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References from SbD4Skin by EosCloud: Integrating multi-view molecular representation for predicting skin sensitization, irritation, and acute dermal toxicity. Local targets link to admitted publications; unresolved targets remain external evidence.
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2007 · External reference
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1991 · External reference
Prediction of skin sensitization potency using machine learning approaches
10.1002/jat.3424 · 2017 · External reference
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Evaluation of SARs for the prediction of skin irritation/corrosion potential–structural inclusion rules in the BfR decision support system
10.1080/10629360701304014 · 2007 · External reference
10.1787/9789264071100-en
10.1787/9789264071100-en · External reference
10.1787/9789264242678-en
10.1787/9789264242678-en · External reference
10.1787/9789264242845-en
10.1787/9789264242845-en · External reference
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A review of in silico toxicology approaches to support the safety assessment of cosmetics-related materials
10.1016/j.comtox.2022.100213 · 2022 · External reference
10.1016/j.csbj.2025.03.022
10.1016/j.csbj.2025.03.022 · External reference
Estimation of the skin sensitization potential of chemicals of the acyl domain using DFT-Based calculations
10.1021/acs.chemrestox.4c00244 · 2024 · External reference
10.1787/b92879a4-en
10.1787/b92879a4-en · External reference
10.1101/2024.02.12.579980
10.1101/2024.02.12.579980 · External reference
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Increasing accessibility of Bayesian Network-Based defined approaches for skin sensitisation potency assessment
10.3390/toxics12090666 · 2024 · External reference
10.1021/jm4004285
10.1021/jm4004285 · External reference
Current and future perspectives on the development, evaluation, and application of in silico approaches for predicting toxicity
10.1021/acs.chemrestox.5b00388 · 2016 · External reference
Computational approaches to identify structural alerts and their applications in environmental toxicology and drug discovery
10.1021/acs.chemrestox.0c00006 · 2020 · External reference
10.1787/9789264085442-en
10.1787/9789264085442-en · External reference
Cheminformatics analysis of indoleamine and tryptophan 2,3-dioxygenase inhibitors: a descriptor and fingerprint based machine learning approach to disclose selectivity measures
10.1016/j.compbiomed.2024.108954 · 2024 · External reference
ToxSTK: a multi-target toxicity assessment utilizing molecular structure and stacking ensemble learning
10.1016/j.compbiomed.2024.109480 · 2025 · External reference
Pred-Skin: a web portal for accurate prediction of human skin sensitizers
10.1021/acs.chemrestox.0c00186 · 2021 · External reference
in silico prediction of skin sensitization for compounds via flexible evidence combination based on machine learning and Dempster–Shafer theory
10.1021/acs.chemrestox.3c00396 · 2024 · External reference
A novel machine learning model and a web portal for predicting the human skin sensitization effects of chemical agents
10.3390/toxics12110803 · 2024 · External reference
Bidirectional long Short-Term memory (BiLSTM) neural networks with conjoint fingerprints: application in predicting skin-sensitizing agents in natural compounds
10.1021/acs.jcim.5c00032 · 2025 · External reference
Protecting your skin: a highly accurate LSTM network integrating conjoint features for predicting chemical-induced skin irritation
10.1186/s13321-025-00980-y · 2025 · External reference
AttentiveSkin: to predict skin Corrosion/Irritation potentials of chemicals via explainable machine learning methods
10.1021/acs.chemrestox.3c00332 · 2024 · External reference
Machine-learning based prediction models for assessing skin irritation and corrosion potential of liquid chemicals using physicochemical properties by XGBoost
10.1007/s43188-022-00168-8 · 2023 · External reference
10.1021/acs.chemrestox.4c00012
10.1021/acs.chemrestox.4c00012 · External reference
STopTox: an in silico alternative to animal testing for acute systemic and topical toxicity
10.1289/ehp9341 · 2022 · External reference
Structural alerts and machine learning modeling of ‘Six-pack’ toxicity as alternative to animal testing
10.1016/j.comtox.2023.100280 · 2023 · External reference
QSAR classification modeling using machine learning with a consensus-based approach for multivariate chemical hazard end points
10.1021/acsomega.4c09356 · 2024 · External reference
RespiraTox – development of a QSAR model to predict human respiratory irritants
10.1016/j.yrtph.2021.105089 · 2022 · External reference
Investigating cardiotoxicity related with hERG channel blockers using molecular fingerprints and graph attention mechanism
10.1016/j.compbiomed.2022.106464 · 2023 · External reference
10.1038/sdata.2016.18
10.1038/sdata.2016.18 · External reference
FAIR principles: interpretations and implementation considerations
10.1162/dint_r_00024 · 2020 · External reference
10.1016/j.csbj.2024.10.018 · Admitted local publication
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10.1021/c160017a018
10.1021/c160017a018 · External reference
10.1021/ci100050t
10.1021/ci100050t · External reference
ToxValDB: compiling publicly available in vivo toxicity data
2019 · External reference
Acute toxicity testing of chemicals—Opportunities to avoid redundant testing and use alternative approaches
10.3109/10408440903401511 · 2010 · External reference
10.1021/ci010132r
10.1021/ci010132r · External reference
Mordred: a molecular descriptor calculator
10.1186/s13321-018-0258-y · 2018 · External reference
Radiotranscriptomics of non-small cell lung carcinoma for assessing high-level clinical outcomes using a machine learning-derived multi-modal signature
10.1186/s12938-023-01190-z · 2023 · External reference
10.1088/1749-4699/8/1/014008
10.1088/1749-4699/8/1/014008 · External reference
10.1021/acs.est.0c07040
10.1021/acs.est.0c07040 · External reference
10.1021/acs.chemrestox.9b00498
10.1021/acs.chemrestox.9b00498 · External reference
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Applying the FAIR principles to computational workflows
10.1038/s41597-025-04451-9 · 2025 · External reference
A unified approach to interpreting model Predictions
2017 · External reference
Fatigue life analysis of high-strength bolts based on machine learning method and SHapley additive explanations (SHAP) approach
10.1016/j.istruc.2023.03.060 · 2023 · External reference
Chemoinformatics. Concepts, methods, and tools for drug discovery. Edited by Jürgen bajorath
10.1002/anie.200485225 · 2005 · External reference
Sulfur revisited
10.1016/s0190-9622(88)70079-1 · 1988 · External reference
10.4062/biomolther.2023.101
10.4062/biomolther.2023.101 · External reference
Unresolved reference
2007 · External reference
Prediction of skin irritation from organic chemicals using Membrane-Interaction QSAR analysis
10.1093/toxsci/66.2.336 · 2002 · External reference
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Non-animal methods to predict skin sensitization (I): the cosmetics Europe database
10.1080/10408444.2018.1429385 · 2018 · External reference
Non-animal methods to predict skin sensitization (II): an assessment of defined approaches
10.1080/10408444.2018.1429386 · 2018 · External reference
ChemSkin reference chemical database for the development of an in vitro skin irritation test
10.3390/toxics9110314 · 2021 · External reference
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10.1111/j.0906-6705.2004.00274.x
10.1111/j.0906-6705.2004.00274.x · External reference
