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Record W7038600918

An interpretive description of health equity in chronic obstructive pulmonary disease (COPD) clinical practice guidelines

2023· dissertation· en· W7038600918 on OpenAlexfundaboutno aff

Bibliographic record

VenueLu Zone Ul (Laurentian University) · 2023
Typedissertation
Languageen
FieldSocial Sciences
TopicEducation, Innovation and Language Studies
Canadian institutionsnot available
FundersCanadian Foundation for Healthcare Improvement
KeywordsHealth equityEquity (law)Health careSocial determinants of healthCOPDClinical PracticeHealth policyQualitative research
DOInot available

Abstract

fetched live from OpenAlex

Health equity is an increasing global phenomenon of interest among health care professionals
\n(HCPs), researchers, and decision-makers. Clinical practice guidelines (CPGs) serve to promote
\nstandardized care and may have implications relative to health equity. Health care professionals
\nrely on evidence including CPGs to be accountable, provide optimal care, and to advance
\nadvocacy efforts for people with chronic lung disease. However, CPGs for COPD may
\nunintentionally exacerbate health inequities and health disparities experienced by those living in
\nnorthern or rural areas where there may be decreased access to supports such as spirometry,
\npulmonary rehabilitation, and specialist care. The purpose of this study was to conduct an
\ninterdisciplinary analysis of COPD CPGs to understand the contribution and implications of
\nthese guidelines to health equity for individuals living with COPD. Different perspectives and
\nrepresentations of health equity across the guidelines may have problematic implications and
\nchallenges for patients, HCPs and decision-makers. The research question guiding this study is
\nhow do CPGs for COPD explicitly or implicitly address health equity? The study design,
\ninterpretive description, was guided by critical social theory. Using purposive sampling, publicly
\navailable international, national, and provincial English language CPGs for COPD were selected.
\nConcurrent data collection and analysis was informed by five items of The Equity Lens
\ninstrument and the four items of Domain 5, outlined in the Applicability of the Appraisal of
\nGuidelines for Research & Evaluation II (AGREE II) Instrument. The four stages of content
\nanalysis are decontextualization, recontextualization, categorization, and compilation. The results
\noffer opportunities to engage multiple interdisciplinary knowledge users in dialogue about the
\nimplications of CPG adoption to move toward health equity and to best service individuals with
\nCOPD in Northeastern Ontario.

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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.362
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.080
GPT teacher head0.436
Teacher spread0.356 · 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 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

Citations0
Published2023
Admission routes2
Has abstractyes

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