Major depressive disorder
- Age-sex splitting
- MR-BRT Sex Ratio Analysis
- MR-BRT Bias Correction Analysis for Alternative Case Defintion / Method
- 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
- Aggregate data into 5 year age groups
- Apply age and sex restrictions
- Noise reduction
Maternal disorders
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- All data extracted w\ live births as denominator
- Apply standard duration & severity splits
- Claims data code adjustment
- Comorbidity correction (COMO)
- DisMod-MR 2.1
- Divide by ASFR
- Meta-analyses of mild, moderate, severe
- Multiply by ASFR
- Number of abortions per live birth
- crosswalk alternative definitions to reference
- Adjustment of clinical data based on literature studies
- Adjustment of claims data based on inpatient and literature studies for other maternal infections model
- Adjustment of clinical data based on surveillance
- Adjustment of PPH and APH only to all hemorrhage
- Adjustment of PIH and preeclampsia to all HDoP
- Adjustment of clinical data based on literature studies for eclampsia model
- Adjustment claims data based on inpatient data for sever preeclampsia model
- Adjustment of inpatient based on claims data
Measles
- Age-sex splitting (based on cause of death data)
- Comorbidity correction (COMO)
- Mixed effects regression
- Prevalence = incidence * duration
- Severity splits, assuming 50% are moderate and 50% are severe measles
Meningitis
- Apply etiology specific cause fractions to unadjusted YLD by sequela
- Apply proportion of long-term outcome
- Apply proportion of long-term outcome type to incidence of long-term outcome
- Apply proportion of sequelae type
- Apply ratio of viral to bacterial meningitis
- Calculate EMR
- Central squeeze and severity splits
- Adjustment for readmissions and from primary code to all code based on claims data
- Comorbidity correction (COMO)
- DisMod-MR 2.1
- Epilepsy envelope squeeze
- Etiology fraction estimation: Cause fraction estimations
- Etiology fraction estimation: DisMod MR
- Etiology fraction estimation: Scale cause fractions to sum to one
- Extract ratio of viral to bacterial meningitis
- Incidence cumulatively added to subseqent age
- Meta analysis of SMR
- Proportions of long-term outcome type
- Proportions of sequelae given long-term outcome
- Regression of ln(GDP) and proportion
- MR-BRT sex splitting
- MR-BRT crosswalk claims and surveillance to adjusted inpatient data
- Age splitting
Motor neuron disease
- Format codes Map to modeling causes
- Convert claims to cases Apply duration window Apply age and sex restrictions Aggregate
- Age-split broad-age data-points
- MR-BRT Sex Ratio Analysis
- Split both-sex data
- Study design bias analysis in MR-BRT
- Adjust non-reference data
- Dismod-MR 2.1
- Meta-analyses
- Severity split
- Comorbidity correction (COMO)
Multiple Sclerosis
- Format codes Map to modeling causes
- Convert claims to cases Apply duration window Apply age and sex restrictions Aggregate
- MR-BRT Sex Ratio Analysis
- Split both-sex data
- Study design bias analysis in MR-BRT
- Adjust non-reference data
- Age-split broad-age data-points
- Dismod-MR 2.1
- Meta-analyses
- Severity Split
- Comorbidity correction (COMO)
Myelodysplastic, myeloproliferative, and other hematological neoplassms (MDS/MPN)
Neck pain
- Case deifinition crosswalk
- MAD outliering
- Age-sex splitting
- Comorbidity correction (COMO)
- DisMod-MR 2.1
- Map SF-12 to GBD disability weights
- Regression to estimate disability weight by cause in survey respondents controlling for comorbidity
- Severity splits
