Evidence map›Paper›PMID 42261624›Full record

ReviewBioEssays : news and reviews in molecular, cellular and developmental biology2026

An Engineering Perspective on the Importance of Obtaining Operational Stability in Graduate School.

Ashton F Oliver, Frank L Douglas, Ravirajsinh N Jadeja, Merry L Lindsey, Amadou Gaye, Pamela M Martin

Abstract readReview
In one paragraph

Review in BioEssays : news and reviews in molecular, cellular and developmental biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Ashton F OliverDepartment of Biomedical Sciences, Meharry Medical College, Nashville, Tennessee, USA.
Frank L DouglasDepartment of Applied Education, Meharry Medical College, Nashville, Tennessee, USA.
Ravirajsinh N JadejaDepartment of Biomedical Sciences, Meharry Medical College, Nashville, Tennessee, USA.
Merry L LindseyDepartment of Biomedical Sciences, Meharry Medical College, Nashville, Tennessee, USA.
Amadou GayeDepartment of Integrative Genomics and Epidemiology, Meharry Medical College, Nashville, Tennessee, USA.
Pamela M MartinDepartment of Biomedical Sciences, Meharry Medical College, Nashville, Tennessee, USA.

Funding

Chan Zuckerberg Initiative's Foundation to Accelerate Precision Health Program and Advance Genomics Research at Meharry Medical College CZIF2022-007043National Institute of Health AI007281National Institute of Health EY033264National Institute of Health EY035336National Institute of Health GM144927National Institute of Health GM151274National Institute of Health GM152837National Institute of Health HL007737National Institute of Health UC2GM162929National Institute of Health UC2MD019626Veterans Affairs Office of Research and Development CX002780
6 · The paper itself

Abstract

Student navigation through a PhD Program is marked by intellectual challenges, emotional fluctuations, and personal growth. Students develop excellence by absorbing and adjusting, recovering, and improving in response to challenges. The ability to bounce back is termed elasticity, an engineering principle where systems are designed to withstand stress, recover from disruptions, and maintain functionality. Students can proceed from elasticity (resilience) to then develop antifragility, the ability to become better from an experience. It occurred to the first author (a PhD graduate student in biomedical sciences) that developing antifragility is conceptually easier to understand by applying basic engineering concepts. We examine five thematic categories that connect engineering concepts with practical realities of graduate study: (1) load and stress management; (2) redundancy and backup systems; (3) setback modes and recovery; (4) adaptive capacity and flexibility; and (5) sustainability and long-term performance. By understanding how to gain antifragility, one can navigate demands more effectively.

Indexed as

Education, Biological and Biomedical Sciences, GraduateEducation, GraduateEngineeringStudentsAcademiaHumanscareer developmentmentoringresearch capacitytraining

Identifiers

PMID42261624
PMCPMC13247727

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.