Evidence map›Paper›PMID 40218253›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Electrocardiogram Abnormality Detection Using Machine Learning on Summary Data and Biometric Features.

Kennette James Basco, Alana Singh, Daniel Nasef, Christina Hartnett, Michael Ruane, Jason Tagliarino, Michael Nizich, Milan Toma

Abstract read
PubMed Full text at PMC Publisher
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. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

8 authors.

Kennette James BascoDepartment of Computer Science, College of Engineering and Computing Sciences, New York Institute of Technology, 1855 Broadway, New York, NY 10023, USA.ORCID 0009-0005-7688-9349
Alana SinghEntrepreneurship and Technology Innovation Center, College of Engineering and Computing Sciences, New York Institute of Technology, Old Westbury, NY 11568, USA.
Daniel NasefDepartment of Osteopathic Manipulative Medicine, College of Osteopathic Medicine, New York Institute of Technology, Old Westbury, NY 11568, USA.ORCID 0009-0003-8000-8108
Christina HartnettCatholic Health Service of Long Island, 245 Old Country Rd, Melville, NY 11747, USA.
Michael RuaneCatholic Health Service of Long Island, 245 Old Country Rd, Melville, NY 11747, USA.
Jason TagliarinoCatholic Health Service of Long Island, 245 Old Country Rd, Melville, NY 11747, USA.
Michael NizichEntrepreneurship and Technology Innovation Center, College of Engineering and Computing Sciences, New York Institute of Technology, Old Westbury, NY 11568, USA.ORCID 0000-0002-3922-5659
Milan TomaDepartment of Osteopathic Manipulative Medicine, College of Osteopathic Medicine, New York Institute of Technology, Old Westbury, NY 11568, USA.ORCID 0000-0003-2154-3728

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ECG/EKGECG-related biometricsExtremely randomized treesgradient boosted treessupport vector machines

Identifiers

PMID40218253
PMCPMC11988324

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.