Evidence map›Paper›PMID 41148259›Full record

ReviewAnalytical and bioanalytical chemistry2026

Hyperspectral image and chemometrics. A step beyond classical spectroscopic PAT tools.

Anna de Juan, Rodrigo Rocha de Oliveira

Abstract readReview
PubMed Full text at PMC Publisher
In one paragraph

Review in Analytical and bioanalytical chemistry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

2 authors.

Anna de JuanChemometrics Group, Department of Chemical Engineering and Analytical Chemistry, Universitat de Barcelona, Martí I Franquès, 1, 08028, Barcelona, Spain. anna.dejuan@ub.edu.
Rodrigo Rocha de OliveiraChemometrics Group, Department of Chemical Engineering and Analytical Chemistry, Universitat de Barcelona, Martí I Franquès, 1, 08028, Barcelona, Spain.

Funding

MCIN/AEI/10.13039/501100011033 PID2023-146465NB-I00
6 · The paper itself

Abstract

Hyperspectral imaging (HSI) is a very complete analytical measurement that encloses rich spatial and chemical information. This double side enables HSI to outperform classical spectroscopic measurements and vision systems based only on color information. However, HSI requires powerful data analysis tools for interpretation and to facilitate its implementation in process analytical technology (PAT) contexts. This work is a brief perspective that shows a diversity of PAT challenges that can be solved with the combined use of HSI and dedicated chemometric procedures.

Indexed as

Hyperspectral imagingProcess analytical technology (PAT)Process chemometricsSoft sensors

Identifiers

PMID41148259
PMCPMC12775029

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.