Evidence map›Paper›PMID 41347844›Full record

ArticleSmall methods2026

Interferometric Deflection Analysis of Suspended 2D Polyaramid Thin Films.

Michelle Quien, Cody L Ritt, Sanjay S Garimella, Hagen Gress, Kamil L Ekinci, Joseph Scott Bunch, Michael S Strano

Abstract read
In one paragraph

Article in Small methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

7 authors.

Michelle QuienDepartment of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA.ORCID https://orcid.org/0000-0003-4990-2577
Cody L RittDepartment of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA.ORCID https://orcid.org/0000-0002-3215-1685
Sanjay S GarimellaDepartment of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA.ORCID https://orcid.org/0009-0000-0430-5205
Hagen GressDepartment of Mechanical Engineering, Boston University, Boston, MA, 02215, USA.
Kamil L EkinciDepartment of Mechanical Engineering, Boston University, Boston, MA, 02215, USA.ORCID https://orcid.org/0000-0002-5019-5489
Joseph Scott BunchDepartment of Mechanical Engineering, Boston University, Boston, MA, 02215, USA.ORCID https://orcid.org/0000-0002-1527-2979
Michael S StranoDepartment of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA.ORCID https://orcid.org/0000-0003-2944-808X

Funding

Center for Enhanced Nanofluidic Transport Phase 2Energy frontier Research CenterU.S. Department of Energy, Office of Science, Basic Energy Sciences DE-SC0019112
6 · The paper itself

Abstract

The 2D nanofilm bulge test, which uses an Atomic Force Microscope (AFM) to measure the deflection of a suspended film under various conditions, has emerged as an important measurement platform for understanding mechanical, barrier, and permeability properties of 2D materials as thickness approaches the angstrom scale. The problem considered in this work is the limitation of such bulge analyses imposed by the AFM whereby dynamic measurements under high pressure, high temperature, and chemically corrosive conditions are limited. In this work, a technique is developed for measuring nanofilm deflection using only visible light interferometry. Both theoretical and semi-empirical models are applied to translate multicolor interference patterns from broadband excitation into estimates of nano-film deflection, allowing nanoscale precision in most cases. The technique and algorithm advanced in this work allows the use of widespread optical microscopy to widen the study of these important 2D nanofilm systems to more relevant conditions.

Indexed as

2D materialsgas barrierinterferometrynanofilm

Identifiers

PMID41347844
PMCPMC12790372

What Socratic 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 Socratic graph.