diff --git a/data/raw.csv b/data/raw.csv
index e675772..ae162ab 100644
--- a/data/raw.csv
+++ b/data/raw.csv
@@ -116,4 +116,5 @@ Bayesian parametric models for survival prediction in medical applications,https
 A Study on Survival Analysis Methods Using Neural Network to Prevent Cancers,https://doi.org/10.3390/cancers15194757,C. Bae et al.,2023,nDeep,Cox-based,hazard rate,yes,yes,RNN,no,no,no,no,no,no,no,no,no,PFI,https://github.com/ngocdung03/nDeep,The Korean Cancer Prevention Study-II Biobank,160407,no,no,no,PASS,,Cox loss + ranking loss,,,,,,,,
 Survival Prediction After Transarterial Chemoembolization for Hepatocellular Carcinoma: a Deep Multitask Survival Analysis Approach,https://doi.org/10.1007/s41666-023-00139-0,G. Huang et al.,2023,DMSM,discrete-time,???,yes,yes,FFNN,no,no,no,no,no,no,no,no,no,FI,https://github.com/AIcqu/DMSM1,SYSUCC,979,no,no,yes,PASS,,censoring as unsupervised,,,,,,,,
 DeepPseudo: Pseudo Value Based Deep Learning Models for Competing Risk Analysis,https://doi.org/10.1609/aaai.v35i1.16125,M. Rahman et al.,2021,DeepPseudo,???,???,no,no,FFNN,no,no,yes,no,no,no,yes,no,no,LRP,https://github.com/umbc-sanjaylab/DeepPseudo AAAI2021,"SEER, WIHS",1164 (WIHS),yes,no,no,PASS,,,,,,,,,,
-Pseudo value-based Deep Neural Networks for Multi-state Survival Analysis,https://arxiv.org/abs/2207.05291,M. Rahman and S. Purushotham ,2022,msPseudo,???,???,no,no,FFNN,no,no,yes,yes,no,no,no,no,no,no,no,"METABRIC, EBMT",1975 (METABRIC),yes,no,no,PASS,,,,,,,,,,
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+Pseudo value-based Deep Neural Networks for Multi-state Survival Analysis,https://arxiv.org/abs/2207.05291,M. Rahman and S. Purushotham ,2022,msPseudo,???,???,no,no,FFNN,no,no,yes,yes,no,no,no,no,no,no,no,"METABRIC, EBMT",1975 (METABRIC),yes,no,no,PASS,,,,,,,,,,
+Neural Fine-Gray: Monotonic neural networks for competing risks,https://proceedings.mlr.press/v209/jeanselme23a.html,V. Jeanselme et al.,2023,Neural Fine-Gray,other,Cumulative Incidence Function,no,yes,Monotonic NN,no,no,yes,no,no,no,yes,no,yes,no,https://github.com/Jeanselme/NeuralFineGray,"PBC, FRAMINGHAM, SEER",312 (PBC),yes,no,no,,,,,,,,,,,