Evidence map›Paper›PMID 41571827›Full record

ArticleScientific reports2026

Development of smart patient care robot with enhanced autonomous navigation through path optimization in hospital wards.

Bumsoo Kim, Jaeho Hyun, Bomi Yang, Youngjin Moon, Jaesoon Choi

Abstract read
In one paragraph

Article in Scientific reports, 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

5 authors.

Bumsoo KimBiomedical Engineering Research Center, Asan Medical Center, Asan Institute for Life Sciences, Seoul, 05505, Republic of Korea.
Jaeho HyunBiomedical Engineering Research Center, Asan Medical Center, Asan Institute for Life Sciences, Seoul, 05505, Republic of Korea.
Bomi YangBiomedical Engineering Research Center, Asan Medical Center, Asan Institute for Life Sciences, Seoul, 05505, Republic of Korea.
Youngjin MoonBiomedical Engineering Research Center, Asan Medical Center, Asan Institute for Life Sciences, Seoul, 05505, Republic of Korea. jacobian@amc.seoul.kr.
Jaesoon ChoiBiomedical Engineering Research Center, Asan Medical Center, Asan Institute for Life Sciences, Seoul, 05505, Republic of Korea. fides@amc.seoul.kr.

Funding

Asan Institute for Life Sciences, Asan Medical Center 2022IP0069Korea Health Industry Development Institute HR20C0026Ministry of Trade, Industry and Energy RS-2024-00423853National Research Foundation of Korea RS-2021-NR059747NCIRD CDC HHS U01 IP000069
6 · The paper itself

Abstract

This study presents the development of a smart patient-care robot designed to assist healthcare workers by automating routine monitoring tasks and enhancing autonomous mobility in hospital wards. Unlike conventional systems that rely on multiple sensors, the proposed platform achieves reliable navigation using a single two-dimensional light detection and ranging sensor combined with an enhanced D* lite algorithm. A key contribution of this work is the introduction of virtual obstacle spaces in occupancy grid maps, which simplify path planning and significantly increase the success rate of passing through narrow doorways, one of the most collision-prone scenarios in ward environments. Experimental results show a navigation success improvement of over 30%, confirming enhanced safety and efficiency in mobility. This research establishes a practical foundation for deploying patient-care robots in real hospital settings, showcasing both technical advances in autonomous navigation and the potential to reduce healthcare staff workload while ensuring patient safety.

Indexed as

Patient CareRoboticsAlgorithmsAutonomous RobotsHospitalsHumansIntelligent SystemsAutonomous driving algorithmEnhanced D* liteHealthcareNavigation success rateOccupancy grid mapWheeled mobile robot

Identifiers

PMID41571827
PMCPMC12902103

What Socratic 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 Socratic graph.