Evidence map›Paper›PMID 40574796›Full record

ArticleProceedings of machine learning research2024

From Biased Selective Labels to Pseudo-Labels: An Expectation-Maximization Framework for Learning from Biased Decisions.

Trenton Chang, Jenna Wiens

Abstract read
In one paragraph

Article in Proceedings of machine learning research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

2 authors.

Trenton ChangDivision of Computer Science & Engineering, University of Michigan, Ann Arbor, MI, USA.
Jenna WiensDivision of Computer Science & Engineering, University of Michigan, Ann Arbor, MI, USA.

Funding

Optimizing Clinician and AI Collaborations to Support Timely Management of Acute DyspneaR01HL158626 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Michael William Sjoding, Jenna Wiens · 2021 to 2026
$3.8M
NHLBI NIH HHS R01 HL158626
6 · The paper itself

Abstract

Selective labels occur when label observations are subject to a decision-making process;

Identifiers

PMID40574796
PMCPMC12199211

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.