Evidence map›Paper›PMID 40428187›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Deep Learning-Assisted Diagnostic System: Implant Brand Detection Using Improved IB-YOLOv10 in Periapical Radiographs.

Yuan-Jin Lin, Shih-Lun Chen, Ya-Cheng Lu, Xu-Ming Lin, Yi-Cheng Mao, Ming-Yi Chen, Chao-Shun Yang, Tsung-Yi Chen, Kuo-Chen Li, Wei-Chen Tu and 2 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 1 pooled it
–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

3 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. What if implant-based prosthodontics would have a standard screw head?International journal of implant dentistry · 2025
    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

12 authors.

Yuan-Jin LinDepartment of Program on Semiconductor Manufacturing Technology (PSMT), Academy of Innovative Semiconductor and Sustainable Manufacturing (AISSM), National Cheng Kung University, Tainan City 701401, Taiwan.ORCID 0009-0004-2429-4143
Shih-Lun ChenDepartment of Electronic Engineering, Chung Yuan Christian University, Taoyuan City 320317, Taiwan.ORCID 0000-0002-4079-9350
Ya-Cheng LuDepartment of Electronic Engineering, Chung Yuan Christian University, Taoyuan City 320317, Taiwan.
Xu-Ming LinDepartment of Electronic Engineering, Chung Yuan Christian University, Taoyuan City 320317, Taiwan.
Yi-Cheng MaoDepartment of Operative Dentistry, Taoyuan Chang Gung Memorial Hospital, Taoyuan City 33305, Taiwan.
Ming-Yi ChenDepartment of Family Dentistry, Taoyuan Chang Gung Memorial Hospital, Taoyuan City 33305, Taiwan.
Chao-Shun YangDepartment of Electrical Engineering, Ming Chi University of Technology, New Taipei City 243303, Taiwan.
Tsung-Yi ChenDepartment of Electronic Engineering, Feng Chia University, Taichung City 40724, Taiwan.ORCID 0009-0003-5964-6084
Kuo-Chen LiDepartment of Information Management, Chung Yuan Christian University, Taoyuan City 320317, Taiwan.ORCID 0000-0002-0110-5491
Wei-Chen TuDepartment of Electrical Engineering, National Cheng Kung University, Tainan City 701401, Taiwan.ORCID 0000-0003-1134-5859
Patricia Angela R AbuAteneo Laboratory for Intelligent Visual Environments, Department of Information Systems and Computer Science, Ateneo de Manila University, Quezon City 1108, Philippines.ORCID 0000-0002-8848-6644
Chiung-An ChenDepartment of Electrical Engineering, Ming Chi University of Technology, New Taipei City 243303, Taiwan.ORCID 0000-0002-7605-5214

Funding

National Science and Technology Council (NSTC) NSTC-112-2410-H-033-014
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

clinical decision support systemsdental medical diagnosisimage enhancementimplant brandperiapical radiographsyou only look once

Identifiers

PMID40428187
PMCPMC12109894

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.