Evidence map›Paper›PMID 39459556›Full record

ArticleLife (Basel, Switzerland)2024

Deep Learning Method Applied to Autonomous Image Diagnosis for Prick Test.

Ramon Hernany Martins Gomes, Edson Luiz Pontes Perger, Lucas Hecker Vasques, Elaine Gagete, Rafael Plana Simões

Abstract read
In one paragraph

Article in Life (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Preparing Allergists to Practice in 2050 Using Artificial Intelligence.The journal of allergy and clinical immunology. In practice · 2025
    Review
  2. 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

5 authors.

Ramon Hernany Martins GomesDepartment of Bioprocess and Biotechnology, School of Agriculture, São Paulo State University (UNESP), Avenue Universitária, 3780, Botucatu 18610-034, SP, Brazil.
Edson Luiz Pontes PergerMedical School, São Paulo State University (UNESP), Avenue Prof. Mário Rubens Guimarães Montenegro, s/n, Botucatu 18618-687, SP, Brazil.ORCID 0000-0003-2696-6666
Lucas Hecker VasquesDepartment of Bioprocess and Biotechnology, School of Agriculture, São Paulo State University (UNESP), Avenue Universitária, 3780, Botucatu 18610-034, SP, Brazil.ORCID 0000-0003-0048-1150
Elaine GageteDr. Elaine's Clinic (Clínica Dra. Elaine), 398 Doutor Rodrigues do Lago, Botucatu 18602-091, SP, Brazil.
Rafael Plana SimõesDepartment of Bioprocess and Biotechnology, School of Agriculture, São Paulo State University (UNESP), Avenue Universitária, 3780, Botucatu 18610-034, SP, Brazil.ORCID 0000-0002-3433-8574

Funding

Sao Paulo State University (UNESP) 02/2024 PROPe
6 · The paper itself

Abstract

backgroundThe skin prick test (SPT) is used to diagnose sensitization to antigens. This study proposes a deep learning approach to infer wheal dimensions, aiming to reduce dependence on human interpretation.

methodsA dataset of SPT images (n = 5844) was used to infer a convolutional neural network for wheal segmentation (

resultsThe Bland-Altman analysis showed that the difference between methods was not correlated with the absolute area. The

conclusionsThe

Indexed as

deep learning applied to diagnosisIgE responsemeasurement of wheal areaprick testsensitization to antigens

Identifiers

PMID39459556
PMCPMC11508813

What OpenQuestion holds

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LicenceCC BY
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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.