Cargando…

Machine learning for prediction of diabetes risk in middle-aged Swedish people

AIMS: To study if machine learning methodology can be used to detect persons with increased type 2 diabetes or prediabetes risk among people without known abnormal glucose regulation. METHODS: Machine learning and interpretable machine learning models were applied on research data from Stockholm Dia...

Descripción completa

Detalles Bibliográficos
Autores principales:	Lama, Lara, Wilhelmsson, Oskar, Norlander, Erik, Gustafsson, Lars, Lager, Anton, Tynelius, Per, Wärvik, Lars, Östenson, Claes-Göran
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Elsevier 2021
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8282976/ https://www.ncbi.nlm.nih.gov/pubmed/34296003 http://dx.doi.org/10.1016/j.heliyon.2021.e07419

Ejemplares similares

Fruit and vegetable intake and risk of prediabetes and type 2 diabetes: results from a 20-year long prospective cohort study in Swedish men and women
por: Barouti, Afroditi Alexandra, et al.
Publicado: (2022)

Fasting plasma glucose and serum 25-hydroxy vitamin D levels in individuals with Middle Eastern and Swedish descent
por: Taloyan, Marina, et al.
Publicado: (2023)

Cohort Profile: The Stockholm Diabetes Prevention Programme (SDPP)
por: Gudjonsdottir, Hrafnhildur, et al.
Publicado: (2022)

Work Stress, Sense of Coherence, and Risk of Type 2 Diabetes in a Prospective Study of Middle-Aged Swedish Men and Women
por: Eriksson, Anna-Karin, et al.
Publicado: (2013)

“I Did Not Believe You Could Get Better”—Reversal of Diabetes Risk Through Dietary Changes in Older Persons with Prediabetes in Region Stockholm
por: Timm, Linda, et al.
Publicado: (2019)

In education we trust: on handling the COVID-19 Pandemic in the Swedish welfare state
por: Lindblad, Sverker, et al.
Publicado: (2021)

Exercise capacity and muscle strength and risk of vascular disease and arrhythmia in 1.1 million young Swedish men: cohort study
por: Andersen, Kasper, et al.
Publicado: (2015)

Characterization of data-driven clusters in diabetes-free adults and their utility for risk stratification of type 2 diabetes
por: Yacamán Méndez, Diego, et al.
Publicado: (2022)

Evaluation of IGFBP-7 DNA methylation changes and serum protein variation in Swedish subjects with and without type 2 diabetes
por: Gu, Harvest F, et al.
Publicado: (2013)

IQ in Early Adulthood, Socioeconomic Position, and Unintentional Injury Mortality by Middle Age: A Cohort Study of More Than 1 Million Swedish Men
por: Batty, G. David, et al.
Publicado: (2009)

Objectively measured physical activity patterns, sedentary time and parent-reported screen-time across the day in four-year-old Swedish children
por: Berglind, Daniel, et al.
Publicado: (2017)

Alcohol and type 2 diabetes: The role of socioeconomic, lifestyle and psychosocial factors
por: Agardh, Emilie E., et al.
Publicado: (2018)

Association of blood pressure in late adolescence with subsequent mortality: cohort study of Swedish male conscripts
por: Sundström, Johan, et al.
Publicado: (2011)

Low back pain and associated disability in Swedish adolescents
por: Sundell, Claes‐Göran, et al.
Publicado: (2018)

The perceived meaning of a (w)holistic view among general practitioners and district nurses in Swedish primary care: a qualitative study
por: Strandberg, Eva Lena, et al.
Publicado: (2007)

The Swedish military conscription register: opportunities for its use in medical research
por: Ludvigsson, Jonas F., et al.
Publicado: (2022)

The psychometric properties of the Trauma Symptom Checklist for Young Children in a sample of Swedish children
por: Nilsson, Doris, et al.
Publicado: (2012)

Body image perception, smoking, alcohol use, indoor tanning, and disordered eating in young and middle-aged adults: findings from a large population-based Swedish study
por: Strand, Mattias, et al.
Publicado: (2021)

Individual and neighborhood risk factors of hospital admission and death during the COVID-19 pandemic: a population-based cohort study
por: Bell, Max, et al.
Publicado: (2023)

Cadmium Exposure and Coronary Artery Atherosclerosis: A Cross-Sectional Population-Based Study of Swedish Middle-Aged Adults
por: Barregard, Lars, et al.
Publicado: (2021)

Increased DNA methylation levels of the insulin-like growth factor binding protein 1 gene are associated with type 2 diabetes in Swedish men
por: Gu, Tianwei, et al.
Publicado: (2013)

Increasing Genetic Variance of Body Mass Index during the Swedish Obesity Epidemic
por: Rokholm, Benjamin, et al.
Publicado: (2011)

Association of Birth Order with Cardiovascular Disease Risk Factors in Young Adulthood: A Study of One Million Swedish Men
por: Jelenkovic, Aline, et al.
Publicado: (2013)

Social and Material Adversity from Adolescence to Adulthood and Allostatic Load in Middle-Aged Women and Men: Results from the Northern Swedish Cohort
por: Gustafsson, Per E., et al.
Publicado: (2011)

Bartonella spp. seroprevalence in tick-exposed Swedish patients with persistent symptoms
por: Edvinsson, Marie, et al.
Publicado: (2021)

Author Correction: Life-course trajectories of weight and their impact on the incidence of type 2 diabetes
por: Yacamán-Méndez, Diego, et al.
Publicado: (2021)

Life-course trajectories of weight and their impact on the incidence of type 2 diabetes
por: Yacamán-Méndez, Diego, et al.
Publicado: (2021)

Cognitive and emotional outcomes after prolonged education: a quasi-experiment on 320 182 Swedish boys
por: Lager, Anton, et al.
Publicado: (2017)

Molecular Detection of Borrelia Bacteria in Cerebrospinal Fluid-Optimisation of Pre-Analytical Sample Handling for Increased Analytical Sensitivity
por: Lager, Malin, et al.
Publicado: (2021)

Variation of all-cause and cause-specific mortality with body mass index in one million Swedish parent-son pairs: An instrumental variable analysis
por: Wade, Kaitlin H., et al.
Publicado: (2019)

Extent of the association between self-rated health and place of birth: a cross-sectional study among people at high risk of developing pre-diabetes and diabetes in Sweden
por: Taloyan, Marina, et al.
Publicado: (2019)

Swedish snus use is associated with mortality: a pooled analysis of eight prospective studies
por: Byhamre, Marja Lisa, et al.
Publicado: (2020)

Psychosis alters association between IQ and future risk of attempted suicide: cohort study of 1 109 475 Swedish men
por: Batty, G David, et al.
Publicado: (2010)

Birth weight and grip strength in young Swedish males: a longitudinal matched sibling analysis and across all body mass index ranges
por: Ahlqvist, Viktor H., et al.
Publicado: (2019)

The in vitro toxicology of Swedish snus
por: Coggins, Christopher R. E., et al.
Publicado: (2012)

Social Support and Subclinical Coronary Artery Disease in Middle-Aged Men and Women: Findings from the Pilot of Swedish CArdioPulmonary bioImage Study
por: Djekic, Demir, et al.
Publicado: (2020)

Persistent Organic Pollutants and Inflammatory Markers in a Cross-Sectional Study of Elderly Swedish People: The PIVUS Cohort
por: Kumar, Jitender, et al.
Publicado: (2014)

Consumption of fruit and vegetables and the risk of type 2 diabetes: a 4-year longitudinal study among Swedish adults
por: Ahmed, Arif, et al.
Publicado: (2020)

Eldercare services for people with and without a dementia diagnosis: an analysis of Swedish registry data
por: sm-Rahman, Atiqur, et al.
Publicado: (2021)

Labour market position of young people and premature mortality in adult life: A 26-year follow-up of 569 528 Swedish 18 year-olds
por: Döring, Nora, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_v13h5mb9699o1cgbias0gatdjs