Evidence map›Paper›PMID 42774635›Full record

ArticleBME frontiers2026

Three-Dimensional Point-Cloud Learning for Patient-Specific Deep Brain Stimulation Motor Response Prediction in Parkinson Disease.

Kaiming Liu, Yinghao Zhu, Ru Wang, Zihao Liu, Gongyi Zhu, Zice Wang, Minyan Ge, Bo Shen, Yimin Sun, Fengtao Liu and 7 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in BME frontiers, 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

17 authors.

Kaiming LiuInstitute of Science and Technology for Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai 200040, China.
Yinghao ZhuInstitute of Science and Technology for Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai 200040, China.
Ru WangShanghai Health Development Research Center (Shanghai Medical Information Center), Shanghai 201100, China.
Zihao LiuInstitute of Science and Technology for Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai 200040, China.ORCID https://orcid.org/0009-0002-4208-7653
Gongyi ZhuInstitute of Science and Technology for Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai 200040, China.
Zice WangInstitute of Science and Technology for Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai 200040, China.
Minyan GeInstitute of Science and Technology for Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai 200040, China.
Bo ShenDepartment of Neurology and National Research Center for Aging and Medicine & National Center for Neurological Disorders, State Key Laboratory of Medical Neurobiology, Huashan Hospital, Fudan University, Shanghai 200040, China.
Yimin SunDepartment of Neurology and National Research Center for Aging and Medicine & National Center for Neurological Disorders, State Key Laboratory of Medical Neurobiology, Huashan Hospital, Fudan University, Shanghai 200040, China.
Fengtao LiuDepartment of Neurology and National Research Center for Aging and Medicine & National Center for Neurological Disorders, State Key Laboratory of Medical Neurobiology, Huashan Hospital, Fudan University, Shanghai 200040, China.
Jue ZhaoDepartment of Neurology and National Research Center for Aging and Medicine & National Center for Neurological Disorders, State Key Laboratory of Medical Neurobiology, Huashan Hospital, Fudan University, Shanghai 200040, China.
Narasimha M BeerakaDepartment of Human Anatomy and Histology, FSAEI HE I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow 119991, Russia.
Virak SornFaculty of Health Sciences & Biotechnology, University of Puthisastra, Phnom Penh 12211, Cambodia.
Haiyin WangShanghai Health Development Research Center (Shanghai Medical Information Center), Shanghai 201100, China.
Vladimir N NikolenkoInstitute of Clinical Medicine N.V. Sklifosovsky, FSAEI HE I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow 125009, Russia.
Jianjun WuDepartment of Neurology and National Research Center for Aging and Medicine & National Center for Neurological Disorders, State Key Laboratory of Medical Neurobiology, Huashan Hospital, Fudan University, Shanghai 200040, China.
Shumao XuInstitute of Science and Technology for Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai 200040, China.ORCID https://orcid.org/0000-0003-2062-0226

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID42774635
PMCPMC13594421

What Socratic holds

Textmetadata
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.