Evidence map›Paper›PMID 40870915›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Explainable AI-Based Feature Selection Approaches for Raman Spectroscopy.

Nicola Rossberg, Rekha Gautam, Katarzyna Komolibus, Barry O'Sullivan, Andrea Visentin

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 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Nanozymes Integrated Biochips Toward Smart Detection System.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Review
  3. Review
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.

Nicola RossbergTaighde Éireann-Research Ireland Center for Research Training in Artificial Intelligence, University College Cork, College Road, T12 K8AF Cork, Ireland.ORCID 0009-0005-3883-5833
Rekha GautamTyndall National Institute, Lee Maltings Complex Dyke Parade, T12 R5CP Cork, Ireland.ORCID 0000-0002-1176-8491
Katarzyna KomolibusTyndall National Institute, Lee Maltings Complex Dyke Parade, T12 R5CP Cork, Ireland.ORCID 0000-0003-4545-6100
Barry O'SullivanTaighde Éireann-Research Ireland Center for Research Training in Artificial Intelligence, University College Cork, College Road, T12 K8AF Cork, Ireland.ORCID 0000-0002-0090-2085
Andrea VisentinTaighde Éireann-Research Ireland Center for Research Training in Artificial Intelligence, University College Cork, College Road, T12 K8AF Cork, Ireland.ORCID 0000-0003-3702-4826

Funding

Taighde Éireann - Research Ireland 12/RC/2289-P2Taighde Éireann - Research Ireland 18/CRT/6223
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

BiophotonicsExplainable AIfeature selectionmachine learningRaman spectroscopyTissue Classification

Identifiers

PMID40870915
PMCPMC12385318

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.