Evidence map›Paper›PMID 34552498›Full record

ArticleFrontiers in physiology2021

Detecting Pathogen Exposure During the Non-symptomatic Incubation Period Using Physiological Data: Proof of Concept in Non-human Primates.

Shakti Davis, Lauren Milechin, Tejash Patel, Mark Hernandez, Greg Ciccarelli, Siddharth Samsi, Lisa Hensley, Arthur Goff, John Trefry, Sara Johnston and 9 more

Open access · goldAbstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Frontiers in physiology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
0.4field-weighted citation impact, top 44% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 5 citations in OpenAlex.

  1. Machine Learning in Nonhuman Primate Models of Infectious Diseases: Current Applications and Future Perspectives.Journal of the American Association for Laboratory Animal Science : JAALAS · 2026
    Review
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

19 authors at 3 institutions in 1 country.

Shakti DavisLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
Lauren MilechinLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
Tejash PatelLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
Mark HernandezLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
Greg CiccarelliLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
Siddharth SamsiLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
Lisa HensleyUS Army Medical Research Institute of Infectious Diseases, Ft. Detrick, MD, United States.
Arthur GoffUS Army Medical Research Institute of Infectious Diseases, Ft. Detrick, MD, United States.
John TrefryUS Army Medical Research Institute of Infectious Diseases, Ft. Detrick, MD, United States.
Sara JohnstonUS Army Medical Research Institute of Infectious Diseases, Ft. Detrick, MD, United States.
Bret PurcellUS Army Medical Research Institute of Infectious Diseases, Ft. Detrick, MD, United States.
Catherine CabreraLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
Jack FleischmanLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
Albert ReutherLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
Kajal ClaypoolLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
Franco RossiUS Army Medical Research Institute of Infectious Diseases, Ft. Detrick, MD, United States.
Anna HonkoUS Army Medical Research Institute of Infectious Diseases, Ft. Detrick, MD, United States.
William PrattUS Army Medical Research Institute of Infectious Diseases, Ft. Detrick, MD, United States.
Albert SwistonLincoln Laboratory, Massachusetts Institute of Technology, Lexington, MA, United States.
United States Army Medical Research Institute of Infectious Diseases · USMassachusetts Institute of Technology · USMIT Lincoln Laboratory · US

Funding

ANIMAL HUSBANDRY SUPPORT SERVICES FOR NIEHS27304C0002 · NIEHS · 2007 to 2008
$5.0M
NIEHS NIH HHS 27304C0002NIEHS NIH HHS 27306C0002
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

early infection detectionfilovirus and viral hemorrhagic feverincubation periodmachine learningnon-human primatephysiological signalspre-symptomaticrandom forest

Identifiers

PMID34552498
PMCPMC8451540
OpenAlexW3196919200

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.