Related Experiment Video
Updated: Jan 31, 2026

A Method for Targeted 16S Sequencing of Human Milk Samples
Published on: March 23, 2018
[Sampling methods and errors appearing in the China National Human Biomonitoring Program]
1Department of Environmental Epidemiology, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China.
The China National Human Biomonitoring Program (HBP) uses a multistage sampling method. While precise in Guizhou, it requires further study to address non-sampling errors in large-scale public health monitoring.
Area of Science:
- Environmental Health
- Public Health Surveillance
- Biomonitoring
Background:
- The China National Human Biomonitoring Program (HBP) is crucial for assessing population exposure to environmental contaminants.
- Evaluating the accuracy and efficiency of HBP's sampling methodology is essential for reliable health data.
- Understanding sampling errors is key to interpreting biomonitoring results.
Purpose of the Study:
- To analyze the sampling methodology employed in the China National Human Biomonitoring Program (HBP).
- To identify and quantify sampling errors within the HBP framework.
- To assess the overall study design concerning sampling procedures.
Main Methods:
- Utilized a multistage sampling approach for the HBP.
- Applied multistage unequal probability sampling error calculations.
- Analyzed sampling data from Guizhou province as a case study, calculating sampling error and coefficient of variation.
Main Results:
- The HBP involved 152 sites and 21,888 residents across 31 provinces.
- Replacement rates at different sampling stages were 5.26%, 6.35%, and 40.6%.
- Guizhou province exhibited a sampling error of 3,207,594 with a coefficient of variation of 0.097.
Conclusions:
- The multistage unequal probability sampling method demonstrated high precision with low variability in Guizhou.
- The current method overlooks the adjustment for non-sampling errors like missing population data and response rates.
- Further research is needed on calculating multistage sampling errors for large public health monitoring initiatives.
Related Concept Videos
Systematic Error: Methodological and Sampling Errors
Sampling errors originate from improper sampling methods or the wrong sample population. These errors can be minimized by refining the sampling strategy. Defective instruments or faulty calibrations are the sources of instrumental...
National Nursing Organizations I
Sampling Methods: Sample Types
Solid samples include a variety of substances, such as sediments from water bodies, soil, metals, and biological tissues. Two standard methods for extracting sediments from water bodies are grab sampling and piston coring. Grab sampling involves using a device to collect a discrete sediment sample from the bottom of a water body with minimal disturbance. Grab samples do not always represent the entire area due to...
National Nursing Organizations II
The AACN emphasizes a healthy work environment through six standards to achieve an optimal patient outcome. The standards are appropriate staffing, meaningful recognition, collaboration, authentic leadership, effective communication, and decision-making. In addition, AACN provides certification programs, webinars, journals, and...
Fundamental Attribution Error
Convenience Sampling Method
Convenience sampling is a non-random method of sample selection; this method selects individuals that are easily accessible and may result in biased data. For example, a marketing...

