Developing risk prediction models for type 2 diabetes: a systematic review of methodology and reporting (Q21245257)

18 August 2022

Ly-Mee Yu

4

Ly-Mee

Yu

1 reference

18 August 2022

Gary S Collins

1

Gary S

Collins

1 reference

18 August 2022

Omar Omar

3

Omar

Omar

1 reference

1016512016

Creative Commons Attribution 2.0 Generic

18 August 2022

language of work or name

English

0 references

publication date

8 September 2011

8 references

13 March 2019

14 March 2019

24 March 2019

18 June 2019

19 September 2019

28 September 2019

17 October 2020

4 February 2021

8 references

13 March 2019

14 March 2019

24 March 2019

18 June 2019

19 September 2019

28 September 2019

17 October 2020

4 February 2021

9

0 references

issue

1

0 references

page(s)

103

0 references

copyright license

8 references

13 March 2019

14 March 2019

24 March 2019

18 June 2019

19 September 2019

28 September 2019

17 October 2020

on focus list of Wikimedia project

4 February 2021

copyright status

copyrighted

0 references

ScienceSource

0 references

cites work

The quality of reports of randomised trials in 2000 and 2006: comparative study of articles indexed in PubMed

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

CONSORT 2010 statement: updated guidelines for reporting parallel group randomised trials

19 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement

19 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Prevalence of diabetes mellitus and the performance of a risk score among Hindustani Surinamese, African Surinamese and ethnic Dutch: a cross-sectional population-based study

19 March 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

CONSORT 2010 statement: updated guidelines for reporting parallel group randomized trials

7 April 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Recommendations for the assessment and reporting of multivariable logistic regression in transplantation literature

7 April 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Root caries risk indicators: a systematic review of risk models

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Reporting performance of prognostic models in cancer: a review

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Reporting methods in studies developing prognostic models in cancer: a review

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Comparison of techniques for handling missing covariate data within prognostic modelling studies: a simulation study

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Development and validation of a patient self-assessment score for diabetes risk

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Development and validation of a prediction model with missing predictor data: a practical approach

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Development of a type 2 diabetes risk model from a panel of serum biomarkers from the Inter99 cohort

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Prediction models in reproductive medicine: a critical appraisal

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Predicting risk of type 2 diabetes in England and Wales: prospective derivation and validation of QDScore

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Prognostic models: a methodological framework and review of models for breast cancer

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

STrengthening the REporting of Genetic Association Studies (STREGA): an extension of the STROBE statement

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Predicting diabetes: clinical, biological, and genetic approaches: data from the Epidemiological Study on the Insulin Resistance Syndrome (DESIR).

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

A systematic review finds methodological improvements necessary for prognostic models in determining traumatic brain injury outcomes.

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Systematic review of prognostic models in traumatic brain injury

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Does the CONSORT checklist improve the quality of reports of randomised controlled trials? A systematic review.

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

REporting recommendations for tumour MARKer prognostic studies (REMARK)

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Systematic review and validation of prognostic models in liver transplantation

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

A review of two journals found that articles using multivariable logistic regression frequently did not report commonly recommended assumptions.

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Missing covariate data within cancer prognostic studies: a review of current reporting and proposed guidelines

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Presentation of multivariate data for clinical use: The Framingham Study risk score functions

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Towards complete and accurate reporting of studies of diagnostic accuracy: the STARD initiative

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

A multivariate logistic regression equation to screen for diabetes: development and validation

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Systematic review of prognostic models in patients with acute stroke

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Prognostic modelling with logistic regression analysis: a comparison of selection and estimation methods in small data sets.

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

What do we mean by validating a prognostic model?

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Stepwise selection in small data sets: a simulation study of bias in logistic regression analysis

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Logistic regression models in obstetrics and gynecology literature

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

A simulation study of the number of events per variable in logistic regression analysis

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Deriving clinical prediction rules from stroke outcome research

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Risk prediction models for the development of diabetes in Mauritian Indians

12 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Derivation and external validation of a simple prediction model for the diagnosis of type 2 diabetes mellitus in the Brazilian urban population

27 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

A simplified Indian Diabetes Risk Score for screening for undiagnosed diabetic subjects.

27 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Derivation and validation of diabetes risk score for urban Asian Indians.

27 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

What you see may not be what you get: a brief, nontechnical introduction to overfitting in regression-type models

27 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors

27 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

The risk of determining risk with multivariable models

27 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Clinical prediction rules. Applications and methodological standards

27 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Clinical prediction rules. A review and suggested modifications of methodological standards

27 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Development and validation of a risk-score model for subjects with impaired glucose tolerance for the assessment of the risk of type 2 diabetes mellitus-The STOP-NIDDM risk-score

27 September 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: guidelines for reporting observational studies

30 May 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Performance of an NIDDM screening questionnaire based on symptoms and risk factors

30 May 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Effects of mismodelling and mismeasuring explanatory variables on tests of their association with a response variable.

30 May 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Logistic regression in the medical literature: standards for use and reporting, with particular attention to one medical domain

30 May 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Evaluation of logistic regression reporting in current obstetrics and gynecology literature

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Barriers to routine risk-score use for healthy primary care patients: survey and qualitative study.

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

A risk score for predicting incident diabetes in the Thai population

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

A prediction model for type 2 diabetes risk among Chinese people

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Two risk-scoring systems for predicting incident diabetes mellitus in U.S. adults age 45 to 64 years.

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

The diabetes risk score: a practical tool to predict type 2 diabetes risk

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Identifying individuals at high risk for diabetes: The Atherosclerosis Risk in Communities study

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

An accurate risk score based on anthropometric, dietary, and lifestyle factors to predict the development of type 2 diabetes

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Identification of persons at high risk for type 2 diabetes mellitus: do we need the oral glucose tolerance test?

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

An accurate risk score for estimation 5-year risk of type 2 diabetes based on a health screening population in Taiwan

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Prediction of incident diabetes mellitus in middle-aged adults: the Framingham Offspring Study

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Determinants of new-onset diabetes among 19,257 hypertensive patients randomized in the Anglo-Scandinavian Cardiac Outcomes Trial--Blood Pressure Lowering Arm and the relative influence of antihypertensive medication

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

A simple Chinese risk score for undiagnosed diabetes

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

A Danish diabetes risk score for targeted screening: the Inter99 study

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

A simple risk score to identify Southern Chinese at high risk for diabetes

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Diabetes Risk Calculator: a simple tool for detecting undiagnosed diabetes and pre-diabetes

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Predicting the development of diabetes in older adults: the derivation and validation of a prediction rule

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

The Leicester Risk Assessment score for detecting undiagnosed Type 2 diabetes and impaired glucose regulation for use in a multiethnic UK setting

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Diabetes in the dental office: using NHANES III to estimate the probability of undiagnosed disease.

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

A Chinese Diabetes Risk Score for Screening of Undiagnosed Diabetes and Abnormal Glucose Tolerance

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Importance of events per independent variable in proportional hazards analysis. I. Background, goals, and general strategy

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Some prognostic models for traumatic brain injury were not valid

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Inappropriate use of bivariable analysis to screen risk factors for use in multivariable analysis

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Automated variable selection methods for logistic regression produced unstable models for predicting acute myocardial infarction mortality

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

REporting recommendations for tumor MARKer prognostic studies (REMARK).

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Performance of a predictive model to identify undiagnosed diabetes in a health care setting

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

21 January 2018

1 reference

https://api.crossref.org/works/10.1186/1741-7015-9-103

Screening for diabetes in Kuwait and evaluation of risk scores

21 January 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

AUSDRISK: an Australian Type 2 Diabetes Risk Assessment Tool based on demographic, lifestyle and simple anthropometric measures.

29 November 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

The development and validation of a diabetes risk score for high-risk Thai adults.

29 November 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=3180398

Prognosis and prognostic research: validating a prognostic model

29 November 2018

1 reference

12 December 2020

A quick self-assessment tool to identify individuals at high risk of type 2 diabetes in the Chinese general population

1 reference

12 December 2020

Diabetes risk score: towards earlier detection of Type 2 diabetes in general practice

1 reference

12 December 2020

Methodological aspects of prognostic factor studies: some caveats

1 reference

12 December 2020

Dichotomizing continuous predictors in multiple regression: a bad idea

1 reference

12 December 2020

Mortality in people with Type 2 diabetes in the UK

1 reference

12 December 2020

Diabetes risk score in Oman: a tool to identify prevalent type 2 diabetes among Arabs of the Middle East

1 reference

12 December 2020

A simple clinical score for type 2 diabetes mellitus screening in the Canary Islands

1 reference

12 December 2020

Identifiers

DOI

10.1186/1741-7015-9-103

1 reference

1016512016

0 references

1 reference

1 reference

PubMed publication ID

21902820

1 reference