Resource Center
See below for our latest content, publications, and news.
Peer-reviewed methods
The following are studies that detail the specific methods Atropos uses to deliver rapid Real-World Evidence.
July 2014. Longhurst CA, Harrington RA, Shah NH. PMID: 25006150
March 2018. Schuler A, Callahan A, Jung K, Shah NH. PMID: 29396125
March 2019. Gombar S, Callahan A, Califf R, Harrington R, Shah NH. PMID: 31304364
March 2021 Callahan A, Polony V, Posada J, Banda J, Gombar S, Shah N. PMID: 33712854
September 2021 Callahan A, Gombar S, Cahan E, Jung K, Steinberg E, Polony V, Morse K, Tibshirani R, Hastie T, Harrington R, Shah N.
Authors at Stanford HAI evaluate LLMs credibility for clinical use, underscoring the importance of trustwort...
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A paper titled “A Missed Opportunity: A Retrospective Cohort Study of Alcohol Use Disorder Pharmacotherapy in Hospitalized Patients” was published...
A paper titled, "High-Throughput Observational Evidence Generation Using Linked Electronic Health Record and Claims Data," was preprinted in medRxiv...
An original article titled, "Real-World Alcohol Use Disorder Outcomes in Patients With Concurrent Metabolic Dysfunction: GLP-1 Receptor Agonists...
An abstract titled, “Perioperative Pressure Injuries: A Descriptive Study of Patient Characteristics,” was published in Advances in Skin & Wound...
An poster titled, “Increase in Mortality and Allograft Rejection Post-Liver Transplant in a Cohort Between 50-90 Years Old,” was presented at the...
An abstract titled, “Estrogen exposure from modern contraceptives and vascular risk in women with migraine: A nationwide electronic medical record...
An abstract titled, “Disparities in Atrial Fibrillation Clinical Outcomes: Race, Ethnicity, and Sex Differences in Risk of Incident Heart Failure,...
A poster titled, “Early identification of patients likely to benefit from paroxysmal nocturnal hemoglobinuria workup using machine learning on...
An article titled, “Prior GLP-1 agonist use is not associated with adverse inpatient critical care outcomes: A propensity-matched analysis,” was...









