Iodine deficiency
- Age sex splitting
- DisMod-MR 2.1
- Severity splits
- Meta-analysis of % mild, moderate, severe
- Comorbidity correction (COMO)
- Identify studies reporting cretinism & goiter
- Regress logit prevalence of cretinism on logit prevalence of goiter
- Predict cretinism prevalence among children < 5 years using goiter prevalence estimates from DisMod
- Drop countries with <20% goiter prevalence and >90% national household consumption of iodized salt
- Intellectual disability analysis
Ischemic and hemorrhagic stroke
- 28 day survivorship
- Age sex splitting
- CoDCorrect
- DisMod-MR 2.1
- Ratios of acute ischemic, chronic ischemic, acute hemorrhagic, and chronic hemorrhagic CSMR
- Comorbidity correction (COMO)
- Split non-subtype-specific survey data
- Scaled DisMod proportion models (chronic)
- Severity splits (chronic)
- Severity splits (acute)
- Scaled DisMod proportion models (acute)
Ischemic Heart Disease
- Age sex splitting
- Claims data code adjustment
- Comorbidity correction (COMO)
- Disability weights for each sequela
- DisMod-MR 2.1
- Equation for calculating 30-day survivors
- Excess mortality transformed 30-day case fatality
- Meta-analysis of mild, moderate, severe
- Multiply MI:IHD by post-CodCorrect proportion
- Proportion of pre-redistribution, pre-CoDCorrect IHD that is pre-redistribution AMI
- Remove to avoid double-counting
- Severity splits
Klinefelter syndrome
- Comorbidity correction (COMO)
- Dismod-MR 2.1 of total prevalence (incidence = 0, remission = 0)
- Dismod-MR 2.1: estimating birth prevalence
- Meta-analysis of % of conditions associated with Klinefelter syndrome
- Severity splits
Leprosy
- 6 month duration
- Comorbidity correction (COMO)
- Disfigurement regression
- DisMod-MR 2.1
- ODE integration
- Scale disfigurement to WHO WER cases
- Scale to WHO WER cases
Low back pain
- Age-sex splitting
- Comorbidity correction (COMO)
- DisMod-MR 2.1
- Map SF-12 to GBD disability weights
- Proportion LBP cases with code for leg pain
- Regression to estimate disability weight by cause in survey respondents controlling for comorbidity
- Severity splits
Lower Respiratory Infections
- Adjust for seasonality
- Severity splits
- DisMod-MR proportion models
- Calculate PAF using LRI odds given etiology detection
- Adjust PCV vaccine efficacy
- Calculate attributable fraction for Hib
- Calculate attributable fraction for pneumonia among RCT studies and adjusting for hib PAF
- Adjust for vaccine coverage
- Model incidence & prevalence in DisMod-MR
- Comorbidity correction (COMO)
- Apply etiology-specific cause fractions to morbidity
Lymphatic filariasis
- Comorbidity correction (COMO)
- DisMod-MR 2.1
- Population at risk adjustment
- Sequela prevalence function
- Treatment effect
Macular degeneration
- Comorbidity correction (COMO)
- Crosswalk data points that span multiple vision loss categories
- Dismod-MR 2.1
- Split into moderate and severe vision loss
- Squeeze into severity-specific vision loss envelope
Major depressive disorder
- Age-sex splitting
- Comorbidity correction (COMO)
- Dismod-MR 2.1
- Mapping of EQ5D to SF-12
- Mapping to SF-12 GBD disability weight
- Regression to estimate disability weights by cause in survey respondents controlling for comorbidity
- Estimated suicide rates attributable to MDD
Malaria
- Geospatial ITN coverage model (Africa)
- Geospatial effective treatment rate model (Africa)
- Diagnostic sensitivity model (baseline) (Africa)
- Age-prevalence model (baseline) (Africa)
- Diagnostic sensitivity model (post-baseline) (Africa)
- Age-prevalence model (post-baseline) (Africa)
- Intervention effects model (post-baseline) (Africa)
- PfPR/incidence conversation model (Africa)
- Conversion to prevalence (Africa)
- Short vs. long-term outcomes (Africa)
- Severity splits (Africa)
- Disability weights (Africa)
- DisMod-MR 2.1 (Africa)
- Comorbidity correction (COMO) (Africa)
- National-level treatment-seeking model (outside of Africa)
- Adjustments for treatment seeking % and underreporting % (outside of Africa)
- Masking non-risk areas based on environmental factors (pixel) (outside of Africa)
- PfPR/incidence conversation model (outside of Africa)
- Diagnostic sensitivity model (polygon+point) (outside of Africa)
- Age-prevalence model (polygon+point) (outside of Africa)
- Conversion to prevalence (outside of Africa)
- Short vs. long-term outcomes (outside of Africa)
- Comorbidity correction (COMO) (outside of Africa)
- DisMod-MR 2.1 (outside of Africa)
- Severity splits
- Disability weights
Marketscan/claims
- Format and standardize ICD codes
- Map and aggregate to modeling causes
- Convert claims to estimates for individual encounters using a duration window
- Process inpatient and outpatient data
- Process inpatient dat
- Aggregate data into 5 year age groups
- Noise reduction
