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Record W4385683903 · doi:10.1177/23800844231189483

Behavioral Outcomes of a Pragmatic Early Childhood Caries Management Trial

2023· article· en· W4385683903 on OpenAlexfundno aff
Christie Lumsden, Burton L. Edelstein, Cheng‐Shiun Leu, John H. Zhang, Jeffrey L. Levine, Howard Andrews

Bibliographic record

VenueJDR Clinical & Translational Research · 2023
Typearticle
Languageen
FieldDentistry
TopicDental Health and Care Utilization
Canadian institutionsnot available
FundersNational Institute on Minority Health and Health DisparitiesNational Institute of Dental and Craniofacial ResearchCenters for Medicare and Medicaid ServicesYork University
KeywordsMedicineConfidence intervalGeneralized estimating equationOdds ratioEarly childhood cariesDemographyTooth brushingBreastfeedingLogistic regressionSpousePediatricsOral healthFamily medicineInternal medicineToothbrush

Abstract

fetched live from OpenAlex

Objectives: To evaluate a preventative behavioral intervention for managing early childhood caries (ECC) in a cohort of high-risk children. Methods: This pragmatic trial of the MySmileBuddy Program (MSB) evaluated preventive behavioral outcomes in a 1-y community health worker–delivered intervention to prevent ECC progression. Pre-/postintervention surveys assessed parent-reported child engagement in therapeutic toothbrushing (i.e., adult-assisted brushing with fluoridated toothpaste twice daily) and caries-related dietary behaviors and barriers. Generalized linear model with identity link for continuous variables and logit link for dichotomous outcomes evaluated pre-/postintervention comparisons and generalized estimating equations accounted for within-participant correlation (α = 0.05). Results: Among 1,130 children with postintervention data, the average age was 3.97 y, 99% were Medicaid insured, and 88% were Hispanic. Most parents (95%) were mothers/grandmothers, married or in a committed partnership (75%), unemployed (62%), and with modest education (80% high school degree or less). The odds of reported therapeutic brushing nearly doubled ( n = 864; odds ratio [OR] = 1.79, 95% confidence interval [CI] = 1.46, 2.20, P < 0.001); day and night bottle/sippy cup frequencies dropped 0.29 units ( n = 871; 95% CI = −0.37, −0.33, P < 0.001) and 0.22 units ( n = 1,130; 95% CI = −0.30, −0.15, P < 0.001); nighttime breastfeeding reduced 0.15 units ( n = 870; 95% CI = −0.21, −0.10, P < 0.001); sharing utensils reduced 0.30 units ( n = 572; 95% CI = −0.39, −0.21, P < 0.001); not using sugary foods to calm child improved 0.37 units ( n = 664; 95% CI = 0.31, 0.44, P < 0.001); odds of eating meals and snacks at a table increased ( n = 572; OR = 1.57, 95% CI = 1.28, 1.93, P < 0.001; n = 572; OR = 1.80, 95% CI = 1.50, 2.15, P < 0.001) respectively; and reducing barriers to behaviors improved 0.38 units for toothbrushing ( n = 666; 95% CI = 0.31, 0.44, P < 0.001) and 0.33 units for diet ( n = 668; 95% CI = 0.29, 0.38, P < 0.001). Conclusion: Despite limitations inherent to pragmatic trials, significant behavioral changes suggest that MSB yielded an important salutary impact. Forthcoming mediation analyses will explore causal pathways. Findings support integration of MSB’s behavior change program in caries management initiatives. Knowledge Transfer Statement: The results of this study can be used by clinicians, public health leaders, and researchers to inform the development and implementation of community-based, preventative behaviorally focused early childhood caries prevention programs. Study findings may enhance the understanding of the impact of behavioral interventions that engage parents of young children and could lead to more effective prevention for populations at high-risk of caries.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.234
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.248
GPT teacher head0.559
Teacher spread0.312 · 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 teacher head, not a consensus.

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

Citations2
Published2023
Admission routes1
Has abstractyes

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