Causal machine learning for predicting treatment outcomes

S Feuerriegel, D Frauen, V Melnychuk, J Schweisthal… - Nature Medicine, 2024 - nature.com
Causal machine learning (ML) offers flexible, data-driven methods for predicting treatment
outcomes including efficacy and toxicity, thereby supporting the assessment and safety of …

Beyond principlism: practical strategies for ethical AI use in research practices

Z Lin - AI and Ethics, 2024 - Springer
The rapid adoption of generative artificial intelligence (AI) in scientific research, particularly
large language models (LLMs), has outpaced the development of ethical guidelines, leading …

A critical moment in machine learning in medicine: on reproducible and interpretable learning

O Ciobanu-Caraus, A Aicher, JM Kernbach, L Regli… - Acta …, 2024 - Springer
Over the past two decades, advances in computational power and data availability
combined with increased accessibility to pre-trained models have led to an exponential rise …