Evidence map›Paper›PMID 34588962›Full record

ArticleFrontiers in systems neuroscience2021

Machine Learning Models to Predict Cognitive Impairment of Rodents Subjected to Space Radiation.

Mona Matar, Suleyman A Gokoglu, Matthew T Prelich, Christopher A Gallo, Asad K Iqbal, Richard A Britten, R K Prabhu, Jerry G Myers

Open access · goldAbstract read
In one paragraph

Article in Frontiers in systems neuroscience, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
0.9field-weighted citation impact, top 24% 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

3 citing papers in PubMed, 7 citations in OpenAlex.

  1. Review
  2. Article
  3. 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

8 authors at 4 institutions in 1 country.

Mona MatarNASA Glenn Research Center, Cleveland, OH, United States.
Suleyman A GokogluNASA Glenn Research Center, Cleveland, OH, United States.
Matthew T PrelichNASA Glenn Research Center, Cleveland, OH, United States.
Christopher A GalloNASA Glenn Research Center, Cleveland, OH, United States.
Asad K IqbalZIN Technologies, Inc., Cleveland, OH, United States.
Richard A BrittenDepartment of Radiation Oncology, Eastern Virginia Medical School, Norfolk, VA, United States.
R K PrabhuUniversities Space Research Association, Cleveland, OH, United States.
Jerry G MyersNASA Glenn Research Center, Cleveland, OH, United States.
Glenn Research Center · USEastern Virginia Medical School · USUniversities Space Research Association · USZIN Technologies (United States) · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This research uses machine-learned computational analyses to predict the cognitive performance impairment of rats induced by irradiation. The experimental data in the analyses is from a rodent model exposed to ≤15 cGy of individual galactic cosmic radiation (GCR) ions:

Indexed as

artificial neural networkbehavioral decrementcognitive impairmentimpairment predictionmachine learningradiation researchrodent studiesspace radiation

Identifiers

PMID34588962
PMCPMC8473791
OpenAlexW3201383193

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.