Evidence map›Paper›PMID 39336534›Full record

ArticleMedicina (Kaunas, Lithuania)2024

Gemini-Assisted Deep Learning Classification Model for Automated Diagnosis of High-Resolution Esophageal Manometry Images.

Stefan Lucian Popa, Teodora Surdea-Blaga, Dan Lucian Dumitrascu, Andrei Vasile Pop, Abdulrahman Ismaiel, Liliana David, Vlad Dumitru Brata, Daria Claudia Turtoi, Giuseppe Chiarioni, Edoardo Vincenzo Savarino and 3 more

Abstract read
In one paragraph

Article in Medicina (Kaunas, Lithuania), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed, 2 pooled it
–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

7 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Review
  4. Review
  5. Future perspectives in esophageal manometry.World journal of gastrointestinal surgery · 2025
    Review
  6. Article
  7. 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

13 authors.

Stefan Lucian PopaSecond Medical Department, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400006 Cluj-Napoca, Romania.ORCID 0000-0002-5508-2598
Teodora Surdea-BlagaSecond Medical Department, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400006 Cluj-Napoca, Romania.ORCID 0000-0001-6020-4724
Dan Lucian DumitrascuSecond Medical Department, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400006 Cluj-Napoca, Romania.
Andrei Vasile PopSecond Medical Department, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400006 Cluj-Napoca, Romania.ORCID 0009-0003-8579-0821
Abdulrahman IsmaielSecond Medical Department, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400006 Cluj-Napoca, Romania.ORCID 0000-0001-7435-271X
Liliana DavidSecond Medical Department, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400006 Cluj-Napoca, Romania.ORCID 0000-0001-5442-3138
Vlad Dumitru BrataFaculty of Medicine, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania.ORCID 0000-0002-0007-8962
Daria Claudia TurtoiFaculty of Medicine, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania.ORCID 0009-0007-9062-9919
Giuseppe ChiarioniIl Cerchio Med Global Healthcare, Verona Center, 37100 Verona, Italy.
Edoardo Vincenzo SavarinoGastroenterology Unit, Department of Surgery, Oncology and Gastroenterology, University of Padua, 35128 Padova, Italy.ORCID 0000-0002-3187-2894
Imre ZsigmondFaculty of Mathematics and Computer Science, Babes-Bolyai University, 400347 Cluj-Napoca, Romania.
Zoltan CzakoComputer Science Department, Technical University of Cluj-Napoca, 400114 Cluj-Napoca, Romania.ORCID 0000-0001-7497-0251
Daniel Corneliu LeucutaDepartment of Medical Informatics and Biostatistics, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400349 Cluj-Napoca, Romania.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Deep LearningEsophageal Motility DisordersManometryEsophagusHumansImage Processing, Computer-Assistedartificial intelligencedeep learningesophageal motility disorder diagnosisGeminiHREMimage classification

Identifiers

PMID39336534
PMCPMC11434326

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.