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Record W2944996725 · doi:10.1089/chi.2019.0011

Access to Multidisciplinary Care for Pediatric Weight Management: Exploring Perspectives of the Health Care Team within Canada and the United States

2019· article· en· W2944996725 on OpenAlexafffundabout
Kristy Wittmeier, Gwenyth Brockman, Arnaldo Perez Garcia, Roberta L. Woodgate, Geoff D.C. Ball, Brandy Wicklow, Elizabeth Sellers, Geert ‘t Jong, Kathryn M. Sibley

Bibliographic record

VenueChildhood Obesity · 2019
Typearticle
Languageen
FieldHealth Professions
TopicObesity and Health Practices
Canadian institutionsUniversity of AlbertaGeorge & Fay Yee Centre for Healthcare InnovationUniversity of ManitobaChildren's Hospital Research Institute of Manitoba
FundersObesity CanadaUniversity of ManitobaAlberta Health Services
KeywordsReferralMultidisciplinary approachWeight managementHealth careFamily medicineMedicineNursingBest practiceWeight lossPolitical science

Abstract

fetched live from OpenAlex

Background: In Canada and the United States, most families referred for pediatric weight management services do not start treatment. Of families who initiate care, many discontinue before the program ends. Parents and youth have reported difficulties in accessing services as an important barrier to starting or completing programming. The purpose of this study was to understand barriers and identify potential solutions related to access to care from the perspective of health care team members from Canada and the United States. Methods: Qualitative description method guided the study design. Participants were health care team members, purposefully recruited through Canadian and US-based pediatric weight management program registries. Telephone interviews were conducted with participants between February and May 2017. Interviews were transcribed verbatim and analyzed using content analysis. Results: Eighteen individuals from 16 sites participated (n = 8 Canada, n = 8 United States). Access barriers and potential solutions were related to: (1) referral and eligibility, (2) wait lists and program capacity, (3) logistics and costs, and (4) stigma and weight bias. Barriers were similar between Canadian and US sites, with the exception of cost-related barriers. Conclusions: Health care providers from Canada and the United States reported multiple societal, organizational, service, and family-level barriers to accessing multidisciplinary pediatric weight management care. Proposed solutions suggest that service providers can play a key role alongside families to improve access to appropriate care. Further research is needed to demonstrate the feasibility and effectiveness of proposed solutions.

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)0.006
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.095
Threshold uncertainty score0.690

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0290.007
Scholarly communication0.0080.002
Open science0.0020.007
Research integrity0.0010.004
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 head0.029
GPT teacher head0.356
Teacher spread0.327 · 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 designQualitative
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

Citations8
Published2019
Admission routes3
Has abstractyes

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