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Record W7055365177

Canadian Health Care Providers’ Attitudes and Practices Towards 
\nPharmacotherapy and Bariatric Surgery in Youth

2023· dissertation· en· W7055365177 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueSpectrum Research Repository (Concordia University) · 2023
Typedissertation
Languageen
FieldEngineering
TopicLaser Design and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsObesitySnowball samplingHealth careExploratory researchSevere obesityMEDLINEPediatric Nurse PractitionerChildhood obesity
DOInot available

Abstract

fetched live from OpenAlex

Background. Behavioural therapy and lifestyle modifications are pillars of obesity management treatment. However, other treatment options like bariatric surgery (BarSx) and pharmacotherapy
\n(Pharm) are gaining more and more interest. Little is known about healthcare providers’(HCPs) attitudes towards pediatric obesity treatments in Canada. The purpose of this study was to explore the prior knowledge, attitudes and practices (i.e., frequency of treatment recommendations, referrals to specialists) of Canadian HCPs towards pharmacotherapy (Pharm) and bariatric surgery (BarSx) in children and adolescents. We also examined familiarity with pediatric obesity guidelines, differences in attitudes with regards to the type of HCP, prior obesity training and levels of confidence treating obesity and definitions of pediatric obesity management success.
\nMethods. Canadian physicians, nurse practitioners and medical residents completed 39 multiple choice and open-ended questions on LimeSurvey from October 2021 until September 2022. Participants were recruited through convenience and snowball sampling across Canada. Chi-square and Fisher’s exact tests compared attitudes between respondents who were familiar versus unfamiliar with pediatric obesity guidelines. Kruskal-Wallis tests and independent sample t-tests were used to analyze our exploratory objectives.
\nResults. A total of 130 HCPs responded to the survey. Of the respondents, 78% identified as women, 49% were physicians, 39% resided in Ontario, 54% had received pediatric obesity training before working in the field, 48% were most familiar with the 2015 Canadian Task Force Guidelines whereas only 12% were familiar with the 2018 American Society for Metabolic BarSx guidelines. HCPs did not respond favorably towards Pharm and BarSx. Responses varied regarding agreement about the effectiveness, safety, usefulness and willingness to refer adolescents and children. For Pharm, 48% of respondents agreed that it is an effective intervention in adolescents compared to 23% that agreed in children. As for BarSx, only 16% of respondents agreed that it’s a useful treatment for obesity-related co-morbidities in children compared to 47% who agreed that it was useful in adolescents. In general, there was more disagreement in regard to responses for children compared to adolescents. Reasons chosen for HCPs’ reluctance to refer were lack of long-term data (Pharm: 58%, BarSx: 41%) and patients’ unrealistic outcome expectations (Pharm: 45%, BarSx: 49%). Referrals to medical specialists (74%), like dietitians (85%), and multidisciplinary programs (61%) were the most common referrals for patients. 
\nConclusion. Pharmacotherapy and bariatric surgery are not highly endorsed by Canadian HCPs. Future studies should investigate other barriers to treatment recommendations, such as HCPs’ knowledge on obesity and potential bias towards the causes of obesity and severe obesity in youth.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.127
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.040
GPT teacher head0.311
Teacher spread0.271 · 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