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
A poster titled "Association Between Selective Serotonin Reuptake Inhibitor Use and Outcomes in Metastatic Melanoma Treated With Immune Checkpoint...
A poster titled "Using Machine Learning and Real-World Data to Identify Patients with Early Stage Bipolar-I Disorder for whom Aripiprazole...
A poster titled "Using Machine Learning and Real-World Data to Identify Patients with Schizophrenia for whom Aripiprazole Monohydrate LAIs are...
An abstract titled “Comparative Risk of New-Onset Autoimmune Disease Following COVID-19 mRNA versus DNA Vaccination: A Propensity-Matched Cohort...
An abstract titled "Continuation Versus Discontinuation of Beta-Blockers During Hospitalisation for Viral Pneumonia in Patients with COPD and HFrEF"...
An abstract titled "Impact of JAK Inhibitors on Liver Biochemistries in Patients with Coexisting Autoimmune Hepatitis" was presented at DDW 2026 by...
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...