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Record W4210674566 · doi:10.1136/bmjopen-2021-051781

Integrating an early child development intervention into an existing primary healthcare platform in rural Lesotho: a prospective case–control study

2022· article· en· W4210674566 on OpenAlexfundno aff
Melino Ndayizigiye, Ryan K. McBain, Collin Whelley, Rorisang Lerotholi, Joalane Mabathoana, Merida Carmona, Joe Curtain, Ermyas Birru, Sara Stulac, Ann C. Miller, Sonya Shin, Nancy Rumaldo, Joia S. Mukherjee, Adrianne Katrina Nelson

Bibliographic record

VenueBMJ Open · 2022
Typearticle
Languageen
FieldMedicine
TopicInfant Development and Preterm Care
Canadian institutionsnot available
FundersGrand Challenges Canada
KeywordsMedicineCoachingIntervention (counseling)Family medicineChild developmentPublic healthNursingPediatricsPsychiatryPsychology

Abstract

fetched live from OpenAlex

OBJECTIVES: This study evaluated a novel early childhood development (ECD) programme integrated it into the primary healthcare system. SETTING: The intervention was implemented in a rural district of Lesotho from 2017 to 2018. PARTICIPANTS: It targeted primary caregivers during routine postnatal care visits and through village health worker home visits. INTERVENTION: The hybrid care delivery model was adapted from a successful programme in Lima, Peru and focused on parent coaching for knowledge about child development, practicing contingent interaction with the child, parent social support and encouragement. PRIMARY AND SECONDARY OUTCOMES MEASURES: We compared developmental outcomes and caregiving practices in a cohort of 130 caregiver-infant (ages 7-11 months old) dyads who received the ECD intervention, to a control group that did not receive the intervention (n=125) using a case-control study design. Developmental outcomes were evaluated using the Extended Ages and Stages Questionnaire (EASQ), and caregiving practices using two measure sets (ie, UNICEF Multiple Indicator Cluster Survey (MICS), Parent Ladder). Group comparisons were made using multivariable regression analyses, adjusting for caregiver-level, infant-level and household-level demographic characteristics. RESULTS: At completion, children in the intervention group scored meaningfully higher across all EASQ domains, compared with children in the control group: communication (δ=0.21, 95% CI 0.07 to 0.26), social development (δ=0.27, 95% CI 0.11 to 0.8) and motor development (δ=0.33, 95% CI 0.14 to 0.31). Caregivers in the intervention group also reported significantly higher adjusted odds of engaging in positive caregiving practices in four of six MICS domains, compared with caregivers in the control group-including book reading (adjusted OR (AOR): 3.77, 95% CI 1.94 to 7.29) and naming/counting (AOR: 2.05; 95% CI 1.24 to 3.71). CONCLUSIONS: These results suggest that integrating an ECD intervention into a rural primary care platform, such as in the Lesothoan context, may be an effective and efficient way to promote ECD outcomes.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.058
Threshold uncertainty score0.115

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.064
GPT teacher head0.393
Teacher spread0.329 · 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 designNon-randomized trial
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

Citations14
Published2022
Admission routes1
Has abstractyes

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