Massachusetts Institute of Technology · EngineeringThe ARDS Innovation Lab
Li-Wei H Lehman · Cambridge, Massachusetts
Research Focus
Dr. Li-Wei H. Lehman's lab focuses on improving treatments for Acute Respiratory Distress Syndrome (ARDS), a serious lung injury condition, through innovative research methods. They use large medical databases and advanced machine learning techniques to analyze patient data. The goal is to differentiate various ARDS patient types and tailor more effective treatment strategies, aiming to improve patient outcomes and inform future clinical trials.
ARDSmachine learningdynamic treatment regimescausal inferencephenotypingpublic healthcritical careobservational data
Research Aims
5AIM 01Utilize existing patient data to emulate clinical trials and assess various treatment strategies for ARDS.
AIM 02Develop machine learning methods for better patient phenotyping based on dynamic clinical data.
AIM 03Identify effective treatment thresholds for neuromuscular blockade and steroids in ARDS.
AIM 04Inform the design of future randomized trials based on findings from this observational study.
AIM 05Create reusable templates and frameworks for conducting research on ARDS using large datasets.
Skills the Lab Values
data analysismachine learningstatistical modelingclinical trial designdata visualizationprogramming in Pythonpatient data handlingg-methods
Output against the department
Publications4bottom 2% of dept.273rd of 278
this lab
most publishedleast published
Citations9.5ktop 38% of dept.107th of 278
this lab
most citedleast cited
Career totals from OpenAlex, compared against labs that share a department. A department spans everything from one paper to tens of thousands, so bar heights are on a log scale — otherwise the largest lab would flatten every other bar to a line.