Evidence map›Paper›PMID 41809715›Full record

ArticlePediatric and lifespan data science : First International Conference, IPLDSC 2024, Anaheim, CA, USA, May 23-24, 2024, Revised Selected Papers. International Pediatric and Lifespan Data Science Conference (1st : 2024 : Anaheim, Calif.)2025

Characterizing Physician Referral Networks with Ricci Curvature.

Jeremy Wayland, Russell J Funk, Bastian Rieck

Abstract read
In one paragraph

Article in Pediatric and lifespan data science : First International Conference, IPLDSC 2024, Anaheim, CA, USA, May 23-24, 2024, Revised Selected Papers. International Pediatric and Lifespan Data Science Conference (1st : 2024 : Anaheim, Calif.), 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

3 authors.

Jeremy WaylandTechnical University of Munich School of Computation, Information and Technology Arcisstraße 21 80333 Munich Germany.ORCID 0000-0002-8766-8737
Russell J FunkCarlson School of Management University of Minnesota 321 19th Avenue South Minneapolis, MN 55455 USA.ORCID 0000-0001-6670-4981
Bastian RieckTechnical University of Munich School of Computation, Information and Technology Arcisstraße 21 80333 Munich Germany.ORCID 0000-0003-4335-0302

Funding

Advancing Evidence-Based Heart Failure Care and Outcomes: A Mixed Methods Provider Network EvaluationR01HL167816 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Russell Funk, DONALD S LIKOSKY · 2024 to 2026
$2.1M
NHLBI NIH HHS R01 HL167816
6 · The paper itself

Abstract

Identifying (a) systemic barriers to quality healthcare access and (b) key indicators of care efficacy in the United States remains a significant challenge. To improve our understanding of regional disparities in care delivery, we introduce a novel application of curvature, a geometrical-topological property of networks, to Physician Referral Networks. Our initial findings reveal that

Identifiers

PMID41809715
PMCPMC12969839

What OpenQuestion holds

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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.