Internal and External Validation of Spatial Microsimulation Models: Small Area Estimates of Adult Obesity

作者: Kimberley L. Edwards , Graham P. Clarke , James Thomas , David Forman

DOI: 10.1007/S12061-010-9056-2

关键词: Regression analysisExternal validationRegressionSmall area estimationHealth Survey for EnglandCovariateVariance (accounting)MicrosimulationEconometricsGeographyStatisticsGeography, Planning and Development

摘要: Spatial microsimulation models can be used to estimate previously unknown data at the micro-level, although validation of these challenging. This paper seeks describe an approach models. Obesity in adults were estimated small area level using a static, deterministic, spatial model called SimObesity. utilised both Census 2001 and Health Survey for England 2004–2006. Regression analysis was identify covariates that strongest predictors obesity as input variables. The calibrated regression equal variance t-tests. Two methods external undertaken; aggregating coarser geographical which available, secondly cancer tumour sites known correlated obesity. output mapped statistically significant hot (cold) spots high (low) prevalence identified. Both internal showed low errors, suggesting this satisfactory simulation. Statistically cold (simulated) existed, even after adjusting age. emphasises three steps models: 1. Accurate simulations require strong correlations between variables; 2. It is essential internally validate models; 3. Use all means possible externally model.

参考文章(55)
Peter Scarborough, Steven Allender, Mike Rayner, Michael Goldacre, Validation of model-based estimates (synthetic estimates) of the prevalence of risk factors for coronary heart disease for wards in England. Health & Place. ,vol. 15, pp. 596- 605 ,(2009) , 10.1016/J.HEALTHPLACE.2008.10.003
Catherine E Ross, Walking, exercising, and smoking: does neighborhood matter? Social Science & Medicine. ,vol. 51, pp. 265- 274 ,(2000) , 10.1016/S0277-9536(99)00451-7
John Mohan, Liz Twigg, Steve Barnard, Kelvyn Jones, Social capital, geography and health: a small-area analysis for England Social Science & Medicine. ,vol. 60, pp. 1267- 1283 ,(2005) , 10.1016/J.SOCSCIMED.2004.06.050
Timothy J Key, Naomi E Allen, Elizabeth A Spencer, Ruth C Travis, The effect of diet on risk of cancer The Lancet. ,vol. 360, pp. 861- 868 ,(2002) , 10.1016/S0140-6736(02)09958-0
Sarah Curtis, Ben Cave, Adam Coutts, Is Urban Regeneration Good for Health? Perceptions and Theories of the Health Impacts of Urban Change: Environment and Planning C-government and Policy. ,vol. 20, pp. 517- 534 ,(2002) , 10.1068/C02R
Alastair H Leyland, Carolyn A Davies, Empirical Bayes methods for disease mapping. Statistical Methods in Medical Research. ,vol. 14, pp. 17- 34 ,(2005) , 10.1191/0962280205SM387OA
Karyn Morrissey, Graham Clarke, Dimitris Ballas, Stephen Hynes, Cathal O'Donoghue, Examining access to GP services in rural Ireland using microsimulation analysis Area. ,vol. 40, pp. 354- 364 ,(2008) , 10.1111/J.1475-4762.2008.00844.X
D. Jotangia, E. Fuller, Cigarette and alcohol consumption among young people in England: findings from the Smoking, Drinking and Drug Use Survey 2008 Journal of Epidemiology and Community Health. ,vol. 63, pp. 40- 40 ,(2009) , 10.1136/JECH.2009.096719N