Cargando…

Identifying Key Predictors of Cognitive Dysfunction in Older People Using Supervised Machine Learning Techniques: Observational Study

BACKGROUND: Machine learning techniques, specifically classification algorithms, may be effective to help understand key health, nutritional, and environmental factors associated with cognitive function in aging populations. OBJECTIVE: This study aims to use classification techniques to identify the...

Descripción completa

Detalles Bibliográficos
Autores principales:	Rankin, Debbie, Black, Michaela, Flanagan, Bronac, Hughes, Catherine F, Moore, Adrian, Hoey, Leane, Wallace, Jonathan, Gill, Chris, Carlin, Paul, Molloy, Anne M, Cunningham, Conal, McNulty, Helene
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	JMIR Publications 2020
Materias:	Original Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7527918/ https://www.ncbi.nlm.nih.gov/pubmed/32936084 http://dx.doi.org/10.2196/20995

Ejemplares similares

The association between proton pump inhibitors and hyperparathyroidism: a potential mechanism for increased fracture—results of a large observational cohort study
por: Fitzpatrick, Donal, et al.
Publicado: (2023)

Vitamin D and Hospital Admission in Older Adults: A Prospective Association
por: Beirne, Avril, et al.
Publicado: (2021)

B-Vitamin Intake and Biomarker Status in Relation to Cognitive Decline in Healthy Older Adults in a 4-Year Follow-Up Study
por: Hughes, Catherine F., et al.
Publicado: (2017)

Causes, Consequences and Public Health Implications of Low B-Vitamin Status in Ageing
por: Porter, Kirsty, et al.
Publicado: (2016)

Reduced kidney function is associated with poorer domain‐specific cognitive performance in community‐dwelling older adults
por: Dyer, Adam H., et al.
Publicado: (2022)

Validation of Folate-Enriched Eggs as a Functional Food for Improving Folate Intake in Consumers
por: Altic, Leslie, et al.
Publicado: (2016)

Associations of atrophic gastritis and proton-pump inhibitor drug use with vitamin B-12 status, and the impact of fortified foods, in older adults
por: Porter, Kirsty M, et al.
Publicado: (2021)

Association of dietary flavan-3-ol intakes with plasma phenyl-γ-valerolactones: analysis from the TUDA cohort of healthy older adults
por: Angelino, Donato, et al.
Publicado: (2023)

Reliability of Supervised Machine Learning Using Synthetic Data in Health Care: Model to Preserve Privacy for Data Sharing
por: Rankin, Debbie, et al.
Publicado: (2020)

Impact of the common MTHFR 677C→T polymorphism on blood pressure in adulthood and role of riboflavin in modifying the genetic risk of hypertension: evidence from the JINGO project
por: Ward, Mary, et al.
Publicado: (2020)

Vitamin B-6 and riboflavin, their metabolic interaction, and relationship with MTHFR genotype in adults aged 18–102 years
por: Jarrett, Harry, et al.
Publicado: (2022)

A 2‐Year Randomized Controlled Trial With Low‐Dose B‐Vitamin Supplementation Shows Benefits on Bone Mineral Density in Adults With Lower B12 Status
por: Clements, Michelle, et al.
Publicado: (2022)

A computational study of astrocytic glutamate influence on post-synaptic neuronal excitability
por: Flanagan, Bronac, et al.
Publicado: (2018)

Predictors of swimming pool supervision for caregivers of toddlers
por: Johnson, Molly B, et al.
Publicado: (2021)

Self-Supervised Learning to Detect Key Frames in Videos
por: Yan, Xiang, et al.
Publicado: (2020)

A Computational Study of Astrocytic GABA Release at the Glutamatergic Synapse: EAAT-2 and GAT-3 Coupled Dynamics
por: Flanagan, Bronac, et al.
Publicado: (2021)

Discovering and comparing types of general practitioner practices using geolocational features and prescribing behaviours by means of K-means clustering
por: Booth, Frederick G., et al.
Publicado: (2021)

The influence of astrocytic leaflet motility on ionic signalling and homeostasis at active synapses
por: Toman, Marinus, et al.
Publicado: (2023)

Evidence of a Role for One-Carbon Metabolism in Blood Pressure: Can B Vitamin Intervention Address the Genetic Risk of Hypertension Owing to a Common Folate Polymorphism?
por: McNulty, Helene, et al.
Publicado: (2019)

A systematic review of the predictors of health service utilisation by adults with mental disorders in the UK
por: Twomey, Conal D, et al.
Publicado: (2015)

Promising Practices in E-Supervision: Exploring Graduate Speech-Language Pathology Interns’ Perceptions
por: Carlin, Charles H., et al.
Publicado: (2012)

Novel Approaches to Investigate One-Carbon Metabolism and Related B-Vitamins in Blood Pressure
por: McMahon, Amy, et al.
Publicado: (2016)

Riboflavin lowers blood pressure in hypertensive people with the MTHFR 677TT genotype
por: McNulty, Helene, et al.
Publicado: (2014)

The Use of E-supervision to Support Speech-Language Pathology Graduate Students during Student Teaching Practica
por: Carlin, Charles H., et al.
Publicado: (2013)

Energy, Macronutrients, Dietary Fibre and Salt Intakes in Older Adults in Ireland: Key Sources and Compliance with Recommendations
por: Kehoe, Laura, et al.
Publicado: (2021)

Impact of the MTHFR C677T polymorphism on blood pressure and related central haemodynamic parameters in healthy adults
por: Rooney, Martina, et al.
Publicado: (2022)

Endobronchial ultrasound: morphological predictors of benign disease
por: Gogia, Pratibha, et al.
Publicado: (2016)

Sugar-Fat Seesaw: A Systematic Review of the Evidence
por: Sadler, Michele Jeanne, et al.
Publicado: (2015)

Effect of continued folic acid supplementation beyond the first trimester of pregnancy on cognitive performance in the child: a follow-up study from a randomized controlled trial (FASSTT Offspring Trial)
por: McNulty, Helene, et al.
Publicado: (2019)

How Is Leisure Related to Wellbeing and to Substance Use? The Probable Key Role of Autonomy and Supervision
por: Tomé, Gina, et al.
Publicado: (2023)

Animations designed to raise patient awareness of prudent antibiotic use: patient recall of key messages and their immediate effect on patient attitude
por: Lecky, Donna M., et al.
Publicado: (2017)

Supervised and unsupervised language modelling in Chest X-Ray radiological reports
por: Drozdov, Ignat, et al.
Publicado: (2020)

Coral species composition drives key ecosystem function on coral reefs
por: Richardson, Laura E., et al.
Publicado: (2020)

KEY PREDICTORS OF COGNITIVE AGING
por: Turiano, Nicholas, et al.
Publicado: (2022)

Finding common ground: meta-synthesis of communication frameworks found in patient communication, supervision and simulation literature
por: Links, Matthew Jon, et al.
Publicado: (2020)

System Architecture of a European Platform for Health Policy Decision Making: MIDAS
por: Shi, Xi, et al.
Publicado: (2022)

Supervisión /
por: Bounds, Gregory M.
Publicado: (1999)

Prevalence of sarcopenia and associated factors in older adults attending a day hospital service in Ireland
por: Connolly, Kieron, et al.
Publicado: (2021)

Using accelerometers in the assessment of sarcopenia in older adults attending a day hospital service in Ireland
por: Connolly, Kieron, et al.
Publicado: (2021)

Supervised multivariate analysis of sequence groups to identify specificity determining residues
por: Wallace, Iain M, et al.
Publicado: (2007)

Cannot write session to /tmp/vufind_sessions/sess_jgdub4h1l28c6nr2kp1u9rqb0m