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Record W3206119805 · doi:10.1111/jch.14378

Expanding role for single‐pill combination drug therapy in the initial treatment of hypertension?

2021· letter· en· W3206119805 on OpenAlexaboutno aff
Yanglong Li, Megumi Narisawa, Zhe Huang, Xiangkunm Meng, Hailong Wang, Xueying Jin, Xionghu Shen, Xian Wu Cheng

Bibliographic record

VenueJournal of Clinical Hypertension · 2021
Typeletter
Languageen
FieldMedicine
TopicBlood Pressure and Hypertension Studies
Canadian institutionsnot available
FundersNational Natural Science Foundation of China
KeywordsMedicinePillDiseaseBlood pressurePsychological interventionPopulationIntensive care medicineIntervention (counseling)Internal medicineEnvironmental healthPsychiatryPharmacology

Abstract

fetched live from OpenAlex

hypertension, single-pill combination, statin, treatment Arterial hypertension is a major health concern worldwide.1 High arterial blood pressure (BP) is the leading modifiable risk factor for cardiovascular disease (CVD), contributing to the greatest global burden of disease. 2 If the presence of hypertension can be correctly diagnosed, the risk of future cardiovascular complications and events can be markedly suppressed with BP-lowering medications and dietary and lifestyle interventions.[2][3][4] However, despite the increased awareness of the importance of maintaining healthy BP values and the availability of multiple intervention options and therapies, a high percentage of hypertensive individuals fail to control their high BP and thus prevent the development of CVD.One of the major reasons for this failure is that there are major deficiencies with respect to the awareness and diagnosis of high BP, the available BP-lowering treatments, and drug adherence; moreover, these problems persist across low-, middle-, and high-income countries, emphasizing the need for widespread population-level improvement in the understanding of hypertension.5 Over the last decade, BP control rates have plateaued worldwide at low levels.It was reported that the rates of BP control are 17-31% in hypertensive patients in high-income countries, and the con-

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)0.001
metaresearch head score (Gemma)0.002
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: Commentary · Consensus signal: none
Teacher disagreement score0.022
Threshold uncertainty score0.072

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0220.003

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 head0.257
GPT teacher head0.406
Teacher spread0.148 · 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
GenreCommentary

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

Citations2
Published2021
Admission routes1
Has abstractyes

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