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Record W74723624

Reducing costs and improving hypertension management.

2009· article· en· W74723624 on OpenAlexaffabout
Vida Stankus, Brenda R. Hemmelgarn, Norm R.C. Campbell, Guanmin Chen, Finlay A. McAlister, Ross T. Tsuyuki

Bibliographic record

VenuePubMed · 2009
Typearticle
Languageen
FieldMedicine
TopicBlood Pressure and Hypertension Studies
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsMedicineDiureticThiazideMedical prescriptionHydrochlorothiazideCombination therapyPharmacologyInternal medicineBlood pressure
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVE: To quantify the cost-savings that could be realized by switching patients from two separate agents, ACE inhibitor/ARB and thiazide diuretic, to a fixed dose combination product. METHODS: CompuScript and Longitudinal Rx (LRx) Insights data from IMS Health Canada for Oct 2006-Sept 2007 was used. From the LRx data, the proportion of patients taking both ACE inhibitors/ARBs and thiazide diuretics as two separate products was calculated to determine how many would qualify for a combination product. From the CompuScript data, the total number of prescriptions for ACE inhibitors and ARBs and the actual average dollar value per prescription for thiazide diuretics, ACE inhibitors, ARBs, and ACE inhibitor/ARB with thiazide diuretic combination products was used to determine the potential cost savings of switching from two separate drugs to a combination product. As a sensitivity analysis, the proportion of patients receiving two separate products who could be switched to a combination product was varied from 60-100%. This analysis was done for Alberta and Canada. RESULTS: The conversion of ACE inhibitor/ARB and thiazide diuretic as two separate agents to a combination product could potentially result in a yearly cost-savings of $27 to $45 million for Canada ($1.1 to $1.9 million for Alberta), based on 60-100% conversion to a combination product. CONCLUSIONS: The present analysis has shown that a simple intervention of converting patients receiving separate ACE inhibitor/ARB and thiazide diuretic prescriptions to a single combination product prescription will produce substantial cost-savings for the health care system and simplify the medication regimen for patients.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.061
Threshold uncertainty score0.121

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.027
GPT teacher head0.225
Teacher spread0.198 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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

Citations24
Published2009
Admission routes2
Has abstractyes

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