Evidence map›Paper›PMID 40502265›Full record

ArticleAMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science2025

Comparison of Machine Learning Models in Predicting Mental Health Sequelae Following Concussion in Youth.

Jin Peng, Jiayuan Chen, Changchang Yin, Ping Zhang, Jingzhen Yang

Abstract read
PubMed Full text at PMC
In one paragraph

Article in AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

5 authors.

Jin PengInformation Technology Research and Innovation, The Abigail Wexner Research Institute, Nationwide Children's Hospital, Columbus, Ohio, USA.
Jiayuan ChenComputer Science and Engineering, The Ohio State University, Columbus, Ohio, USA.
Changchang YinComputer Science and Engineering, The Ohio State University, Columbus, Ohio, USA.
Ping ZhangComputer Science and Engineering, The Ohio State University, Columbus, Ohio, USA.
Jingzhen YangCenter for Injury Research and Policy, The Abigail Wexner Research Institute, Nationwide Children's Hospital, Columbus, Ohio, USA.

Funding

The Center for Accelerating Suicide Prevention in Real-world Settings (ASPIRES)P50MH127476 · NIMH · RESEARCH INST NATIONWIDE CHILDREN'S HOSP · PI JEFFREY A BRIDGE, Cynthia Ann Fontanella · 2022 to 2026
$16.4M
NIMH NIH HHS P50 MH127476
6 · The paper itself

Abstract

Youth who experience concussions may be at greater risk for subsequent mental health challenges, making early detection crucial for timely intervention. This study utilized Bidirectional Long Short-Term Memory (BiLSTM) networks to predict mental health outcomes following concussion in youth and compared its performance to traditional models. We also examined whether incorporating social determinants of health (SDoH) improved predictive power, given the disproportionate impact of concussions and mental health issues on disadvantaged populations. We evaluated the models using accuracy, area under the curve (4UC) of the receiver operating characteristic (ROC), and other performance metrics. Our BiLSTM model with SDoH data achieved the highest accuracy (0.883) and 4UC-ROC score (0.892). Unlike traditional models, our approach provided real-time predictions at each visit within 12 months of the index concussion, aiding clinicians in making timely, visit-specific referrals for further treatment and interventions.

Identifiers

PMID40502265
PMCPMC12150734

What OpenQuestion holds

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Registered trials

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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.