Evidence map›Paper›PMID 34074037›Full record

ArticleMedicina (Kaunas, Lithuania)2021

Ultrasound Image Classification of Thyroid Nodules Using Machine Learning Techniques.

Vijay Vyas Vadhiraj, Andrew Simpkin, James O'Connell, Naykky Singh Ospina, Spyridoula Maraka, Derek T O'Keeffe

Open access · goldAbstract read
In one paragraph

Article in Medicina (Kaunas, Lithuania), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
4.6field-weighted citation impact, top 5% 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

10 citing papers in PubMed, 54 citations in OpenAlex.

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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

6 authors at 3 institutions in 2 countries.

Vijay Vyas VadhirajSchool of Medicine, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, H91 TK33 Galway, Ireland.
Andrew SimpkinSchool of Mathematics, Statistics and Applied Maths, National University of Ireland, H91 TK33 Galway, Ireland.
James O'ConnellSchool of Medicine, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, H91 TK33 Galway, Ireland.ORCID 0000-0003-1553-4489
Naykky Singh OspinaDivision of Endocrinology, Department of Medicine, University of Florida, Gainesville, FL 3210, USA.
Spyridoula MarakaDivision of Endocrinology and Metabolism, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USA.
Derek T O'KeeffeSchool of Medicine, College of Medicine Nursing and Health Sciences, National University of Ireland Galway, H91 TK33 Galway, Ireland.
Ollscoil na Gaillimhe – University of Galway · IECentral Arkansas Veterans Healthcare System · USUniversity of Florida · US

Funding

Adequate selection of patients for thyroid biopsy: evaluation of a shared decision making conversation aidK08CA248972 · NCI · UNIVERSITY OF FLORIDA · PI SINGH OSPINA, NAYKKY · 2020 to 2024
$1.1M
NCI NIH HHS K08 CA248972
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Thyroid NoduleColombiaDiagnosis, Computer-AssistedHumansMachine LearningSensitivity and SpecificityUltrasonographyAIANNartificial intelligencebenignbig dataCADcancercomputer aided diagnosticsdigital healthmalignantSVMTI-RADS

Identifiers

PMID34074037
PMCPMC8225215
OpenAlexW3164199813

What OpenQuestion 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 OpenQuestion graph.