Diarrheal diseases
- Standardize input data
- ICD mapping
- Age-sex splitting
- Garbage code redistribution
- Noise reduction
- CODEM
- CodCorrect
- Model diarrhea incience in DisMod-MR
- Model under-reporting to WHO
- Model cholera case fatality ratio
- DisMod-MR to estimate incidence and mortality rates, Clostridium
- DisMod-MR to estimate proportion in diarrhea cases by etiology
- Correct proportion estimates for sensitivity and specificity compared to qPCR definition
- Calculate sensitivity and specificity of qPCR case definition
- Calculate odds ratio by age from qPCR data
- Calculate fatal PAF and apply to diarrheal deaths
Digestive Diseases
- Age sex splitting
- CodCorrect
- CODEm
- Garbage code redistribution
- ICD mapping
- Noise reduction
- Standardize input data
Diphtheria
- Age-sex splitting
- Garbage code redistribution
- Noise reduction
- CODEm models (data-rich countries only)
- CoDCorrect
- Combine CODEm deaths from data-rich countries and custom model deaths from remaining countries
- Negative binomial regression
- Standardize input data
Drug use disorders
- Age sex splitting
- CodCorrect
- CODEm
- Garbage code redistribution
- ICD mapping
- Noise reduction
- Standardize input data
Eating disorders
Ebola
Encephalitis
- Age sex splitting
- CodCorrect
- CODEm
- Garbage code redistribution
- ICD mapping
- Noise reduction
- Standardize input data
Endocarditis
- Age sex splitting
- CodCorrect
- CODEm
- Garbage code redistribution
- ICD mapping
- Noise reduction
- Standardize input data
Endocrine, metabolic, blood, and immune disorders
- Age sex splitting
- CodCorrect
- CODEm
- Garbage code redistribution
- ICD mapping
- Noise reduction
- Standardize input data
Epilepsy
- Age sex splitting
- CodCorrect
- CODEm
- Garbage code redistribution
- ICD mapping
- Noise reduction
- Standardize input data
Fatal Discontinuities
- Cause Mapping
- Location Mapping
- Year Splitting
- Side Splitting
- Identify Shock's location cause years
- Extract Shock Deaths from CoD VR
- Outlier Removed VR points in CoD Database
- Prioritization
- Age sex splitting
- Generate Uncertainty
- Run Draws
- Combine Fatal Discontinuity Estimates with CODEm models
- Aggregate results to the all cause - World estimates
Gallbladder and biliary diseases
- Age sex splitting
- CodCorrect
- CODEm
- Garbage code redistribution
- ICD mapping
- Noise reduction
- Standardize input data
Gastritis and duodenitis
- Age sex splitting
- CodCorrect
- CODEm
- Garbage code redistribution
- ICD mapping
- Noise reduction
- Standardize input data
GBD2019 Causes of death estimation flowchart by modeling group
- Imported cases
- CODEm
- CoDCorrect
- Add imported cases, fatal discontinuities, and HIV\AIDs
- Excess mortality estimation
- DisMod-MR2.1
- Fatal discontinuities model
- EPP\Spectrum
- Negative binomial regression models
- Case fatality rate meta regression
- Death estimation incidence*case fatality rate
- Incidence regression model