Evidence map›Paper›PMID 42280550›Full record

ArticlePolymers2026

Post-Print Annealing of FDM-Printed Polylactic Acid: Mapping Strength, Crystallinity, and α'/α Polymorph Composition via a Replicated Taguchi L9 Design.

Walid M Shewakh, Majed H Moosa, Zainab Hussain, Osama M Irfan

Abstract read
In one paragraph

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

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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

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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

4 authors.

Walid M ShewakhDepartment of Industrial Engineering, College of Engineering and Computer Sciences, Jazan University, Jazan 82817, Saudi Arabia.ORCID 0000-0001-7760-4791
Majed H MoosaDepartment of Industrial Engineering, College of Engineering and Computer Sciences, Jazan University, Jazan 82817, Saudi Arabia.ORCID 0000-0003-2815-811X
Zainab HussainCollege of Production Engineering and Metallurgy, University of Technology, Baghdad 10066, Iraq.
Osama M IrfanDepartment of Mechanical Engineering, College of Engineering, Qassim University, Buraydah 51452, Saudi Arabia.ORCID 0000-0002-9104-1611

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Fused deposition modeling (FDM) of polylactic acid (PLA) produces parts whose weak interlayer bonding and low as-printed crystallinity limit their tensile performance. This work used a Taguchi L9 orthogonal array with five replicates per cell (n = 5; N = 45 annealed specimens plus five non-annealed controls) to study how annealing temperature (70, 80, and 90 °C) and holding time (40, 60, and 80 min) change the tensile response of a commercial PLA grade (eSUN PLA+) printed on a desktop FDM machine. Differential scanning calorimetry (DSC) and X-ray diffraction (XRD) were used in parallel to measure total crystallinity, and XRD was deconvoluted to estimate the α'/α polymorph fractions; the DSC α'→α exothermic shoulder was used as an independent cross-check. Every annealed condition exceeded the non-annealed baseline ultimate tensile stress (UTS) of 39.75 ± 1.28 MPa. The optimum, 47.00 ± 0.97 MPa at 70 °C/60 min, gave an 18.2% gain. Total crystallinity rose from 8.6% (DSC baseline) to 41.8% (DSC, 90 °C/80 min), with DSC and XRD ranking the conditions consistently. ANOVA confirmed both temperature (30.0% contribution) and time (24.2%) as significant at α = 0.05. The new contribution is a combined strength-crystallinity-polymorph map for desktop FDM-printed PLA: the best-performing specimens are dominated by the disordered α' form, while the stiffer but weaker high-temperature specimens shift toward α. A partial least squares regression on all 50 specimens supports the polymorph-composition role beyond what total crystallinity alone explains. The practical conclusion is that moderate annealing just above the glass transition gives the best balance of crystal content, polymorph character, and geometric stability for FDM-printed PLA.

Indexed as

annealingANOVAcrystallinityDSCfused deposition modelingmultivariate regressionpolylactic acidTaguchi methodtensile strengthXRDα′/α polymorphism

Identifiers

PMID42280550
PMCPMC13259426

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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.