Evidence map›Paper›PMID 36962347›Full record

ArticlePLOS global public health2022

Large gains in schooling and income are possible from minimizing adverse birth outcomes in 121 low- and middle-income countries: A modelling study.

Mia M Blakstad, Nandita Perumal, Lilia Bliznashka, Mark J Lambiris, Günther Fink, Goodarz Danaei, Christopher R Sudfeld

Open access · goldFull text read
In one paragraph

Article in PLOS global public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 1 pooled it
2.3field-weighted citation impact, top 12% of its field
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

3 citing papers in PubMed, 1 synthesis or guideline pooled it, 6 citations in OpenAlex.

  1. Early Marriage, Preterm Birth, and School Dropout: An Intergenerational Cycle of Risk?American journal of human biology : the official journal of the Human Biology Council · 2025
    Pooled it
  2. Review
  3. 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

7 authors at 3 institutions in 2 countries.

Mia M BlakstadDepartment of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA, United States of America.ORCID https://orcid.org/0000-0002-5915-099X
Nandita PerumalDepartment of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA, United States of America.
Lilia BliznashkaDepartment of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA, United States of America.ORCID https://orcid.org/0000-0003-2084-1141
Mark J LambirisDepartment of Epidemiology and Public Health, Swiss Tropical and Public Health Institute, Basel, Switzerland.ORCID https://orcid.org/0000-0003-1337-1778
Günther FinkDepartment of Epidemiology and Public Health, Swiss Tropical and Public Health Institute, Basel, Switzerland.ORCID https://orcid.org/0000-0001-7525-3668
Goodarz DanaeiDepartment of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA, United States of America.ORCID https://orcid.org/0000-0003-2456-5463
Christopher R SudfeldDepartment of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA, United States of America.ORCID https://orcid.org/0000-0002-3203-3638
Harvard Global Health Institute · USHarvard University · USSwiss Tropical and Public Health Institute · CH

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

While the global contributions of adverse birth outcomes to child morbidity and mortality is relatively well documented, the potential long-term schooling and economic consequences of adverse birth outcomes has not been estimated. We sought to quantify the potential schooling and lifetime income gains associated with reducing the excess prevalence of adverse birth outcomes in 121 low- and middle-income countries. We used a linear deterministic model to estimate the potential gains in schooling and lifetime income that may be achieved by attaining theoretical minimum prevalence of low birthweight, preterm birth and small-for-gestational age births at the national, regional, and global levels. We estimated that potential total gains across the 121 countries from reducing low birthweight to the theoretical minimum were 20.3 million school years (95% CI: 6.0,34.8) and US$ 68.8 billion (95% CI: 20.3,117.9) in lifetime income gains per birth cohort. As for preterm birth, we estimated gains of 9.8 million school years (95% CI: 1.5,18.4) and US$ 41.9 billion (95% CI: 6.1,80.9) in lifetime income. The potential gains from small-for-gestational age were 39.5 million (95% CI: 19.1,60.3) school years and US$113.6 billion (95% CI: 55.5,174.2) in lifetime income gained. In summary, reducing the excess prevalence of low birthweight, preterm birth or small-for-gestational age births in low- and middle-income countries may lead to substantial long-term human capital gains in addition to benefits on child mortality, growth, and development as well as on risk of non-communicable diseases in adults and other consequences across the life course.

Identifiers

PMID36962347
PMCPMC10021521
OpenAlexW4281673060

What OpenQuestion holds

Textfull text, public
LicenceCC BY
measurements read81
identifiers read6
Read underepoch 390

Registered trials

None linked

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.