Evidence map›Paper›PMID 42098339›Full record

ArticleNPJ digital medicine2026

Off by a beat: the effects of temporal misalignment in reinforcement learning for sepsis treatment.

Shengpu Tang, Jiayu Yao, Jenna Wiens, Sonali Parbhoo

Abstract readLetter
In one paragraph

Article in NPJ digital medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Shengpu TangDepartment of Computer Science, Emory University, Atlanta, GA, USA. shengpu.tang@emory.edu.
Jiayu YaoData Science Institute, Columbia University, New York, NY, USA.
Jenna WiensDivision of Computer Science and Engineering, Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI, USA.
Sonali ParbhooDepartment of Electrical and Electronic Engineering, Imperial College London, London, UK. s.parbhoo@imperial.ac.uk.

Funding

SCH: Leveraging Clinical Time Series to Learn Optimal Treatment of Acute Dyspnea R01LM013325 · NLM · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI SJODING, MICHAEL WILLIAM, WIENS, JENNA · 2019 to 2022
$935k
NLM NIH HHS R01 LM013325
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID42098339
PMCPMC13153406

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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.