Evidence map›Paper›PMID 37448065›Full record

ArticleSensors (Basel, Switzerland)2023

Artificial Intelligence Distinguishes Pathological Gait: The Analysis of Markerless Motion Capture Gait Data Acquired by an iOS Application (TDPT-GT).

Chifumi Iseki, Tatsuya Hayasaka, Hyota Yanagawa, Yuta Komoriya, Toshiyuki Kondo, Masayuki Hoshi, Tadanori Fukami, Yoshiyuki Kobayashi, Shigeo Ueda, Kaneyuki Kawamae and 4 more

Open access · goldAbstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed, 1 pooled it
3.6field-weighted citation impact, top 7% of its field
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

11 citing papers in PubMed, 1 synthesis or guideline pooled it, 16 citations in OpenAlex.

  1. Pooled it
  2. Review
  3. Artificial intelligence in orthopaedics: Enhanced examinations, ambient intelligence and the future of clinical practice.Knee surgery, sports traumatology, arthroscopy : official journal of the ESSKA · 2026
    Review
  4. Article
  5. Article
  6. Article
  7. Article
  8. [Research progress in motor assessment of neurodegenerative diseases driven by motion capture data].Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi · 2025
    Review
  9. Article
  10. Review
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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

14 authors at 7 institutions in 1 country.

Chifumi IsekiDivision of Neurology and Clinical Neuroscience, Department of Internal Medicine III, Yamagata University School of Medicine, Yamagata 990-2331, Japan.ORCID 0000-0001-9953-7323
Tatsuya HayasakaDepartment of Anesthesiology, Yamagata University School of Medicine, Yamagata 990-2331, Japan.ORCID 0000-0003-1508-6938
Hyota YanagawaDepartment of Medicine, Yamagata University School of Medicine, Yamagata 990-2331, Japan.
Yuta KomoriyaDepartment of Anesthesiology, Yamagata University School of Medicine, Yamagata 990-2331, Japan.
Toshiyuki KondoDivision of Neurology and Clinical Neuroscience, Department of Internal Medicine III, Yamagata University School of Medicine, Yamagata 990-2331, Japan.
Masayuki HoshiDepartment of Physical Therapy, Fukushima Medical University School of Health Sciences, 10-6 Sakaemachi, Fukushima 960-8516, Japan.ORCID 0000-0003-3396-532X
Tadanori FukamiDepartment of Informatics, Faculty of Engineering, Yamagata University, Yonezawa 992-8510, Japan.
Yoshiyuki KobayashiHuman Augmentation Research Center, National Institute of Advanced Industrial Science and Technology (AIST), Kashiwa II Campus, University of Tokyo, Kashiwa 277-0882, Japan.
Shigeo UedaShin-Aikai Spine Center, Katano Hospital, Katano 576-0043, Japan.ORCID 0000-0003-4037-1247
Kaneyuki KawamaeDepartment of Anesthesia and Critical Care Medicine, Ohta-Nishinouti Hospital, Koriyama 963-8558, Japan.
Masatsune IshikawaRakuwa Villa Ilios, Rakuwakai Healthcare System, Kyoto 607-8062, Japan.
Shigeki YamadaNormal Pressure Hydrocephalus Center, Rakuwakai Otowa Hospital, Kyoto 607-8062, Japan.ORCID 0000-0001-7158-5569
Yukihiko AoyagiDigital Standard Co., Ltd., Osaka 536-0013, Japan.
Yasuyuki OhtaDivision of Neurology and Clinical Neuroscience, Department of Internal Medicine III, Yamagata University School of Medicine, Yamagata 990-2331, Japan.
Yamagata University · JPFukushima Medical University · JPKatsushika Medical Center · JPNagoya City University · JPNational Institute of Advanced Industrial Science and Technology · JPOhta Nishinouchi Hospital · JPRakuwakai Otowa Hospital · JP

Funding

Japan Society for the Promotion of Science 21K09098 and 21K07336
6 · The paper itself

Abstract

Distinguishing pathological gait is challenging in neurology because of the difficulty of capturing total body movement and its analysis. We aimed to obtain a convenient recording with an iPhone and establish an algorithm based on deep learning. From May 2021 to November 2022 at Yamagata University Hospital, Shiga University, and Takahata Town, patients with idiopathic normal pressure hydrocephalus (

Indexed as

Artificial IntelligenceMotion CaptureAlgorithmsBiomechanical PhenomenaGaitHumansMotionWalkingartificial intelligencemarkerless motion capturemotion trackingneuromuscular diseasesquantitative gait assessmentsmartphone device

Identifiers

PMID37448065
PMCPMC10346151
OpenAlexW4383818429

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.