Household Air Pollution from Solid Fuels
- Calculate solid-fuel use propotion adjusted by family size
- Calculate solid-fuel use propotion without adjusting family size
- Run mixed-effect regression ot generate a multiplier of shift due to family size adjustment
- crosswalk data for family size adjustment
- ST-GPR
- Subtract off estimated ambient
- Run a mixed effects model to estimate PM2.5 in kitchen
- Crosswalk exposure to PM2.5 for men, women, children
- Calculate the ratio of personal exposure
- Bayesian MCMC nonlinear curve-fitting
- Calculate Relative Risk
- Calculate PAFs
Impaired kidney function
Intimate Partner Violence
- Cumulative risk approach of HIV\AIDS due to IPV
- Directly calculated population attributable fractions
- Risk factor estimation
- Crosswalk alternate definitions
- Adjustment to data points from sources where population is only ever partnered or currently partnered women
- Dismod-MR 2.1: Time series of ever been partnered
- Dismod-MR 2.1: (1) Exposure to lifetime IPV (2) Exposure to IPV in the past 12 months
- Custom meta-analysis for relative risk of depressive disorders and abortion
- Calculate PAF using exposure, relative risks, TMREL
Iron deficiency
Lead Exposure
- Fit ensemble distribution on microdata
- Age-sex splitting
- Application of mediation factors
- Dismod ODE
- Calculate CLBI
- Calculate shift in IQ
- Crosswalk lead to arithmetic means
- ST-GPR
- Calculate PAFs
Low birthweight and prematurity
- Exposure: Birth weight mean regression
- Exposure: Gestational Age mean regression
- Exposure: Copula simulation using microdata to select copula parameters
- Exposure: Birth weight ensemble distribution modeling
- Exposure: Gestational Age ensemble distribution modeling
- Exposure: Joint Distribution modeling using copula
- Exposure: Calculate prevalence for early neonatal period and late neonatal period
- RR \ TMREL: Logistic Regressions by location
- RR \ TMREL: GPR
- RR \ TMREL: Convert RR from broad literature categories to 500g&2wk bins
- RR \ TMREL: Weight USA-based logistic regression RRs with meta-analysis RRs
- PAF Calculations
Low-density Lipoprotein
- Age-sex splitting
- Calculate PAFs
- BRFSS crosswalk
- LDL crosswalk
- Standard deviation model
- Covariate selection process
- Meta-analysis of relative risks
- ST-GPR
- TMREL
Occupational Exposures
- Extract and clean occupation and economic activity microdata
- Prepare estimates of total employed workforce, employment by occupation, and employment by economic activity
- ST-GPR
- Calculate exposures to carcinogens, occupation-related risk factors, industry-related risk factors, and asbestos
- Calculate injury rates and pafs
Physical Inactivity
- Random Forest & XgBoost Adjustment
- 6 Separate Exposure Models (DisMod)
- Scale for consistency
- Relationship Between Categorical and Continuous Physical Activity
- Predict Mean Total MET-mins/week from Categorical Prevalence
- Ensemble Distribution Fitting
- Mean to Standard Deviation Regression
- PAF Calculation
Radon Exposure
- Application of mediation factors
- Calculate PAFs
- Estimated exposure distribution
- Crosswalk
- Mixed effects linear model
- TMREL
Second-hand Smoke
Smoking
- Age-sex splitting
- Calculate PAFs
- Cross-walk between different definitions
- Meta-analysis of relative risks
- ST-GPR
- Scale to Consumption Envelope
- Estimate Pack-Years
- Estimate Ensemble Distribution
Spatiotemporal Gaussian Process Regression
- Rescale or aggregate subnational estimates
- Cross-Validation
- Data Processing
- Gaussian Process Regression
- Linear Model
- Register model
- Spatiotemporal smooting
- Upload data
Suboptimal Breastfeeding
- Scale to proportion of ABF
- ST-GPR
- Re-scale breastfeeding categories (Exclusive, Predominant, and Partial)
- Calculate discontinued breastfeeding 6 to 23 months
- Calculate no breastfeeding 0 to 5 months
- Meta-regression of relative risks
- Calculate PAFs
