MétaCan
Menu
Back to cohort

Abstract 008: Statin Use and Its Facility Level Variation in Patients With Peripheral Artery Disease: Insights From the Department of Veterans Affairs

2017· article· en· W2610525534 on OpenAlexaff
Cameron McBride, Julia Akaroyd, David J. Ramsey, Vijay Nambi, Khurram Nasir, Erin D. Michos, Kim K. Birtcher, Pamela B. Morris, Vera Bittner, Christie M Ballentyne, Laura A. Peterson, Salim S. Virani

Bibliographic record

VenueCirculation Cardiovascular Quality and Outcomes · 2017
Typearticle
Languageen
FieldMedicine
TopicPeripheral Artery Disease Management
Canadian institutionsChristie (Canada)
Fundersnot available
KeywordsMedicineStatinVeterans AffairsInternal medicineCohortCardiologyGuidelineCoronary artery diseaseDiseaseRetrospective cohort studyEmergency medicineArterial diseaseVascular diseasePathology

Abstract

fetched live from OpenAlex

Background: The 2013 ACC/AHA cholesterol guideline recommends high-intensity statin therapy in patients 75 years or younger and moderate-intensity statin therapy in patients > 75 years with atherosclerotic cardiovascular disease including those with peripheral artery disease (PAD). Statin prescribing patterns and their facility-level variation in patients with PAD are unknown. Methods: We examined the frequency and facility-level variation in the use of any and correct intensity of statins in patients with known PAD receiving primary care in 130 facilities across the Veterans Affairs (VA) health care system with or without concomitant ischemic heart disease (IHD) or ischemic cerebrovascular disease (ICVD). We calculated the median rate ratios (MRR) adjusted for patient demographic factors to assess the magnitude of facility-level variation in statin prescribing patterns for comparable patients. Results: Among 194,151 patients with PAD, 88,905 (45.8%) had PAD without IHD (with or without ICVD) and 70,404 (36.3%) had PAD without IHD or ICVD. Rates of statin use in the entire PAD cohort, patients with PAD without IHD and PAD alone were 79.0%, 69.1% and 66.3%, respectively. Median facility-level rates of statin use were 78.9% (IQR 75.9-81.5), 69.2% (65.4-72.6) and 66.4% (62.6-70.1), respectively. Correct intensity statins were prescribed among 40.9% for the entire PAD cohort, 28.9% of those with PAD without IHD, and 26.4% of those with PAD alone. Median facility-level rate of correct statin intensity use in all PAD patients was 40.1% (36.4-44.2), 27.8% (24.1-32.4) for patients with PAD without IHD and 25.3% (10.8-29.7) in patients with PAD alone. Calculated MRRs reflected a 20-22% variation among two facilities in treating identical PAD patients with statin therapy and a 24-28% variation in treating identical patients with correct statin intensity (Table). Conclusions: The use of statin and especially correct statin intensity is suboptimal in PAD patients, especially in PAD patients without concomitant IHD or ICVD. There is a significant facility-level variation in the receipt of guideline directed statin therapy in PAD patients. Interventions are needed to improve guideline directed moderate to high-intensity statin use and to reduce variation in care in this high-risk group.

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 score0.003
Threshold uncertainty score0.476

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 head0.063
GPT teacher head0.280
Teacher spread0.217 · 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".

Quick stats

Citations0
Published2017
Admission routes1
Has abstractyes

Explore more

Same venueCirculation Cardiovascular Quality and OutcomesSame topicPeripheral Artery Disease ManagementFrench-language works237,207