MétaCan
Menu
Back to cohort
Record W7033120970

Physical activity and chronic back disorders in Canadian adults

2020· dissertation· en· W7033120970 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

VenueUniversity Library (University of Saskatchewan) · 2020
Typedissertation
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicBioactive Natural Diterpenoids Research
Canadian institutionsnot available
Fundersnot available
KeywordsPublic healthContext (archaeology)Physical activityBehavioral Risk Factor Surveillance SystemCross-sectional studyPublic health surveillanceChronic diseaseEpidemiology
DOInot available

Abstract

fetched live from OpenAlex

Chronic back disorders [CBD] are a major public health concern and an expensive problem, not only for direct costs due to the use of health services, but also indirect costs of loss of productivity, reduced quality of life, and lost wages. CBD include a broad range of recurring and persistent pathologies and symptoms. The prevalence of CBD among Canadian adults is approximately 20%. In this context of high national and worldwide public health and economic burden, the identification of potentially modifiable risk factors, such as physical activity [PA], could be useful in decreasing the magnitude of this prevalent and expensive health condition. Although PA might be a potential factor in managing or preventing CBD, the evidence supporting this hypothesis is inconclusive.\nThe first objective of this dissertation was to describe overall time trends in CBD prevalence and CBD prevalence by gender, age, geographical location, and PA levels in Canadians adults. Data from Canadians aged 18-65 years included in the 2007 to 2014 cycles of the Canadian Community Health Survey [CCHS] were analyzed. PA was evaluated by self-report using Canada's PA Monitor Questionnaire [CPAMQ]. Based on transportation and leisure time PA energy expenditure, participants were classified into three categories: active [>3.0 kcal/kg/day], moderately active [1,5-3.0 kcal/kg/day], and inactive [<1.5 kcal/kg/day]. Joinpoint regressions were used to evaluate the trends. Analysis of the CCHS showed that CBD prevalence was stable from 2007 to 2014 [≈20%]. A non-statistically significant slight decrease in CBD prevalence was found over time. CBD prevalence was consistently higher in people classified as inactive, and trends in CBD prevalence decreased faster in active samples than inactive samples over the eight cross-sectional survey cycles.\nThe second objective of this dissertation was to investigate the association between: PA and CBD within the same survey cycle [concurrent]; and PA within the previous survey cycle and subsequent CBD adjusted for previous CBD and other covariates [time-lag]. Canadians aged >=18 years from the National Population Health Survey [NPHS] [1994/1995 to 2010/2011] were included. Using the CPAMQ, three PA variables were derived: Leisure-time PA levels [active, moderately active, inactive]; Utilitarian walking or cycling [None, <1 hour/week, 1-5 hours/week, and >5 hours/week]. Marginal models [concurrent] and transition models [time-lag] were applied through generalized estimating equations. NPHS analyses in the time-lagged approach, being active during leisure time and reporting CBD in the previous survey cycle were associated with reduced CBD prevalence in the subsequent cycle [active versus inactive OR=0.89, 95% CI 0.8, 0.95]. Females engaged in >5hours/week of utilitarian cycling had a higher likelihood of CBD compared to males without utilitarian cycling. Conversely, overweight respondents engaged in >0-to-1 hour/week or >5 hours/week of utilitarian walking, and pregnant woman engaged in >0-to-1 hour/week of utilitarian walking, were less likely to report CBD compared to those who were nor engaged in any utilitarian walking and had underweight or normal weight.\nThe third objective of this dissertation was to explore the relationship between PA and CBD in Canadian adults using either accelerometer-based or self-reported PA measures. Canadians aged 18-79 years from the 2014/2015 and 2016/2017 Canadian Health Measures Surveys [CHMS] were included in the analysis. PA was assessed using the PA Adult Questionnaire and an accelerometer-based measure. Two binary logistic regression models were fitted: one containing self-reported PA, and another containing accelerometer-based PA; each model was adjusted for several covariates. The beta coefficients obtained were compared using the Z-test for equality of coefficients and a newly developed Bias Attributable to PA Measurement [BAPAM] indicator. Analysis of the CHMS showed that the percentage of participants meeting the Canadian PA guidelines was higher when assessed with a questionnaire [57.3%] than accelerometry [17.0%]. Meeting the Canadian PA guidelines was not associated with CBD, whether PA was measured by accelerometer or by questionnaire; the Z-test [p=0.962], and the BAPAM indicator = 0.038, 95% CI -2.42, 2.49; p=0.443 showed that the coefficients of the association under study were not significantly different by PA assessment.\nIn conclusion, findings showed a stable, relatively high prevalence of CBD. The serial cross-sectional studies showed a higher CBD prevalence in the inactive samples during free time and transportation compared with the active samples. CBD was related with specific domains of PA rather than total PA. Prior LTPA and CBD was associated with reporting CBD two years later.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.712
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
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.004
GPT teacher head0.191
Teacher spread0.188 · 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