TRIDENT

Launch App Logo

Application

Name
TRIDENT
Type
Custom App
URL
https://trident.serve.scilifelab.se
Source Code
https://github.com/StyrbjornKall/TRIDENT_application
Image
styrbjornk/streamlit-app-trident-serve-v4.2:latest
Created
16 Jan, 2024
Updated
23 Jun, 2025
Tags
ai, cheminformatics, ecotoxicity, ml, transformers

Predicting chemical EC50 and EC10 ecotoxiticy values towards fish, aquatic invertebrate, and algae for a diverse set of effects using AI. Publication in Science Advances available through DOI: https://doi.org/10.1126/sciadv.adk6669

Project

Name
TRIDENT
Created
12 Dec, 2023

Predicting chemical ecotoxicity using AI. TRIDENT is a transformer-based deep learning model that predicts the EC50 and EC10 ecotoxicity values of chemicals for the organism groups fish, aquatic invertebrates and algae for a diverse set of effects. The models can be used to predict various endpoints, effects and exposure durations. The associated publication in Science Advances is available through https://doi.org/10.1126/sciadv.adk6669.

Owner
Käll Styrbjörn
kall.styrbjorn@gmail.com
Chalmers University of Technology
other