Publications
We don’t believe in “black boxes.” Our technology, statistical methods, and outputs have all been through rigorous peer-review, making our platform and our evidence trustable with even the rarest and most complex patients.
Peer-reviewed methods
The following are studies that detail the specific methods Atropos Health uses to deliver rapid real-world evidence.
- Peer-Reviewed Methods
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.
Stanford experts examine the safety and accuracy of GPT-4 in serving curbside consultation needs of doctors. See the original article here, or...
Peer-reviewed literature generated by Atropos technology
In each of the following peer-reviewed journal articles, the entirety of the analyses presented were derived from Prognostograms, along with commentary from the ordering provider team.
- All
- Peer-Reviewed Literature
- Publication
- Advisors
An abstract titled "Real-World evidence of eflapegrastim (efla) usage in patients with gastrointestinal (GI) malignancies" was published by authors...
A paper titled “Statin Use is Associated with Lower Rates of Stricture Development in Patients with Crohn’s Disease: A Propensity Score-Matched...
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...










