0000000000949377

AUTHOR

Andrew Steptoe

showing 16 related works from this author

Additional file 6 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning…

2021

Additional file 6. Estimated optimism.

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Additional file 14 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learnin…

2021

Additional file 14. The formula for the final model.

TheoryofComputation_MATHEMATICALLOGICANDFORMALLANGUAGESData_FILES
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Additional file 2 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning…

2021

Additional file 2. Distribution of missing and observed variables included in the analyses in ELSA.

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Additional file 3 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning…

2021

Additional file 3. Sample calculations for Survival outcomes (Cox prediction models).

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Additional file 12 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learnin…

2021

Additional file 12. The distribution of survival probabilities estimated based on 13 variables included in the model in the development and validation cohorts.

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Additional file of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning m…

2021

Additional file of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning methods: a large population-based cohort study and external validation

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Additional file 4 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning…

2021

Additional file 4. Distributions of the variables at baseline before and after multiple imputations.

Statistics::ApplicationsStatistics::MethodologyQuantitative Biology::GenomicsComputer Science::Operating Systems
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Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning methods: a large pop…

2021

Abstract Background In increasingly ageing populations, there is an emergent need to develop a robust prediction model for estimating an individual absolute risk for all-cause mortality, so that relevant assessments and interventions can be targeted appropriately. The objective of the study was to derive, evaluate and validate (internally and externally) a risk prediction model allowing rapid estimations of an absolute risk of all-cause mortality in the following 10 years. Methods For the model development, data came from English Longitudinal Study of Ageing study, which comprised 9154 population-representative individuals aged 50–75 years, 1240 (13.5%) of whom died during the 10-year follo…

AgingLongitudinal studySurvivalEpidemiologyCalibration (statistics)PopulationHealth InformaticsFeature selectionAbsolute riskPopulation-based longitudinal studyPrognostic factorsRisk AssessmentSensitivity and Specificity01 natural sciencesCohort Studies010104 statistics & probability03 medical and health sciences0302 clinical medicineStatisticsHumansMedicineLongitudinal Studies030212 general & internal medicineMortality0101 mathematicseducationAgedProportional Hazards Modelslcsh:R5-920education.field_of_studyProportional hazards modelbusiness.industryAbsolute risk reductionHealth and Retirement StudyStatistical learninglcsh:Medicine (General)businessResearch ArticleCohort studyBMC Medical Research Methodology
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Additional file 8 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning…

2021

Additional file 8. Optimism-corrected models’ performance in prediction the 10-year risk of all-cause mortality in older adults.

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Additional file 11 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learnin…

2021

Additional file 11. Histogram depicting distribution of prognostic index (PI) estimated based on 13 variables included in the model in the development cohort and external cohort.

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Additional file 10 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learnin…

2021

Additional file 10. Internally validated though optimism-correction models’ discrimination for prediction the 10-year risk of all-cause mortality in older adults.

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Additional file 5 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning…

2021

Additional file 5. Apparent coefficients for the Cox-LASSO regression for all-cause mortality during the 10-year follow-up.

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Additional file 13 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learnin…

2021

Additional file 13. Distributions of the variables included in the final all-cause mortality model in derivation cohort (ELSA) and validation cohort (HRS).

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Additional file 9 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning…

2021

Additional file 9. Apparent models’ discrimination in prediction the 10-year risk of all-cause mortality in older adults.

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Additional file 7 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning…

2021

Additional file 7. Apparent models’ performance in prediction the 10-year risk of all-cause mortality in older adults.

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Additional file 1 of Development and validation of prediction model to estimate 10-year risk of all-cause mortality using modern statistical learning…

2021

Additional file 1. Outlines a list of all variables considered in the analyses and whether they have been included or excluded from the model building.

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