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Record W4225406277

[no title]

2021· article· en· W4225406277 on OpenAlexaffabout
Anna Hussey, Kevin Wing, Madonna Ferrone, Christopher Licskai

Bibliographic record

VenueDove Medical Press (Taylor and Francis Group) · 2021
Typearticle
Languageen
FieldMedicine
TopicChronic Obstructive Pulmonary Disease (COPD) Research
Canadian institutionsWestern UniversityLondon Health Sciences CentreLawson Health Research InstituteHôtel-Dieu Grace Healthcare
Fundersnot available
KeywordsMedicineRandomized controlled trialExacerbationCOPDCohortPrednisoneInternal medicineQuality of life (healthcare)Emergency departmentClinical endpointPhysical therapyCohort study
DOInot available

Abstract

fetched live from OpenAlex

Anna J Hussey,1 Kevin Wing,2 Madonna Ferrone,1,3 Christopher J Licskai1,4– 6 1Asthma Research Group Windsor-Essex County Inc., Windsor, ON, Canada; 2London School of Hygiene and Tropical Medicine, London, UK; 3Hotel-Dieu Grace Healthcare, Windsor, ON, Canada; 4London Health Sciences Centre, London, ON, Canada; 5Lawson Health Research Institute, London, ON, Canada; 6Schulich School of Medicine and Dentistry, Western University, London, ON, CanadaCorrespondence: Christopher J LicskaiSchulich School of Medicine and Dentistry, Western University, London, ON, CanadaEmail chris.licskai@sjhc.London.on.caPurpose: Integrated disease management (IDM) for COPD in primary care has been primarily investigated under clinical trial conditions. We previously published a randomized controlled trial (RCT) where the IDM intervention improved quality of life (QoL) and exacerbation-related outcomes. In this study, we assess the same IDM intervention in a real-world evaluation and identify patient characteristics associated with improved outcomes.Methods: This historical cohort study included patients enrolled for 12 (± 3 months) in the Best Care COPD IDM program. The main outcome was a ≥ 3 point improvement in COPD assessment test (CAT). Secondary outcomes were COPD exacerbations requiring antibiotics and/or prednisone, unscheduled physician visits, emergency department visits and hospitalizations.Results: Data for 571 patients (all patients) were included, 158 met the reference RCT eligibility (RCT matched). Improved QoL was observed in 43% (95% CI:38.9,47.2) of all patients, 47% (95% CI:39.5,55.6) of RCT matched vs 92% (95% CI:79.2,95.1) in the reference RCT intervention arm (n=72). Reductions (12 months IDM vs prior year) were observed in the proportion of patients experiencing exacerbation-related events (all patients): antibiotics/prednisone (− 9.0%,95% CI:-13.9,-3.9); unscheduled physician (− 33.1%,95% CI:-38.2,-27.9); emergency department (− 9.6%,95% CI:-13.5,-5); and hospitalizations (− 6.8%,95% CI:-10.0,-3.7). For the RCT matched group all reductions were comparable to the reference RCT intervention arm. The strongest predictors of improved QoL were baseline CAT, CAT≥ 20 vs CAT< 10 (OR 15.6,95% CI:7.91,30.83), GOLD group B (OR 6.4,95% CI:3.42,11.85) and D (OR 5.64,95% CI:2.80,11.37) vs GOLD group A. Patients with prior antibiotic/prednisone use, FEV1 < 30% predicted and GOLD group D were less likely to have no urgent health service utilization (OR 0.5,95% CI:0.30,0.68), (OR 0.2,95% CI:0.07,0.78) and (OR 0.3,95% CI:0.14,0.51), respectively.Conclusion: Best Care COPD improved QoL and reduced exacerbation-related outcomes in a manner directionally similar to the RCT from which it emanated. Baseline QoL, exacerbation history, and GOLD category were identified as possible predictors of IDM impact and will inform future program development and resource allocation.Keywords: chronic disease management, COPD assessment test, health service utilization, health status, quality of life

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.891
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.019
GPT teacher head0.294
Teacher spread0.275 · 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 designOther design
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

Citations12
Published2021
Admission routes2
Has abstractyes

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