Evidence map›Paper›PMID 42852448›Full record

ArticleJournal of biomedical optics2026

Force-regulated robotic diffuse reflectance spectroscopy scanning.

Kaizhong Deng, Zhangxi Zhou, Maxime Giot, Ioannis Gkouzionis, Christopher Peters, George Mylonas, Daniel Elson

Abstract read
In one paragraph

Article in Journal of biomedical optics, 2026. 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

7 authors.

Kaizhong DengImperial College London, Institute of Global Health Innovation, Hamlyn Centre for Robotic Surgery, London, United Kingdom.ORCID https://orcid.org/0009-0007-4206-5282
Zhangxi ZhouImperial College London, Institute of Global Health Innovation, Hamlyn Centre for Robotic Surgery, London, United Kingdom.ORCID https://orcid.org/0000-0002-1529-3710
Maxime GiotImperial College London, Institute of Global Health Innovation, Hamlyn Centre for Robotic Surgery, London, United Kingdom.ORCID https://orcid.org/0000-0003-2353-696X
Ioannis GkouzionisImperial College London, Institute of Global Health Innovation, Hamlyn Centre for Robotic Surgery, London, United Kingdom.
Christopher PetersImperial College London, Department of Surgery and Cancer, London, United Kingdom.ORCID https://orcid.org/0000-0003-2081-5701
George MylonasImperial College London, Institute of Global Health Innovation, Hamlyn Centre for Robotic Surgery, London, United Kingdom.
Daniel ElsonImperial College London, Institute of Global Health Innovation, Hamlyn Centre for Robotic Surgery, London, United Kingdom.ORCID https://orcid.org/0000-0002-5578-3941

Funding

Wellcome Trust
6 · The paper itself

Abstract

Significance: Intraoperative discrimination between malignant and benign tissue is essential for achieving complete tumor resection while preserving healthy structures. Robotic diffuse reflectance spectroscopy (DRS) enables automated intraoperative tissue assessment, but unregulated probe-tissue contact forces introduce spectral artifacts and risk tissue damage, limiting clinical translation. Aim: We present and evaluate an autonomous robotic DRS scanning system incorporating real-time contact force regulation to enable safe, repeatable, and large-area Approach: A serial robot manipulator equipped with a fiber-optic DRS probe, load cell, and camera employed hybrid visual servoing and force feedback control, maintaining 0.08 N target force with Results: The system achieved 100% and 93% scan completion rates on bovine and ovine tissues, respectively, without visible tissue damage. Autonomous operation enabled 46 continuous trials over Conclusions: Force-regulated robotic DRS enables standardized, autonomous tissue scanning with expert-level spectral consistency, advancing spectroscopic sensing toward reliable automated surgical margin assessment.

Indexed as

RoboticsRobotic Surgical ProceduresSpectrum AnalysisAnimalsCattleEquipment DesignFiber Optic TechnologyHumansSheepSupport Vector Machineclinical photonicsdiffuse reflectance spectroscopymedical imagingrobot-assisted imagingrobotics system

Identifiers

PMID42852448
PMCPMC13649288

What OpenQuestion holds

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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.