Data and Imputation
Cross-source consensus on Data and Imputation from 1 sources and 4 claims.
1 sources · 4 claims
Preparation
Risks & contraindications
Evidence quality
Highlighted claims
- Missing annual values were imputed using the most recently available previous year of data for hospitals that had reported at least once. — Distribution disparities among medical specialists in Thailand: an equity analysis of the national health workforce database (2015–2024)
- The workforce dataset contained manually submitted data errors because the reporting platform did not automatically validate entries. — Distribution disparities among medical specialists in Thailand: an equity analysis of the national health workforce database (2015–2024)
- Sensitivity analyses found imputed and non-imputed Gini estimates broadly consistent. — Distribution disparities among medical specialists in Thailand: an equity analysis of the national health workforce database (2015–2024)
- Imputation may overestimate workforce availability if missing reports actually meant no personnel. — Distribution disparities among medical specialists in Thailand: an equity analysis of the national health workforce database (2015–2024)