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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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0111 · Jan 201919922001200920172026
3 results for “MRSA”
A Look into Causal Effects under Entangled Treatment in Graphs: Investigating the Impact of Contact on MRSA Infectioncs.LG

Study tackles causal effects of close contact on MRSA infections from entangled treatment data.

problem Estimating causal effects of close contact on MRSA infections from observational data with entangled treatments.
method NEAT method that models treatment assignment mechanism and mitigates confounding biases.
result NEAT method effectively estimates causal effects from entangled treatment data.
MRSAclose contactcausal effectentangled treatmentgraph structure
2023-07-17abs ↗pdf ↗
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 aureusstat.ML

Study uses machine learning to optimize antibiotic therapy for MRSA skin infections.

problem Optimizing antibiotic choice for MRSA skin infections due to reduced treatment options and side effects.
method Propensity score matching, machine learning models (SVM, RF, LASSO), counterfactual analysis.
result RF model shows stronger treatment heterogeneity and potential for therapy change.
antibiotic therapymachine learningMRSAskin infectionspropensity score
2022-07-15abs ↗pdf ↗