Cargando…

Prediction of hypertension using traditional regression and machine learning models: A systematic review and meta-analysis

OBJECTIVE: We aimed to identify existing hypertension risk prediction models developed using traditional regression-based or machine learning approaches and compare their predictive performance. METHODS: We systematically searched MEDLINE, EMBASE, Web of Science, Scopus, and the grey literature for...

Descripción completa

Detalles Bibliográficos
Autores principales:	Chowdhury, Mohammad Ziaul Islam, Naeem, Iffat, Quan, Hude, Leung, Alexander A., Sikdar, Khokan C., O’Beirne, Maeve, Turin, Tanvir C.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Public Library of Science 2022
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8989291/ https://www.ncbi.nlm.nih.gov/pubmed/35390039 http://dx.doi.org/10.1371/journal.pone.0266334

Ejemplares similares

Summarising and synthesising regression coefficients through systematic review and meta-analysis for improving hypertension prediction using metamodelling: protocol
por: Chowdhury, Mohammad Ziaul Islam, et al.
Publicado: (2020)

A comparison of machine learning algorithms and traditional regression-based statistical modeling for predicting hypertension incidence in a Canadian population
por: Chowdhury, Mohammad Ziaul Islam, et al.
Publicado: (2023)

Development and validation of a hypertension risk prediction model and construction of a risk score in a Canadian population
por: Chowdhury, Mohammad Ziaul Islam, et al.
Publicado: (2022)

Color coded health data: factors related to willingness to share health information in South Asian community members in Canada
por: Naeem, Iffat, et al.
Publicado: (2023)

Variable selection strategies and its importance in clinical prediction modelling
por: Chowdhury, Mohammad Ziaul Islam, et al.
Publicado: (2020)

Factors Associated With Willingness to Share Health Information: Rapid Review
por: Naeem, Iffat, et al.
Publicado: (2022)

Hypertension prevalence and its trend in Bangladesh: evidence from a systematic review and meta-analysis
por: Chowdhury, Mohammad Ziaul Islam, et al.
Publicado: (2020)

Knowledge mobilisation in bridging community-practice–academia-policy through meaningful engagement: systematic integrative review protocol focusing on studies conducted on health and wellness among immigrant communities
por: Turin, Tanvir C, et al.
Publicado: (2020)

Predicting the risk of stroke among patients with type 2 diabetes: a systematic review and meta-analysis of C-statistics
por: Chowdhury, Mohammad Ziaul Islam, et al.
Publicado: (2019)

Community engagement with immigrant communities involving health and wellness research: a systematic review protocol towards developing a taxonomy of community engagement definitions, frameworks, and methods
por: Turin, Tanvir C, et al.
Publicado: (2020)

Alternative career pathway decision-support job database for international medical graduates in Canada
por: Sikdar, Saif, et al.
Publicado: (2022)

Perceived Challenges and Unmet Primary Care Access Needs among Bangladeshi Immigrant Women in Canada
por: Turin, Tanvir C., et al.
Publicado: (2020)

Identifying the facilitators, constraints and barriers of community indoor walking programmes: protocol for a realist synthesis
por: Singh, Shaminder, et al.
Publicado: (2020)

Evaluating the Completness of Physician Billing Claims: A Proof-of-Concept Study
por: Lix, Lisa, et al.
Publicado: (2017)

Social Media in Communicating Health Information: An Analysis of Facebook Groups Related to Hypertension
por: Al Mamun, Mohammad, et al.
Publicado: (2015)

Perceived barriers and primary care access experiences among immigrant Bangladeshi men in Canada
por: Turin, Tanvir C, et al.
Publicado: (2020)

Leaving the Walkman and ICD-9 Behind: Modernizing the Disease Classification System Used by Canadian Physicians
por: Garies, Stephanie, et al.
Publicado: (2022)

Mental Health and Well-Being Needs among Non-Health Essential Workers during Recent Epidemics and Pandemics
por: Chowdhury, Nashit, et al.
Publicado: (2022)

Management of sleep disorder by preceptors in a family medicine residency program in Calgary, Alberta: a mixed-methods study
por: Cheung, Sarah, et al.
Publicado: (2023)

A prediction model to estimate completeness of electronic physician claims databases
por: Lix, Lisa M, et al.
Publicado: (2015)

Personalized prediction of incident hospitalization for cardiovascular disease in patients with hypertension using machine learning
por: Feng, Yuanchao, et al.
Publicado: (2022)

Community-based Health Data Cooperatives Towards Improving the Immigrant Community Health: A Scoping Review to Inform Policy and Practice
por: Naeem, I, et al.
Publicado: (2020)

From lending to learning: the development and extension of public libraries
por: O'Beirne, Rónán
Publicado: (2010)

Puzzles and paradoxes: fascinating excursions in recreational mathematics
por: O'Beirne, T H
Publicado: (1984)

Health-wellness resources on Canadian immigrant service provider organizations’ websites: A content, navigability, usability, and credibility analysis towards service & asset mapping
por: Khalid, Ayisha, et al.
Publicado: (2022)

Informing the implementation and use of person-centred quality indicators: a mixed methods study on the readiness, barriers and facilitators to implementation in Canada
por: Manalili, Kimberly, et al.
Publicado: (2022)

Labor Market Integration of High-Skilled Immigrants in Canada: Employment Patterns of International Medical Graduates in Alternative Jobs
por: Turin, Tanvir C., et al.
Publicado: (2022)

Factors associated with mode of colorectal cancer detection and time to diagnosis: a population level study
por: Sikdar, Khokan C., et al.
Publicado: (2017)

Lost in Transition: The Need for a Strategic Approach to Facilitate Job Market Integration of Internationally Educated Physicians through Alternative Careers
por: Turin, Tanvir C., et al.
Publicado: (2022)

Understanding misinformation infodemic during public health emergencies due to large-scale disease outbreaks: a rapid review
por: Chowdhury, Nashit, et al.
Publicado: (2021)

Alternative Careers toward Job Market Integration: Barriers Faced by International Medical Graduates in Canada
por: Turin, Tanvir C., et al.
Publicado: (2023)

Choosing Alternative Career Pathways after Immigration: Aspects Internationally Educated Physicians Consider when Narrowing down Non-Physician Career Choices
por: Chowdhury, Nashit, et al.
Publicado: (2023)

Dataset of clinical laboratory tests according to ordering variance among family physicians in Calgary, Alberta, Canada
por: Nguyen, Leonard T., et al.
Publicado: (2019)

Prevalence of metabolic syndrome in Bangladesh: a systematic review and meta-analysis of the studies
por: Chowdhury, Mohammad Ziaul Islam, et al.
Publicado: (2018)

Acute-onset atrial fibrillation and ambient air temperature: A linear or a non-linear association?
por: Turin, Tanvir Chowdhury, et al.
Publicado: (2015)

Mass gathering health: Considering triggering factors associated with acute cardiovascular events using linked registry data
por: Turin, Tanvir C., et al.
Publicado: (2018)

Validation of the New Diagnostic Criteria for Clinically Significant Portal Hypertension by Platelets and Elastography
por: Podrug, Kristian, et al.
Publicado: (2021)

Hospital treatment costs and length of stay associated with hypertension and multimorbidity after hemorrhagic stroke
por: Specogna, Adrian V., et al.
Publicado: (2017)

Cost-effectiveness analysis of an outreach model of Hepatitis C Virus (HCV) assessment to facilitate HCV treatment in primary care
por: Brain, David, et al.
Publicado: (2020)

Community Ecosystem Mapping: A Foundational Step for Effective Community Engagement in Research and Knowledge Mobilization
por: Turin, Tanvir C., et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_15nebbjfp9huvp5hf1cvlo1ggk