Alcohol Use
- Calculate tourism adjustment
- Adjust for tourism
- Calculate PAFs and adjust for MVA
- PAF functions
- Format PAFs
- PAF cirrhosis and liver cancer redistribution
- PAF cirrhosis and liver cancer redistribution functions
- Crosswalk using mixed effect model
- Age split
- Sex split
- Meta-analysis of relative risks
- Adjust for unrecorded consumption, scale proportions, and split by age/sex proportions
- ST-GPR
- TMREL
Ambient Ozone
- Exposure
- Relative risk
- PAF
Ambient Particulate Matter
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- GEOS-Chem chemical transport model
- Estimation of gridded surface PM2.5
- Bayesian Hierarchical Calibration model
- Weight using gridded population to get location-level exposure
- MR-BRT Spline fitting
- Calculate TMREL
- MR-BRT spline fitting for BWGA
- Shift BWGA distributions based on ambient and household exposure
- Generate BWGA PAFs based on PM-deleted counterfactual
- Application of mediation factors where applicable
- Relative risk
- PAF (because this is performed during PAF calculation)
- PAF
Analysis of the comparative risk assessment for the estimation of population attributable fractions
- 1. Effect size estimation
- 1b. Adjustment of relative risk to be compatible with exposure
- 1b. Integrated exposure response curve
- 1b. Meta-analysis\meta-regression of relative risks
- 1b. Select best unbiased study
- 2. Exposure estimation
- 2b. Age-sex split
- 2b. Correct for representativeness
- 2b. Cross-walk between different definitions
- 2b. Cross-walk between measurement methods
- 2c. Bayesian cross-walk using satellite models
- 2c. Cohort-based simulation
- 2c. Out sample cross validation
- 2c. ST-GPR
- 2d. Assess distribution in population
- 2c. DisMod - MR 2.1
- 4. Theoretical minimum risk exposure level
- 4b. Calculate\decide TMREL and uncertainty
- 3. Estimate summary exposure values
- 5.Estimate population attributable fractions
- 6. Mediation
- 7. Estimate attributable burden
Body Mass Index
- Age-sex splitting
- Self-report adjustment
- ST-GPR model specification
- ST-GPR computation
- Estimating mean BMI
- Characterize relationship between BMI, overweight, obesity
- Characterizing the BMI distribution
- Calculate PAFs
- Meta-analysis with MR-BRT
- Generate all-cause mortality risk curve
- Age attenuation for CVDs and diabetes
Bone Mineral Density
- Age specific 99th percentile as TMREL
- Calculate ensemble weight distribution
- Calculate PAFS
- Dismod-MR 2.1
Bullying victimization
- Exposure
- Relative risks
Chewing tobacco
- Age-sex splitting
- Ratio calculation between models
- Smokeless tobacco data adjustment with ratio
- Meta-analysis of relative risks
- PAF calculation
Child growth failure
- Optimize SD on Mean, Prevalence of <-2, <-3 by combining distribution weights then integrating at mild, mod, sev thresholds
- Age- and sex-splitting of aggregate data into GBD age/sex groups based on microdata age/sex pattern
- Ensemble distributions fit using individual level microdata by survey and sex
- Helper functions to fit individual level microdata by survey and sex
- ST-GPR
- Calculate the effect of each of the three undernutrition indicators adjusted for the effect of the other two
- Calculate PAFs using exposure, relative risks, and TMREL
Childhood Sexual Abuse
- Exposure
- MR-BRT Meta-Analysis to calculate adjustment factors for alternate case definitions
- Adjust data with alternate case definitions
- Age-split data reported in aggregate age groups
- Stage 1 Linear model to predict priors based upon data-driven sex ratios
- Holt method to fore/back-cast time series of intial ST-GPR draws
- ST-GPR
- ST-GPR model with no age-smoothing
- Relative Risks
