Development and Validation of a Multimodal Machine Learning Model for Diagnosing and Assessing Risk of Crohn's Disease in Patients With Perianal Fistula

We have developed a multimodal machine learning model and a web tool that can predict and present CD risk in patients initially presenting with perianal fistula.

Authors

Institutions

Publication Details

Journal
Alimentary Pharmacology & Therapeutics
Published
2024-12-18
DOI
https://doi.org/10.1111/apt.18455
Citations
6
Primary Topic
Anorectal Disease Treatments and Outcomes
Type
article
Field-Weighted Citation Impact
3.44

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Development and Validation of a Multimodal Machine Learning Model for Diagnosing and Assessing Risk of Crohn's Disease in Patients With Perianal Fistula

Bolin Yang, Hongjin Chen, Xiaoxiao Wang, Fen Yuan et al.
6 citations
Alimentary Pharmacology & Therapeutics
Anorectal Disease Treatments and Outcomes
3.44
article

Development and Validation of a Multimodal Machine Learning Model for Diagnosing and Assessing Risk of Crohn's Disease in Patients With Perianal Fistula

Bolin Yang, Hongjin Chen, Xiaoxiao Wang, Fen Yuan, Zhenxing Zhu, Weiming Zhu, Can Wang, Yuxia Gong, Qi Chen, Fan Yang, Jing Li, Xueliang Sun, Lichao Qiao, Heng Zhang, Xiang Yu
article en
6 citations

Abstract

We have developed a multimodal machine learning model and a web tool that can predict and present CD risk in patients initially presenting with perianal fistula.

Alimentary Pharmacology & TherapeuticsVol. 61(5)
Nanjing University of Chinese Medicine (CN), Sun Yat-sen University (CN), Sixth Affiliated Hospital of Sun Yat-sen University (CN), Suzhou Traditional Chinese Medicine Hospital (CN), Nanjing Medical University (CN)
Nanjing University of Chinese Medicine, Nanjing University, Priority Academic Program Development of Jiangsu Higher Education Institutions
Life in Land
Openalex Percentile: Top 7%
Anorectal Disease Treatments and Outcomes
3.44
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.