Abstracts - PAGE Meeting (Population Approach Group Europe)

Abstracts (30)

I-084Racym Berrah

TOWARD AUTONOMOUS PHARMACOMETRICS: A MULTI AGENT FRAMEWORK FOR STRUCTURE DISCOVERY, COVARIATE SELECTION AND GRAY-BOX MODELING

Wed, Jun 3, 2026 10:30AM–12:00PM

I-085Ilaria Gaiffi

MODEL-INFORMED REINFORCEMENT LEARNING FOR PRECISION DOSING OF CARBOPLATIN

Wed, Jun 3, 2026 10:30AM–12:00PM

I-086Marian Klose

DIRECT AND HYBRID MACHINE LEARNING APPROACHES DO NOT OUTPERFORM NLME-BASED FULL BAYESIAN FORECASTING FOR EARLY IDENTIFICATION OF DELAYED METHOTREXATE ELIMINATION

Wed, Jun 3, 2026 10:30AM–12:00PM

I-087Thi Nga Mai

EXPLAINABLE DEEP WEIBULL SURVIVAL MODELING FOR PREDICTING TIME TO COGNITIVE IMPAIRMENT IN OLDER ADULTS

Wed, Jun 3, 2026 10:30AM–12:00PM

I-088Emily Nieves

Automating Literature-Based Workflows with Delineate: From Evidence Synthesis to Model Reuse

Wed, Jun 3, 2026 10:00AM–12:00AM

I-090TARJINDER SAHOTA

The hybrid AI/ML – Pharmacometrics
Communications Cheat Sheet

Wed, Jun 3, 2026 10:30AM–12:00PM

I-091Mikael Sunnåker

Assessment of neural ODEs for modeling of longitudinal adverse events data and predictions of new treatment regimens

Wed, Jun 3, 2026 10:30AM–12:00PM

II-084Lara Carter

Homoscedastic Uncertainty Weighting-Enhanced Multi-Task Multi-Granularity NER for Pharmacokinetic Parameters

Wed, Jun 3, 2026 3:20PM–4:50PM

II-085Sungwoo Goo

Interpretable Deep Learning Survival Analysis of Alzheimer’s Disease Using Genetic Variants Associated with Metabolic Disorders

Wed, Jun 3, 2026 3:20PM–4:50PM

II-086Julian Kurz

MULTI-AGENT AI APPLICATION FOR INTERACTIVE EXPLORATORY CLINICAL DATA ANALYSIS IN R

Wed, Jun 3, 2026 3:20PM–4:50PM

II-087Benjamin Maurel

Latent Neural-ODE for Model-Informed Precision Dosing: Overcoming Structural Assumptions in Pharmacokinetics

Wed, Jun 3, 2026 3:20PM–4:50PM

II-088Yorgos M. Psarellis

Preclinical and clinical pharmacokinetic prediction via Machine Learning

Wed, Jun 3, 2026 3:20PM–4:50PM

II-088César Ali Ojeda Marin

PRIOR-FITTED AMORTIZED GENERATIVE NEURAL NETWORKS MODELS FOR POPULATION PHARMACOKINETICS

Wed, Jun 3, 2026 15:20PM–16:50PM

II-089Elba Raimúndez

Shaping the future of AI/ML in pharmacometrics through collaboration, education and best practices

Wed, Jun 3, 2026 3:20PM–4:50PM

II-090Felix Hammann

Machine learning for covariate imputation – application in a real-world scenario

Wed, Jun 3, 2026 3:20PM–4:50PM

III-084Ali Farnoud

An Interactive Shiny Application for Machine Learning-Driven Covariate Selection in Pharmacometrics

Thu, Jun 4, 2026 9:50AM–11:20AM

III-085Manuel Huth

NoLimits.jl: A flexible Julia framework for nonlinear, neural and latent-state mixed-effects modeling

Thu, Jun 4, 2026 9:50AM–11:20AM

III-086Minji Kwon

Prediction of Myotoxicity, Nephrotoxicity, and Hepatotoxicity Among Patients Receiving Lipid-Lowering Agents: A FAERS-Based Pharmacovigilance Study

Thu, Jun 4, 2026 9:50AM–11:20AM

III-087Alina Melnikova

Efficient generation of virtual populations using machine learning in R

Thu, Jun 4, 2026 9:50AM–11:20AM

III-088Lucas Pereira

MULTIDIMENSIONAL SCALING FOR LONGITUDINAL DATA EMBEDDINGS IN PHARMACOMETRICS

Thu, Jun 4, 2026 9:50AM–11:20AM

III-089Dennis Reddyhoff

ACTIVE LEARNING WITH BAYESIAN OPTIMIZATION FOR EFFICIENT VIRTUAL POPULATION GENERATION USING QUANTITATIVE SYSTEMS PHARMACOLOGY MODELS

Thu, Jun 4, 2026 9:50AM–11:20AM

III-090Martin Soucail

Automating Tumor Dynamics model discovery with Large Language Models

Thu, Jun 4, 2026 9:50AM–11:20AM

IV-084Floris Fauchet

MACHINE LEARNING-BASED COVARIATE SELECTION IN POPULATION PHARMACOKINETICS: A SYSTEMATIC EVALUATION OF BORUTA ALGORITHM WITH TREE-BASED METHODS AGAINST SCM+

Thu, Jun 4, 2026 1:40PM–3:10PM

IV-085Piotr Juszczak

NONMEM IMPLEMENTATION OF NEURAL NETWORKS AS FLEXIBLE MODELS OF HAZARD FUNCTIONS IN JOINT MODELS

Thu, Jun 4, 2026 1:40PM–3:10PM

IV-086HYUNJUNG LEE

Hybrid AI-PBPK Framework for End-to-End Pharmacokinetic Prediction from SMILES

Thu, Jun 4, 2026 1:40PM–3:10PM

IV-087Frano Mihaljevic

mlxModelFinder: Machine Learning–Enhanced Search for Efficient Structural Model Discovery in Monolix

Thu, Jun 4, 2026 1:40PM–3:10PM

IV-088Ana Victoria Ponce-Bobadilla

INTERPRETABLE MACHINE LEARNING-BASED DECISION SUPPORT FOR POPULATION PHARMACOKINETIC DIAGNOSTICS UNDER REALISTIC SHRINKAGE AND SPARSITY CONDITIONS

Thu, Jun 4, 2026 1:40PM–3:10PM

IV-089Jan Rohleff

Next-Generation Pharmacometric Modeling Using Variational Autoencoders

Thu, Jun 4, 2026 1:40PM–3:10PM

IV-090Leonid Stolbov

Simurg ecosystem: a zero-coding agent-driven infrastructure for quantitative pharmacology and MID3 applications

Thu, Jun 4, 2026 1:40PM–3:10PM

S-10Veronika Voronova

Automatic digitization of time series plots from published sources with EVA application

Thu, Jun 4, 2026 9:50AM–11:20AM