Evidence map›Paper›PMID 42169699›Full record

ArticleACS applied polymer materials2020

Voxel-Scale Conversion Mapping Informs Intrinsic Resolution in Stereolithographic Additive Manufacturing.

Tobin E Brown, Veruska Malavé, Callie I Higgins, Anthony P Kotula, Benjamin W Caplins, Edward J Garboczi, Jason P Killgore

Abstract read
In one paragraph

Article in ACS applied polymer materials, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Lithography-based 3D printing of hydrogels.Nature reviews bioengineering · 2025
    Article
  2. Article
  3. Review
  4. Article
  5. Light-based vat-polymerization bioprinting.Nature reviews. Methods primers · 2023
    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.

Tobin E BrownApplied Chemicals and Materials Division, National Institute of Standards and Technology, Boulder, Colorado 80305, United States.ORCID 0000-0002-7852-7561
Veruska MalavéApplied Chemicals and Materials Division, National Institute of Standards and Technology, Boulder, Colorado 80305, United States.
Callie I HigginsApplied Chemicals and Materials Division, National Institute of Standards and Technology, Boulder,Colorado 80305, United States.ORCID 0000-0002-0649-158X
Anthony P KotulaMaterials Science and Engineering Division, National Institute of Standards and Technology.ORCID 0000-0002-0830-2869
Benjamin W CaplinsApplied Chemicals and Materials Division, National Institute of Standards and Technology, Boulder, Colorado 80305, United States.
Edward J GarbocziApplied Chemicals and Materials Division, National Institute of Standards and Technology, Boulder, Colorado 80305, United States.
Jason P KillgoreApplied Chemicals and Materials Division, National Institute of Standards and Technology, Boulder, Colorado 80305, United States.

Funding

Intramural NIST DOC 9999-NIST
6 · The paper itself

Abstract

In high-resolution stereolithography, printed parts deviate significantly from the projected photomask because of the reaction complexity on the voxel scale. To better understand the reaction process, we have developed a technique to measure local photopolymerization rates using a nanocylinder-tipped atomic force microscope cantilever. The drag force experienced during cantilever oscillations can be correlated to the viscosity and extent of reaction. Fluid dynamics simulations show micrometer-scale measurement localization, and the resonance-based measurement allows submillisecond temporal resolution. In a thiol-ene resin exposed to patterned light, oligomer diffusion length scales are significant compared to the size of printed structures. Consequently, part resolution is dictated by the competition between polymerization and diffusion. Because of the radical polymerization mechanism, increasing the light intensity at a constant dose decreases the local conversion, even though the diffusion length decreases. In the case of printed test structures with features matching the measured diffusion lengths, increased light intensity causes increased geometric aberration from the projected mask. Overall, the results indicate a need for enhanced control over polymerization and diffusion to obtain dimensionally accurate and mechanically homogeneous parts.

Indexed as

additive manufacturingcomputational fluid dynamicsphotopolymerizationrheologyscanning probe microscopy

Identifiers

PMID42169699
PMCPMC13188937

What OpenQuestion holds

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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.