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Record W3177009275 · doi:10.2337/db21-8-or

8-OR: Depression and Diabetes Distress in African American and Latino Parents of Children with Type 1 Diabetes (T1D)

2021· article· en· W3177009275 on OpenAlexaboutno aff
Samantha A Carreon, Jasmine Jones, Ariadne Reyes Garcia, KEYISHI S. PETERS, KRYSTAL K. CHRISTOPHER, Marisa E. Hilliard, Ashley M. Butler

Bibliographic record

VenueDiabetes · 2021
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineDepression (economics)DistressDiabetes mellitusAfrican americanEthnic groupType 1 diabetesIntervention (counseling)DemographicsQuarter (Canadian coin)EpidemiologyPsychiatryDemographyClinical psychologyInternal medicineEndocrinology

Abstract

fetched live from OpenAlex

Introduction: Parents of young children experience high levels of depression and diabetes distress immediately post-diagnosis. However, there is a limited understanding of these factors later in the disease course, especially among parents from racial/ethnic minority groups who face management difficulties and persistent T1D health disparities (i.e., higher HA1c). This study described parental depressive symptoms, diabetes distress and adherence among African American and Latino parents of children with T1D duration > 1 year. Methods: African American (n = 39) and Latino (n = 26) parents of children age 5-10 years (M 9.0 ± 1.7 yrs; M HA1c = 9.0 ± 1.9; M T1D duration = 3.7±2.2 yrs) were enrolled in a behavioral intervention trial. At baseline they reported on demographics, treatment adherence (Diabetes Self-Management Questionnaire, DSMQ), diabetes distress (Problem Areas in Diabetes Revised for parents, PAID-PR), and depressive symptoms (Center for Epidemiological Studies-Depression, CES-D). HA1c was extracted from the medical record. Results: Over one-quarter (27%) of African American (M CES-D = 13.6 ± 9.5) and 42% of Latino (M CES-D = 14.1 ± 8.8) parents reported moderate/severe depressive symptoms. Nearly half (49%) of African American (M PAID-PR = 56.7 ± 19.7) and 38% of Latino (M PAID-PR = 50.2 ± 17.8) parents reported diabetes distress above a clinical cutoff. Both African American and Latino parents reported high levels of adherence (M DSMQ = 25.9 ± 4.7 and 26.7 ± 4.3, respectively, out of 35). Conclusions: Substantial proportions of African American and Latino parents of school-aged children who have been managing T1D for at least 1 year experience serious mood concerns, both diabetes-specific and general. High levels of T1D adherence indicate resilience in the face of such challenges. Supporting parental psychosocial functioning should be a high priority for diabetes care providers, especially among minority families who may be experiencing elevated challenges. Disclosure S. A. Carreon: None. J. N. Jones: None. A. Reyes garcia: None. K. S. Peters: None. K. K. Christopher: None. M. E. Hilliard: None. A. Butler: None. Funding National Institutes of Health (1DP3DK113236)

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)0.001
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 score0.010
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.024
GPT teacher head0.337
Teacher spread0.313 · 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
Published2021
Admission routes1
Has abstractyes

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