Evidence map›Paper›PMID 42632875›Full record

ArticleAnnals of surgical oncology2026

ASO Author Reflections: The Promise and Limits of Machine Learning in Lymphedema Risk Prediction.

Benjamin D Wagner, Babak J Mehrara, Danielle H Rochlin

Abstract read
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In one paragraph

Article in Annals of surgical oncology, 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

3 authors.

Benjamin D WagnerPlastic and Reconstructive Surgery Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Babak J MehraraPlastic and Reconstructive Surgery Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Danielle H RochlinPlastic and Reconstructive Surgery Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA. rochlind@mskcc.org.

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI SELWYN M VICKERS · 1985 to 2026
$347.4M
Mechanisms of fibrosis in post-surgical lymphedemaR01HL111130 · NHLBI · SLOAN-KETTERING INST CAN RESEARCH · PI MEHRARA, BABAK J · 2012 to 2021
$7.2M
Mechanisms of racial disparity in breast cancer-related lymphedemaR01CA278599 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI Andrea Barrio, Babak J Mehrara · 2023 to 2026
$2.9M
Molecular mechanisms of age-related lymphatic dysfunctionR21AG076132 · NIA · SLOAN-KETTERING INST CAN RESEARCH · PI MEHRARA, BABAK J · 2022 to 2023
$487k
Role of epidermis in regulating inflammatory skin manifestations of post-surgical lymphedemaR21AR081076 · NIAMS · SLOAN-KETTERING INST CAN RESEARCH · PI MEHRARA, BABAK J · 2023 to 2024
$422k
NCI NIH HHS P30CA008748NIH HHS R01CA278599NIH HHS R01HL111130NIH HHS R21AG076132NIH HHS R21AR081076Plastic Surgery Foundation Research Fellowship Grant
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

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.