Nitrogen Dioxide
- Exposure
- Relative risk
- PAF
Occupational Exposure to Asbestos
Occupational Injuries
- Prepare estimates of total employed workforce, employment by occupation, and employment by economic activity
- ST-GPR
- Calculate injury rates and pafs
- Extract and clean occupation and economic activity microdata
Occupational Risk Factors
- 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
- Extract and clean occupation and economic activity microdata
Physical Inactivity
- Ensemble Distribution Fitting
- PAF Calculation
- Linear mixed effects regression
- Self-report adjustment
- Predict total METs
- ST-GPR model specification
- ST-GPR computation
- Mean to Standard Deviation Regression
- Meta-analysis with MR-BRT
- Age attenuation for CVDs
Radon Exposure
- PAF
- Exposure
- Relative risk
Second-hand Smoke
- Calculate PAFs
- Meta-analysis with MR-BRT
- Prepare location-year specific RRs for PAF
- ST-GPR
- Probability of SHS Exposure Calculation
Smoking
- Estimate Ensemble Distribution
- Scale to Consumption Envelope
- Age-sex splitting
- Calculate PAFs
- Cross-walk between different definitions
- Meta-analysis of relative risks
- ST-GPR
- Estimate Pack-Years
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
- Generate BF indicators and scale categories of breastfeeding to proportion of Any Breastfeeding
- Impute Any Breastfeeding 12-23 months when only present for a location/year in Any Breastfeeding 6-11 months
- ST-GPR modeling
- Re-scale breastfeeding categories (Exclusive, Predominant, and Partial)
- Calculate discontinued breastfeeding 0 to 5 months and 6 to 23 months
- Meta-regression of relative risks
- Calculate PAFs
Temperature
- Aggregation to daily values
- Mortality data prep
- (Meta-)regression of relative risks against temperature exposure
- Calculate PAFs using exposure, relative risk curves, and TMREL
Unsafe Drinking Water
- Calculate PAFs
- Prep data extractions for collapse & modeling
- Crosswalk household level data to individual level
- Prep model of proportion of piped water with fecal contamination
- Household water treatment proportions generated and rescaled
- Water source estimates generated: improved and piped
- Remaining water categories calculated and rescaled to 1
- Relative risk estimation
- ST-GPR
Unsafe Handwashing
- Calculate PAFs
- Prep data extractions for collapse & modeling
- Crosswalk household level data to individual level
- Relative risk estimation
- ST-GPR
- Calculate exposure proportion
Unsafe Sanitation
- Calculate PAFs
- Prep data extractions for collapse & modeling
- Crosswalk household level data to individual level
- Relative risk estimation
- Sanitation estimates generated: improved and sewer connection
- Sanitation categories generated and rescaled to 1
- ST-GPR
Unsafe Sex
- Dismod-MR 2.1
- Adjust three DisMod models to sum to 100% at 1,000 draw level
- Extract proportion of HIV cases attributable to IDU, sex, CSW, and "other"
- age-split data
Vitamin A deficiency
- TMREL
- PAF Calculation
- ST-GPR (Vit A supplementation coverage)
- ST-GPR (Vit A deficiency)
- Meta-analysis/meta-regression of RR with MR-BRT
- Vitamin A deficiency data prep
