Evidence map›Paper›PMID 41017787›Full record

ArticlePNAS nexus2025

Welfare optimization for resource allocation with peer effects.

Zirou Qiu, Daniel J Rosenkrantz, Matthew O Jackson, Simon A Levin, S S Ravi, Richard E Stearns, Madhav V Marathe

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in PNAS nexus, 2025. 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

7 authors.

Zirou QiuDepartment of Computer Science, University of Virginia, Charlottesville, VA 22904, USA.ORCID https://orcid.org/0009-0004-6068-3701
Daniel J RosenkrantzBiocomplexity Institute, University of Virginia, Charlottesville, VA 22904, USA.ORCID https://orcid.org/0000-0002-7044-0197
Matthew O JacksonDepartment of Economics, Stanford University, Stanford, CA 94305, USA.ORCID https://orcid.org/0000-0001-9846-4249
Simon A LevinDepartment of Ecology & Evolutionary Biology, Princeton University, Princeton, NJ 08544, USA.ORCID https://orcid.org/0000-0002-8216-5639
S S RaviBiocomplexity Institute, University of Virginia, Charlottesville, VA 22904, USA.ORCID https://orcid.org/0000-0002-0893-4364
Richard E StearnsBiocomplexity Institute, University of Virginia, Charlottesville, VA 22904, USA.
Madhav V MaratheDepartment of Computer Science, University of Virginia, Charlottesville, VA 22904, USA.ORCID https://orcid.org/0000-0003-1653-0658

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Allocating students to schools or universities, people to teams or groups, people to urban housing, and matching users on social platforms are prominent examples of allocating limited goods, spaces, or positions to optimize social welfare. We study a welfare maximization problem that arises when such resource allocation scenarios involve

Indexed as

approximation algorithmsoptimizationpeer effectsresource allocationsocial welfare

Identifiers

PMID41017787
PMCPMC12461859

What OpenQuestion holds

Textmetadata
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.