2 papers
stat.ML2022
Joint Application of the Target Trial Causal Framework and Machine Learning Modeling to Optimize Antibiotic Therapy: Use Case on Acute Bacterial Skin and Skin Structure Infections due to Methicillin-resistant Staphylococcus aureus
Inyoung Jun, Simone Marini, Christina A. Boucher +3
Bacterial infections are responsible for high mortality worldwide. Antimicrobial resistance underlying the infection, and multifaceted patient's clinical status can hamper the corr…
q-bio.GN2021
Assessing putative bias in prediction of anti-microbial resistance from real-world genotyping data under explicit causal assumptions
Mattia Prosperi, Simone Marini, Christina Boucher +1
Whole genome sequencing (WGS) is quickly becoming the customary means for identification of antimicrobial resistance (AMR) due to its ability to obtain high resolution information…