Evidence map›Paper›PMID 40519538›Full record

ArticleJournal of materials science2025

Instrumented micro/macroindentation of porosity defects in laser powder bed fusion 316L stainless steel.

Jordan S Weaver, Houshang Yin, Jesse Redford, Xiaoyuan Lou

Abstract read
In one paragraph

Article in Journal of materials science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

4 authors.

Jordan S WeaverEngineering Laboratory, National Institute of Standards and Technology, Gaithersburg, MD 20899 USA.ORCID 0000-0003-4857-5164
Houshang YinDepartment of Materials Engineering, Auburn University, Auburn, AL 36849 USA.
Jesse RedfordEngineering Laboratory, National Institute of Standards and Technology, Gaithersburg, MD 20899 USA.
Xiaoyuan LouSchool of Materials Engineering, Purdue University, West Lafayette, IN 47907 USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Porosity defects and their effect on mechanical properties remain a concern in metals-based laser powder bed fusion, even for optimized process parameters. Instrumented micro/macroindentation with Berkovich and spherical tips to forces of 50 N and 150 N, respectively, were used to characterize three levels of porosity (fully dense, 1%, and 4%) created by decreasing and increasing the hatch spacing and two levels of heat treatments (stress-relieved and solution annealed). The spherical indentation data were converted to effective stress-strain curves along with an estimated modulus and yield stress. The Berkovich data were analyzed using the Oliver-Pharr method for modulus and hardness, and the hardness was used to estimate yield stress. The indentation results were compared against tensile results for the loading axis along the build direction (Z) and perpendicular to the build direction (X/Y). The modulus results largely agree for indentation and tensile tests. The average yield stress estimated from these indentation measurements captures the difference in heat treatment but does not capture subtle changes in porosity and test direction compared to tensile yield stress measurements. However, the indentation results show a considerable increase in scatter from test to test with the presence of porosity due to varying amount of porosity within the interaction volume under the indenter. Graphical Abstract:

Identifiers

PMID40519538
PMCPMC12162731

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Registered trials

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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.