Evidence map›Paper›PMID 35659857›Full record

ArticleThe international journal of biostatistics2023

Estimators for the value of the optimal dynamic treatment rule with application to criminal justice interventions.

Lina M Montoya, Mark J van der Laan, Jennifer L Skeem, Maya L Petersen

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in The international journal of biostatistics, 2023. 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. Article
  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.

Lina M MontoyaDepartment of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, 27599-7400, USA.ORCID 0000-0002-0975-4306
Mark J van der LaanDivision of Biostatistics, University of California Berkeley, Berkeley, USA.
Jennifer L SkeemSchool of Social Work and Goldman School of Public Policy, University of California Berkeley, Berkeley, USA.
Maya L PetersenDivisions of Biostatistics and Epidemiology, University of California Berkeley, Berkeley, USA.

Funding

Targeted Learning using adaptive designs for HIV Epidemic control in East AfricaR01AI074345 · NIAID · UNIVERSITY OF CALIFORNIA BERKELEY · PI PETERSEN, MAYA LIV, VANDERLAAN, MARK J · 2007 to 2023
$6.6M
An Adaptive Strategy for Preventing and Treating Lapses of Retention in Adult HIV Care II (ADAPT-R II)R34MH121224 · NIMH · WASHINGTON UNIVERSITY · PI GENG, ELVIN H., PETERSEN, MAYA LIV · 2019 to 2021
$661k
Personalized strategies for HIV treatment maintenance: an application of novel machine learning methods to HIV care in East AfricaF31AI140962 · NIAID · UNIVERSITY OF CALIFORNIA BERKELEY · PI MONTOYA, LINA · 2019 to 2020
$79k
NIAID NIH HHS F31 AI140962NIAID NIH HHS R01 AI074345NIMH NIH HHS R34 MH121224
6 · The paper itself

Abstract

Given an (optimal) dynamic treatment rule, it may be of interest to evaluate that rule - that is, to ask the causal question: what is the expected outcome had every subject received treatment according to that rule? In this paper, we study the performance of estimators that approximate the true value of: (1) an

Indexed as

Criminal LawModels, StatisticalAlgorithmsLikelihood FunctionsLongitudinal Studiescausal roadmapheterogeneous treatment effectsoptimal dynamic treatment ruleprecision healthvalue of rule

Identifiers

PMID35659857
PMCPMC9722979

What OpenQuestion holds

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Registered trials

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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.