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Record W7014819814

The relationship between complementary and alternative medicine (CAM) use and quality of life among individuals with chronic pain: results from a nationally representative sample

2014· dissertation· en· W7014819814 on OpenAlexaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2014
Typedissertation
Languageen
FieldMedicine
TopicComplementary and Alternative Medicine Studies
Canadian institutionsnot available
Fundersnot available
KeywordsOddsPublic healthQuality of life (healthcare)Alternative medicineSample (material)National Health Interview SurveyHealth carePopulationOdds ratio
DOInot available

Abstract

fetched live from OpenAlex

Background: Chronic pain is a major public health concern in Canada, with an estimated annual cost of $6 billion in direct health care expenses. At the same time, Canadians are participating in an increased use of complementary and alternative medicine (CAM) therapies. Purpose: The purpose of this quantitative research study was to examine the relationship between the use of CAM and HRQOL for individuals living with chronic pain. Method: This study was a secondary data analysis of the nationally representative Canadian Community Health Survey (CCHS) Cycle 3.1 Subsample 1 collected by Statistics Canada in 2005 (n=32,133). Results: The prevalence of CAM use for the Canadian population was 20.9% whereas for the chronic pain subset, it was 30.8%. CAM users had 1.48 times increased odds of reporting a high HRQOL than non-CAM users (CI=1.16-1.88). Conclusion: These results demonstrate that a modest but significant positive association exists between CAM use and a high HRQOL.

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)0.003
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 score0.548
Threshold uncertainty score0.909

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.111
GPT teacher head0.320
Teacher spread0.209 · 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
Published2014
Admission routes1
Has abstractyes

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