Evidence map›Paper›PMID 41466206›Full record

ArticleBMC pregnancy and childbirth2025

Association between healthcare providers type and maternal-child healthcare services utilization in Pakistan: evidence from 2018 DHS using generalized structural equation modelling.

Rashed Nawaz, Shaoqing Gong, Razia Anjum, Neelum Khalid, Zhongliang Zhou, Farooq Ahmed

Abstract read
In one paragraph

Article in BMC pregnancy and childbirth, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Direct and Indirect Effects of Adolescent Motherhood on Under-Five Mortality in Pakistan: Evidence From a Nationally Representative Survey.American journal of human biology : the official journal of the Human Biology Council · 2026
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Rashed NawazSchool of Public Health and Health Nutrition, Luohe Medical College, No. 148, Daxue Road, Yuanhui District, Luohe, 462002, Henan Province, China.
Shaoqing GongSchool of Public Health and Health Nutrition, Luohe Medical College, No. 148, Daxue Road, Yuanhui District, Luohe, 462002, Henan Province, China. gongshaoqingmd@163.com.
Razia AnjumDepartment of Psychology, Bath Spa University, Academic Centre, Ras Al Khaimah, United Arab Emirates.
Neelum KhalidSchool of Public Policy and Administration, Xi'an Jiaotong University, Xian, People's Republic of China. Neelumkhalidrn1987@gmail.com.
Zhongliang ZhouSchool of Public Policy and Administration, Xi'an Jiaotong University, Xian, People's Republic of China.
Farooq AhmedDepartment of Anthropology, the Islamia University of Bahawalpur, Bahawalpur, Pakistan.

Funding

National Natural Science Foundation of China 72374169
6 · The paper itself

Abstract

backgroundHealthcare provider's distributional shortages, especially in developing countries, result in a slowdown in progress towards better healthcare outcomes and achieving the Sustainable Development Goals (SDGs-3). The objective of current research is to examine the influence of professional and non-professional healthcare provider distribution on maternal and child healthcare services among married women who may face structural and social barriers that limit their autonomy in seeking skilled maternal care in Pakistan.

methodsBivariate and multivariate regression models were used for the 2018 Pakistan Demographic and Health Survey (PDHS) (N = 8287 women aged 15–49). The association between the distribution of healthcare providers, antenatal care visits (ANC), place of delivery, and postnatal care visits (PNC) for mothers and children was measured by three types of healthcare provider’s distribution, including no care, non-professional, and professional healthcare providers. All the investigations were performed using STATA V.16.1.

resultsAround 50.7% of mothers have less than three ANC visits, and 49.3% of women have four or more ANC visits. 67% of women have medical facility delivery, whereas the remaining 33% have non-medical facility delivery. Around 69.9% of women have no PNC visit, 5.8% visited non-professional, and the remaining 24.3% visited professional healthcare providers for PNC visits individually. The regression outcomes revealed that professional healthcare providers were positively and significantly associated with the increased number of ANC visits, medical facility delivery, and postnatal checks for mothers and children. Additionally, non-professional healthcare providers were also positively and significantly connected with the number of ANC visits and postnatal checks for mothers by non-professionals.

conclusionOur findings demonstrate that professional healthcare provider’s distribution indicates a positive and significant association with maternal and child healthcare outcomes. This suggests the need for tailored interventions for the distribution of healthcare providers and promoting maternal education, empowering women's decision-making especially in remote areas, to improve maternal and child healthcare utilization services (MCH) and healthcare outcomes.

Indexed as

Health PersonnelMaternal-Child Health ServicesMaternal Health ServicesPatient Acceptance of Health CareAdolescentAdultDelivery, ObstetricFemaleHealth Services AccessibilityHumansMiddle AgedPakistanPostnatal CarePregnancyPrenatal CareYoung AdultAntenatal careGeneralized structural equation model (GSEM)Healthcare professionalsPlace of deliveryPostnatal care

Identifiers

PMID41466206
PMCPMC12752142

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.