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Record W3034422445 · doi:10.1542/peds.2020-0483

High-Quality Child Care as an Effective Antipoverty Strategy: Emerging Evidence From Canada

2020· letter· en· W3034422445 on OpenAlexaboutno aff
Iheoma U. Iruka

Bibliographic record

VenuePEDIATRICS · 2020
Typeletter
Languageen
FieldSocial Sciences
TopicEarly Childhood Education and Development
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineAttendanceVulnerability (computing)PovertyIntervention (counseling)Early childhoodDevelopmental psychologyEducational attainmentGerontologyPsychiatryPsychologyEconomic growth

Abstract

fetched live from OpenAlex

In their article, “Child Care Attendance and Educational and Economic Outcomes in Adulthood,” Domond et al1 confirm extant literature revealing the lifelong impact of high-quality early care and education participation. Specifically, 2 seminal early intervention studies conducted in the United States, the HighScope Perry Preschool Program2 and the Carolina Abecedarian study,3 have revealed the academic, social, economic, and health benefits of early childhood education, especially for children placed at risk primarily because of poverty.4 These studies, which were based on a small sample of primarily African American children in specific communities, make it challenging to generalize the findings, and the lack of rigorous examination of the core components makes it difficult to replicate. The current study extends and expands our current knowledge about the impact of regulated early care and education, specifically child care, on children’s education attainment and economic stability.Of particular note is the overwhelming benefit of regulated child care to boys, especially those who enter care in infancy. Authors of other studies have noted the biological and social vulnerability of boys in the early years. The distinct neurobiology of boys in utero and for the first 2 years of life may make them susceptible to later problems, especially under conditions of environmental stress.5 Furthermore, there is evidence that boys and girls start life with different capabilities and emotional skill sets because of sex-specific genetic and environmental factors.6 For example, infant boys and girls display different responses to postpartum maternal depression, negatively impacting boys’ later outcomes.7 Similarly, boys also show different sensitivity to quality of parenting and attachment, with boys likely to exhibit problem behaviors in preschool and beyond when experiencing insensitive and disorganized attachment with their primary caregiver.7 Regulated child care may provide a nurturing and protective environment for boys that sets them on the right track for school and life success, as indicated by lower likelihood of not being poor as adults compared with those who did not participate in regulated child care. This is important especially in light of the concern about male school disengagement, graduation rates, contact with the criminal justice system, and economic stability, especially for African American male individuals in the United States.Most importantly, the finding that participation in regulated child care is associated with lower likelihood of not being poor as an adult provides us with at least one antipoverty strategy. Poverty is associated with a multitude of poor functioning and outcomes from birth through adulthood8; thus, there is a greater need for policies that combat poverty at the population level starting in childhood. Unfortunately, this study is unable to inform us as to whether regulated child care is particularly effective for children placed at risk primarily because of poverty or whether it closes the school and economic gap between children from low-income compared with higher-income households. There is evidence that high-quality early education may be more beneficial for children from low-wealth households compared with those from more advantaged households.9 Although the authors of this study provide evidence that child care participation is linked to a lower likelihood of not being poor, there is a need to examine the extent to which child care is associated with economic stability and wealth generation, which would have multi- and intergenerational effects.Although child care is the focus of this study, one should not disregard the importance and value of family economic stability and functioning. Ensuring that families are emotionally, socially, and economically stable would ensure that children are on track for school and life success. Although the authors sought to control the impact of various family and child demographics, that control may not completely mute the effects of familial factors, especially when the children in child care were likely to come from families in which mothers were employed and more educated. Understanding the mechanisms linking child care to later school and life outcomes are critical to ensure that children are supported and on track across the life course.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.031
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.044
Threshold uncertainty score0.317

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.031
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0030.011
Science and technology studies0.0050.003
Scholarly communication0.0050.001
Open science0.0030.002
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0110.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.022
GPT teacher head0.312
Teacher spread0.290 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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