Evidence map›Paper›PMID 41755194›Full record

ArticleSensors (Basel, Switzerland)2026

Design and Characterization of a Hyperspectral Colposcope Based on Dual-LCTF VNIR Narrow-Band Illumination.

Carlos Vega, Raquel Leon, Norberto Medina, Himar Fabelo, Alicia Martín, Gustavo M Callico

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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

6 authors.

Carlos VegaInstitute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35017 Las Palmas de Gran Canaria, Spain.
Raquel LeonInstitute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35017 Las Palmas de Gran Canaria, Spain.ORCID 0000-0002-4287-3200
Norberto MedinaComplejo Hospitalario Universitario Insular Materno Infantil (CHUIMI), Servicio Canario de Salud (SCS), 35016 Las Palmas de Gran Canaria, Spain.ORCID 0000-0003-3410-2913
Himar FabeloInstitute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35017 Las Palmas de Gran Canaria, Spain.ORCID 0000-0002-9794-490X
Alicia MartínComplejo Hospitalario Universitario Insular Materno Infantil (CHUIMI), Servicio Canario de Salud (SCS), 35016 Las Palmas de Gran Canaria, Spain.ORCID 0000-0002-4237-6378
Gustavo M CallicoInstitute for Applied Microelectronics (IUMA), University of Las Palmas de Gran Canaria (ULPGC), 35017 Las Palmas de Gran Canaria, Spain.ORCID 0000-0002-3784-5504

Funding

Agencia Canaria de Investigacion, Innovacion y Sociedad de la Información (ACIISI) of the Consejería de Economía, Conocimiento y Empleo, which is part-financed by the European Social Fund (FSE) (POC 2014- 2020, Eje 3 Tema Prioritario 74 (85%)) TESIS2022010095panish Government (Ministerio de Ciencia, Innovación y Universidades) OASIS project, under contract PID2023-148285OB-C43
6 · The paper itself

Abstract

Early detection of precancerous cervical lesions is critical for improving patient management and clinical outcomes. Hyperspectral imaging has emerged as a promising non-invasive, label-free imaging modality for rapid medical diagnosis. This work presents the development of a liquid-crystal-tunable-filter-based hyperspectral colposcopy system covering the visible and near-infrared spectral ranges. The proposed system integrates two tunable filters into an existing Optomic OP-C5 clinical colposcope, enabling hyperspectral acquisition from 460 to 1000 nm with 130 spectral bands at 5 nm resolution using a panchromatic camera. Two alternative acquisition strategies were investigated: (i) filtering the light received by the system, or (ii) filtering the light emitted toward the sample. In addition, wavelength-dependent exposure control was studied to compensate for reduced system sensitivity and improve the signal-to-noise ratio in low-efficiency spectral regions. The system was benchmarked against a previous custom hyperspectral implementation based on a commercial camera. The comparative analysis highlights the advantages and limitations of both approaches, demonstrating the proposed system's suitability for integration into clinical workflows and its potential for early detection of precancerous cervical lesions during routine colposcopic examinations.

Indexed as

ColposcopyEquipment DesignHyperspectral ImagingBiometryCalibrationColposcopesEarly Detection of CancerFemaleHumansLightingSignal-To-Noise RatioUterine Cervical Neoplasmscervical cancercolposcopyhyperspectral imagingimage processingliquid crystal tunable filtermedical imagingmedical instrumentation

Identifiers

PMID41755194
PMCPMC12944024

What OpenQuestion holds

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LicenceCC BY
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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.