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Record W2054549781

Antihypertensive persistence and drug class.

2002· article· en· W2054549781 on OpenAlexaffabout
Michael Marentette, William C. Gerth, David K. Billings, Kelly B. Zarnke

Bibliographic record

VenuePubMed · 2002
Typearticle
Languageen
FieldMedicine
TopicBlood Pressure and Hypertension Studies
Canadian institutionsMerck Canada Inc. (Canada)
Fundersnot available
KeywordsMedicinePersistence (discontinuity)Internal medicineDrug classMedical prescriptionAntihypertensive drugAngiotensin-converting enzymeAngiotensin IICalcium channelPharmacotherapyPopulationDrugPharmacologyBlood pressureCalcium
DOInot available

Abstract

fetched live from OpenAlex

BACKGROUND: Noncompliance with antihypertensive therapy is a major problem that hinders successful hypertension management. OBJECTIVE: To study antihypertensive drug persistence for hypertensive patients in routine clinical settings. METHODS: Hypertensive patients were retrospectively studied (1994 through 1998) using databases managed by Saskatchewan Health. The study population (46,458 people) included all patients with an International Classification of Diseases-9 code of 401, 402, 403 or 404, or any four-digit code included in these categories, who received at least one antihypertensive therapy prescription during the first 4.5 years of the study and received no antihypertensive therapy 12 months before the dispensing of the first therapy. Prescriptions were placed into the following drug classes: angiotensin II antagonists, angiotensin-converting enzyme inhibitors, beta-blockers, calcium channel blockers and diuretics. Persistence was determined for four intervals in the patient's therapy at 180, 360, 540 and 720 days. RESULTS: Drug class had a statistically significant (P<0.001) effect on persistence. Angiotensin II antagonists had the highest persistence followed by angiotensin-converting enzyme inhibitors, calcium channel blockers, beta-blockers and diuretics. Persistence decreased as the time interval increased. Females were significantly more persistent than males (P<0.005), and elderly patients were significantly more persistent than younger patients (P<0.001) at each of the four time intervals. For angiotensin II antagonists, age and sex did not affect persistence. CONCLUSIONS: The consistently higher persistence associated with the use of angiotensin II antagonists may improve the management of hypertension.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.479
Threshold uncertainty score0.275

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 head0.067
GPT teacher head0.213
Teacher spread0.146 · 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 designNot applicable
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

Citations127
Published2002
Admission routes2
Has abstractyes

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