Evidence map›Paper›PMID 41346799›Full record

ArticleJournal of statistical software2025

Optimum Allocation for Adaptive Multi-Wave Sampling in R: The R Package optimall.

Jasper B Yang, Bryan E Shepherd, Thomas Lumley, Pamela A Shaw

Abstract read
In one paragraph

Article in Journal of statistical software, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Trial
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Jasper B YangUniversity of Washington.
Bryan E ShepherdVanderbilt University.
Thomas LumleyUniversity of Auckland.
Pamela A ShawKaiser Permanente Washington, Health Research Institute.

Funding

Statistical methods and designs for correlated outcome and covariate errors in studies of HIV/AIDSR37AI131771 · NIAID · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Pamela A Shaw, Bryan Earl Shepherd · 2023 to 2026
$3.4M
Statistical methods for correlated outcome and covariate errors in studies of HIV/AIDSR01AI131771 · NIAID · VANDERBILT UNIVERSITY MEDICAL CENTER · PI SHAW, PAMELA A, SHEPHERD, BRYAN EARL · 2018 to 2022
$3.0M
NIAID NIH HHS R01 AI131771NIAID NIH HHS R37 AI131771
6 · The paper itself

Abstract

The R package

Indexed as

multi-wave samplingNeyman allocationoptimal designR

Identifiers

PMID41346799
PMCPMC12674623

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.