Evidence map›Paper›PMID 37253355›Full record

ArticleJournal of neural engineering2023

Infection diagnosis in hydrocephalus CT images: a domain enriched attention learning approach.

Mingzhao Yu, Mallory R Peterson, Venkateswararao Cherukuri, Christine Hehnly, Edith Mbabazi-Kabachelor, Ronnie Mulondo, Brian Nsubuga Kaaya, James R Broach, Steven J Schiff, Vishal Monga

Open access · hybridAbstract read
In one paragraph

Article in Journal of neural engineering, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
0.9field-weighted citation impact, top 25% of its field
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

4 citing papers in PubMed, 4 citations in OpenAlex.

  1. Review
  2. Article
  3. Article
  4. 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

10 authors at 3 institutions in 2 countries.

Mingzhao YuDepartment of Electrical Engineering, the Pennsylvania State University, University Park, PA 16801, United States of America.ORCID 0000-0002-1812-6571
Mallory R PetersonCenter for Neural Engineering, the Pennsylvania State University, University Park, PA 16801, United States of America.
Venkateswararao CherukuriDepartment of Electrical Engineering, the Pennsylvania State University, University Park, PA 16801, United States of America.
Christine HehnlyCollege of Medicine, the Pennsylvania State University, University Park, PA 16801, United States of America.
Edith Mbabazi-KabachelorCURE Children's Hospital of Uganda, Mbale, Uganda.
Ronnie MulondoCURE Children's Hospital of Uganda, Mbale, Uganda.
Brian Nsubuga KaayaCURE Children's Hospital of Uganda, Mbale, Uganda.
James R BroachCollege of Medicine, the Pennsylvania State University, University Park, PA 16801, United States of America.
Steven J SchiffDepartment of Neurosurgery, Yale University, New Haven, CT 06510, United States of America.ORCID 0000-0003-2623-3614
Vishal MongaDepartment of Electrical Engineering, the Pennsylvania State University, University Park, PA 16801, United States of America.
Pennsylvania State University · USCURE Children’s Hospital of Uganda · UGYale University · US

Funding

Endoscopic versus Shunt Treatment of Hydrocephalus in InfantsU01NS107486 · NINDS · UTAH STATE HIGHER EDUCATION SYSTEM--UNIVERSITY OF UTAH · PI Richard Holubkov, John Kestle · 2019 to 2026
$9.6M
Predictive Personalized Public Health (P3H): A Novel Paradigm to Treat Infectious DiseaseR01AI145057 · NIAID · YALE UNIVERSITY · PI SCHIFF, STEVEN J · 2018 to 2022
$8.1M
Neurocognitive outcomes and changes in brain and CSF volume after treatment of post-infectious hydrocephalus in Ugandan infants by shunting or ETV/CPC: a randomized prospective trialR01HD085853 · NICHD · YALE UNIVERSITY · PI KULKARNI, ABHAYA V, SCHIFF, STEVEN JOHN · 2015 to 2025
$4.7M
Improving infant hydrocephalus outcomes in Uganda: Predicting developmental outcomes and identifying patients at risk for early treatment failure after ETV/CPCR01HD096693 · NICHD · BOSTON CHILDREN'S HOSPITAL · PI LIN, PEI-YI, WARF, BENJAMIN CURTIS · 2018 to 2022
$2.8M
NIAID NIH HHS R01 AI145057NICHD NIH HHS R01 HD085853NICHD NIH HHS R01 HD096693NINDS NIH HHS U01 NS107486
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Deep LearningHydrocephalusAttentionChildHumansNeural Networks, ComputerTomography, X-Ray Computedattention learningCThydrocephalusmachine learningneural networkskull strippingtreatment planning

Identifiers

PMID37253355
PMCPMC11099590
OpenAlexW4378740337

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.