Evidence map›Paper›PMID 41300923›Full record

ArticleDiagnostics (Basel, Switzerland)2025

External Validation of an Artificial Intelligence Triaging System for Chest X-Rays: A Retrospective Independent Clinical Study.

André Coutinho Castilla, Iago de Paiva D'Amorim, Maria Fernanda Barbosa Wanderley, Mateus Aragão Esmeraldo, André Ricca Yoshida, Anthony Moreno Eigier, Márcio Valente Yamada Sawamura

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. 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. Article
  2. AI-Powered Clinical Decision Support in Dentistry: Comparative Evaluation of Large Language Models for Oral Medicine and Periodontal Diagnosis.Medical science monitor : international medical journal of experimental and clinical research · 2026
    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

7 authors.

André Coutinho CastillaNeuralMed A2 Tecnologia Ltda., Rua Pe João Manoel 1212, Cj 41, São Paulo 01411-010, SP, Brazil.ORCID 0000-0001-8742-2801
Iago de Paiva D'AmorimDepartment of Radiology and Oncology, Hospital das Clínicas, Faculdade de Medicina, Universidade de São Paulo (HCFMUSP), Av. Dr. Enéas de Carvalho Aguiar 255, São Paulo 05403-000, SP, Brazil.
Maria Fernanda Barbosa WanderleyNeuralMed A2 Tecnologia Ltda., Rua Pe João Manoel 1212, Cj 41, São Paulo 01411-010, SP, Brazil.ORCID 0000-0003-0882-5050
Mateus Aragão EsmeraldoDepartment of Radiology, Stanford University School of Medicine, Palo Alto, CA 94305, USA.ORCID 0000-0002-3537-9730
André Ricca YoshidaNeuralMed A2 Tecnologia Ltda., Rua Pe João Manoel 1212, Cj 41, São Paulo 01411-010, SP, Brazil.
Anthony Moreno EigierNeuralMed A2 Tecnologia Ltda., Rua Pe João Manoel 1212, Cj 41, São Paulo 01411-010, SP, Brazil.
Márcio Valente Yamada SawamuraDepartment of Radiology and Oncology, Hospital das Clínicas, Faculdade de Medicina, Universidade de São Paulo (HCFMUSP), Av. Dr. Enéas de Carvalho Aguiar 255, São Paulo 05403-000, SP, Brazil.ORCID 0000-0002-9424-9776

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencechest radiographydeep learningdiagnostic accuracyexternal validationmedical imagingradiologytriage

Identifiers

PMID41300923
PMCPMC12651339

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.