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Record W2970880607 · doi:10.18043/ncm.80.5.288

Improving Provider Experience in Care

2019· article· en· W2970880607 on OpenAlexaff
William Lawrence, Steven Keene, Julie A Ghurtskaia, Jeffrey W Runge

Bibliographic record

VenueNorth Carolina Medical Journal · 2019
Typearticle
Languageen
FieldHealth Professions
TopicPrimary Care and Health Outcomes
Canadian institutionsThe Quebec Population Health Research Network
Fundersnot available
KeywordsSouth carolinaMedicaidJoint venturePerspective (graphical)BusinessHealth careNursingFamily medicineMedicinePublic administrationPolitical science

Abstract

fetched live from OpenAlex

The aim of the present study was to evaluate the acute effects of inspiratory pressure support (IPS) of 5 cmH~2~O (IPS~5~) and 10 cmH~2~O (IPS~10~) on exercise endurance. Forty-five patients with COPD (mean forced expiratory volume in one second (FEV~1~)=39±14% pred) performed three constant-load endurance tests on a cycle ergometer at 75% of maximal workload. One test was without IPS, one test with IPS~5~, and one with IPS~10~. No statistically significant difference was found in exercise endurance between tests without IPS and IPS~5~ (4.2±2.6 *versus* 4.4±2.9 min). In contrast, IPS~10~ resulted in a statistically significant increase in endurance compared with exercise without IPS (6.3±6.7 *versus* 4.2±2.6 min), as well as compared with exercise with IPS~5~ (6.3±6.7 *versus* 4.4±2.9 min). A wide scatter in individual responses to IPS was found, ranging from a deterioration of 1.6 min (−36%) to an improvement of 16.3 min (+445%). In only 15 patients, the increase in endurance exceeded the upper limit of the 95% confidence interval. Stepwise multiple regression analysis showed that maximal inspiratory pressure was the most important determinant of the increase in exercise endurance due to the application of IPS~10~. It was concluded that in contrast to inspiratory pressure support of 5 cmH~2~O, the application of inspiratory pressure support of 10 cmH~2~O during exercise resulted in a statistically significant improvement in exercise endurance in patients with COPD compared with exercise without inspiratory pressure support. However, on an individual basis, large differences in responses were found. Inspiratory muscle weakness was revealed as a determinant of improvement in exercise endurance due to the application of inspiratory pressure support of 10 cmH~2~O, explaining only 24% of the variance in outcome.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesResearch integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.102
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 integrity0.0000.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.033
GPT teacher head0.411
Teacher spread0.378 · 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 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
Published2019
Admission routes1
Has abstractyes

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