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Asthma Control and the Influence of Valved Holding Chamber (VHC) Type: Results from a Real World, Retrospective Study

2017· article· en· W2777204451 on OpenAlexaff
Jason Suggett, Vlad Kushnarev, Chakkarin Burudpakdee

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicRefrigeration and Air Conditioning Technologies
Canadian institutionsTrudell Medical International (Canada)
Fundersnot available
KeywordsMedicineAsthmaRetrospective cohort studyControl (management)Internal medicineArtificial intelligenceComputer science

Abstract

fetched live from OpenAlex

<b>Rationale:</b> AeroChamber Plus* Flow-Vu* (AC+FV) is an antistatic Valved Holding Chamber (AVHC) used with a metered dose inhaler (MDI) as a delivery system for aerosol medication. Non-antistatic VHCs may cause inconsistent drug delivery because of electrostatic charge in the chamber. The objective of this study was to compare real world patient outcomes in asthma patients using the AC+FV AVHC and patients using non-antistatic VHCs. <b>Methods:</b> The study used IMS’ PharMetrics Plus claims database, representative of commercially insured US patients. Asthma patients with evidence of AC+FV AVHC and MDI were matched with asthma patients who had evidence of any non-antistatic VHC and MDI indexed at first use of corresponding VHC. Matching was performed using baseline covariates including age, gender, geographic region, Charlson comorbidity index, comorbid conditions, asthma medication and history of exacerbations. The two groups were compared in patients with at least 12 months follow up from index date. <b>Results:</b> The study sample was comprised of 4,293 patients per group. In the AC+FV cohort the annualised rate of moderate to severe exacerbations (claims for oral corticosteroids, emergency room (ER) visits or in-patient admission for asthma) was reduced by between 10-26% at 6, 9 and 12 months (p≤0.067). Additionally, the proportion of patients having ER visits and hospitalisations were also reduced (relative reductions of 13%; p=0.017 and 19%; p=0.070 respectively). <b>Conclusions:</b> Results from this large, real-world study provide evidence to suggest that AC+FV aVHC is associated with better asthma control and a decrease in exacerbations versus non-antistatic VHCs.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.294
Threshold uncertainty score0.222

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 head0.011
GPT teacher head0.246
Teacher spread0.235 · 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.

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".

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Citations0
Published2017
Admission routes1
Has abstractyes

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