetes: a large-scale medical receipt database analysis
por: Horii, Takeshi, et al.
Publicado: (2023)

Therapy adjustments in people with type 1 diabetes with impaired hypoglycemia awareness on multiple daily injections using real-time continuous glucose monitoring: a mechanistic analysis of the HypoDE study
por: Waldenmaier, Delia, et al.
Publicado: (2021)

Impact of concomitant oral glucose-lowering medications on the success of basal insulin titration in insulin-naïve patients with type 2 diabetes: a systematic analysis
por: Wollenhaupt, Dominik, et al.
Publicado: (2023)

HbA1c performs well in monitoring glucose control even in populations with high prevalence of medical conditions that may alter its reliability: the OPTIMAL observational multicenter study
por: Niwaha, Anxious J, et al.
Publicado: (2021)

Empirical Validation of the Information–Motivation–Behavioral Skills Model of Diabetes Medication Adherence: A Framework for Intervention
por: Mayberry, Lindsay S., et al.
Publicado: (2014)

Combined and sequential non-invasive approach to diagnosing non-alcoholic steatohepatitis in patients with non-alcoholic fatty liver disease and persistently normal alanine aminotransferase levels
por: Zheng, Kenneth I, et al.
Publicado: (2020)

Effects of resistance exercise on blood glucose level and pregnancy outcome in patients with gestational diabetes mellitus: a randomized controlled trial
por: Xie, Yaping, et al.
Publicado: (2022)

Association of prognostic nutritional index with the risk of all-cause mortality and cardiovascular mortality in patients with type 2 diabetes: NHANES 1999–2018
por: Ning, Yachan, et al.
Publicado: (2023)

Self-administered oral glucose tolerance test with capillary glucose measurements for the screening of diabetes mellitus in high-risk adults: a feasibility study
por: Tan, Andrew Yen Siong, et al.
Publicado: (2021)

Effects of carbohydrate quality and amount on plasma lactate: results from the OmniCarb trial
por: Hu, Jiun-Ruey, et al.
Publicado: (2020)

Coagulopathy is a major extrapulmonary risk factor for mortality in hospitalized patients with COVID-19 with type 2 diabetes
por: Chen, Xiaoyan, et al.
Publicado: (2020)

Cre/CysC ratio may predict muscle composition and is associated with glucose disposal ability and macrovascular disease in patients with type 2 diabetes
por: Yang, Qing, et al.
Publicado: (2021)

Dietary intake of adults with and without diabetes: results from NHANES 2013–2016
por: McClure, Scott T, et al.
Publicado: (2020)

Integrative health coaching: a behavior skills approach that improves HbA1c and pharmacy claims-derived medication adherence
por: Wolever, Ruth Q, et al.
Publicado: (2016)

Non-adherence to eye care in people with diabetes
por: Murchison, Ann P, et al.
Publicado: (2017)

Inpatient diabetes management by specialized diabetes team versus primary service team in non-critical care units: impact on 30-day readmission rate and hospital cost
por: Bansal, Vivek, et al.
Publicado: (2018)

Effect of regular exercise training on changes in HbA1c, BMI and VO(2)max among patients with type 2 diabetes mellitus: an 8-year trial
por: Najafipour, Farzad, et al.
Publicado: (2017)

Adolescents’ perceptions of participation in group education using the Guided Self-Determination-Young method: a qualitative study
por: Brorsson, Anna Lena, et al.
Publicado: (2017)

Higher health literacy is associated with better glycemic control in adults with type 1 diabetes: a cohort study among 1399 Danes
por: Olesen, Kasper, et al.
Publicado: (2017)

Impact of malnutrition on survival and healthcare utilization in Medicare beneficiaries with diabetes: a retrospective cohort analysis
por: Ahmed, Naseer, et al.
Publicado: (2018)

Metformin in gestational diabetes: the offspring follow-up (MiG TOFU): body composition and metabolic outcomes at 7–9 years of age
por: Rowan, Janet A, et al.
Publicado: (2018)

GOAL study: clinical and non-clinical predictive factors for achieving glycemic control in people with type 2 diabetes in real clinical practice
por: Al Mansari, Abdulqawi, et al.
Publicado: (2018)

Physicians’ real-world experience with IDegLira: results of a European survey
por: Drummond, Russell, et al.
Publicado: (2018)

Development of a model to predict 5-year risk of severe hypoglycemia in patients with type 2 diabetes
por: Chow, Lisa S, et al.
Publicado: (2018)

Diabetes, driving and fasting during Ramadan: the interplay between secular and religious law
por: Ghouri, Nazim, et al.
Publicado: (2018)

Carbohydrate-last meal pattern lowers postprandial glucose and insulin excursions in type 2 diabetes
por: Shukla, Alpana P, et al.
Publicado: (2017)

Need to improve awareness and treatment compliance in high-risk patients for diabetic complications in Nepal
por: Sapkota, Raju P, et al.
Publicado: (2018)

Development and validation of a prediction model for insulin-associated hypoglycemia in non-critically ill hospitalized adults
por: Mathioudakis, Nestoras Nicolas, et al.
Publicado: (2018)

Basic lifestyle advice to individuals at high risk of type 2 diabetes: a 2-year population-based diabetes prevention study. The DE-PLAN intervention in the HUNT Study, Norway
por: Jølle, Anne, et al.
Publicado: (2018)

Cannot write session to /tmp/vufind_sessions/sess_o5bqrni0h6a4gtj9gu6uh0begm