Maternal mortality rate (MMR) in China has reduced during a decade but still higher than many countries around the world. Rural China is the key region which affects over all maternal death. This study aims to develop a suitable model in forecasting rural MMR and offer some suggestions for rural MMR intervention. Data in this study were collected through the Health Statistical Yearbook (2017) which included the overall MMR in China and urban and rural mortality rate. A basic grey model (GM(1,1)), 3 metabolic grey models (MGM), and a hybrid GM(1,1)-Markov model were presented to estimate rural MMR tendency. Average relative error (ARE), the post-test ratio (C), and small error probability (P) were adopted to evaluate models' fitting performance while forecasting effectiveness was compared by relative error.The MMR in rural China reduced obviously from 63.0 per 100,000 live births in 2005 to 21.1 per 100,000 live births in 2017. One basic GM(1,1) model was built to fit the rural MMR and the expression was X^((1)) (k + 1) = 553.80e^0.0947k - 550.00 (C = 0.0456, P > .99). Three MGM models expressions were X^((1)) (k + 1)  = 548.67e^0.0923k - 503.17 (C = 0.0540, P > .99), X^((1)) (k + 1) = 449.39e^0.0887k - 408.09 (C = 0.0560, P > .99), X^((1)) (k + 1) = 461.33e^0.0893k - 425.23(C = 0.0660, P > .99). Hybrid GM(1,1)-Markov model showed the best fitting performance (C = 0.0804, P > .99). The relative errors of basic GM(1,1) model and hybrid model in fitting part were 2.42% and 2.03%, respectively, while 5.35% and 2.08%, respectively, in forecasting part. The average relative errors of MGM were 2.07% in fitting part and 17.37% in forecasting part.Data update was crucial in maintain model's effectiveness. The hybrid GM(1,1)-Markov model was better than basic GM(1,1) model in rural MMR prediction. It could be considered as a decision-making tool in rural MMR intervention.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6380817PMC
http://dx.doi.org/10.1097/MD.0000000000014384DOI Listing

Publication Analysis

Top Keywords

rural mmr
24
mortality rate
12
rural china
12
hybrid gm11-markov
12
gm11-markov model
12
basic gm11
12
gm11 model
12
rural
10
model
10
mmr
9

Similar Publications

Trends in the levels, causes, and risk factors of maternal mortality in Pakistan: A comparative analysis of national surveys of 2007 and 2019.

PLoS One

January 2025

Public Health Department (MNCH), Health Services Academy, Islamabad, Islamabad Capital Territory, Pakistan.

Background: Maternal mortality ratio (MMR) has decreased worldwide but Pakistan is still striving towards achieving the SDG targets for maternal health. This study highlights the trends in maternal mortality levels and risk factors in Pakistan between 2007 and 2019.

Methods: This study compares the results of secondary data analysis of the Pakistan Maternal Mortality Survey 2019 with the Pakistan Demographic and Health Survey 2007.

View Article and Find Full Text PDF

Importance: Childhood vaccination rates have declined in recent years; there is also concern that resistance to COVID-19 vaccines could spill over to childhood vaccines.

Objectives: To use local-level data to study trends in childhood vaccination rates and heterogeneity in local rates; including how many areas are below herd-immunity thresholds, and assess the association between COVID-19 vaccine hesitancy and childhood vaccination.

Design: We report, for 11 states with available data, vaccination rates for measles, mumps, rubella (MMR), and diphtheria, tetanus, acellular pertussis (DTaP) vaccines, including percentage of schools/counties with rates ≥95 %, 90-95 %, 80-90 %, and < 80 %.

View Article and Find Full Text PDF

Mumps in Poland in 2022.

Przegl Epidemiol

December 2024

Zakład Epidemiologii Chorób Zakaźnych i Nadzoru, Narodowy Instytut Zdrowia Publicznego PZH - Państwowy Instytut Badawczy.

Background: Mumps, also known as Sudden parotitis, is a viral disease whose main source of infection is the sick/infected person. It posed a serious public health threat in Poland before the introduction of mandatory vaccination. In 2003, Poland introduced the Immunization Program, which included a two-dose vaccination against mumps as part of the MMR (measles, mumps and rubella) vaccine for all children.

View Article and Find Full Text PDF

Background: Altered vaccine demands and uneven utilization patterns in childhood immunization are evident nationwide. These variabilities may stem from a range of internal and external factors influencing parental preferences. Regular checks and balances are necessary to ensure equal accessibility for all sections of society.

View Article and Find Full Text PDF

Introduction: While there has been notable global advancement in reducing maternal mortality rates (MMRs) in Latin America, the rates among indigenous women remain alarmingly high. This disparity persists in Guatemala, where indigenous women face a two-fold higher MMR compared to their non-indigenous counterparts. Most of the obstetrical care is performed by traditional Mayan birth attendants (TBAs), also known as comadronas, who have minimal formalized clinical training in obstetrical care.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!