Evidence map›Paper›PMID 40594040›Full record

ArticleScientific reports2025

Machine learning model for predicting Amyloid-β positivity and cognitive status using early-phase

Dong Hyeok Choi, So Hyun Ahn, Yujin Chung, Jin Sung Kim, Jee Hyang Jeong, Hai-Jeon Yoon

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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

  1. Pooled it
  2. Article
  3. Review
  4. Review
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

6 authors.

Dong Hyeok Choi *Department of Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea.
So Hyun Ahn *Ewha Medical Research Institute, School of Medicine, Ewha Womans University, Seoul, Republic of Korea.
Yujin ChungDepartment of Medicine, Warren Alpert Medical School, Brown University, Providence, RI, USA.
Jin Sung KimDepartment of Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea.
Jee Hyang Jeong *Department of Neurology, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, 260 Gonghang-daero, Gangseo-gu, Seoul, 07804, Korea. jjeong@ewha.ac.kr.
Hai-Jeon Yoon *Department of Nuclear Medicine, Ewha Womans University College of Medicine, 911-1 Mok-Dong, Yangchun-Ku, Seoul, 158- 710, Korea. haijeon.yoon@ewha.ac.kr.

Funding

Basic Science Research Program through NRF (Ministry of Education) NRF-2022R1H1A2092091Institute of Information and Communications Technology Planning and Evaluation (IITP) 2022-0-00448Korea Dementia Research Center (KDRC) - Korea Dementia Research Project RS-2021-KH112636Korea Health Industry Development Institute (KHIDI) - Korea Health Technology R&D Project RS-2023-KH134708Korea Institute of Energy Technology Evaluation and Planning (KETEP) 20227410100050Ministry of SMEs and Startups (Technology Development Program) RS-2023-00240003Ministry of SMEs and Startups (Technology Development Program) RS-2023-00257618National Research Council of Science and Technology (NST) - Aging Convergence Research Center CRC22013-600National Research Foundation of Korea (NRF) RS-2024-00453521
6 · The paper itself

Abstract

This study developed machine learning models to predict Aβ positivity in Alzheimer's disease by integrating early-phase

Indexed as

Alzheimer DiseaseAmyloid beta-PeptidesAniline CompoundsCognitionCognitive DysfunctionMachine LearningPositron-Emission TomographyStilbenesAgedAged, 80 and overBrainFemaleHumansMaleMiddle Aged4-(N-methylamino)-4'-(2-(2-(2-fluoroethoxy)ethoxy)ethoxy)stilbeneAmyloid beta-PeptidesAniline CompoundsStilbenes18F-FlorbetabenAmyloid-βCognitive statusEarly-phasePositron emission tomography

Identifiers

PMID40594040
PMCPMC12214701

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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.