Evidence map›Paper›PMID 42738113›Full record

ArticleMaterials (Basel, Switzerland)2026

Hybrid FFF-CNC Processing of PLA Fixtures with Gyroid Internal Structures.

Emilia Franczyk, Wojciech Zębala

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 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

2 authors.

Emilia FranczykDepartment of Production Engineering and Automation, Faculty of Mechanical Engineering, Cracow University of Technology, 31-155 Cracow, Poland.ORCID 0000-0002-9612-1266
Wojciech ZębalaDepartment of Production Engineering and Automation, Faculty of Mechanical Engineering, Cracow University of Technology, 31-155 Cracow, Poland.ORCID 0000-0002-5590-1338

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The study presents the results of experimental investigations into hybrid additive-subtractive manufacturing of lightweight PLA fixtures with gyroid internal structures. The proposed manufacturing approach combines FFF (Fused Filament Fabrication) printing with finish CNC milling in order to improve the dimensional accuracy, surface quality, and functional performance of polymer components intended for rapid tooling and functional prototyping applications. Test specimens with gyroid infill densities of 30% and 60% were manufactured from PLA material and subsequently subjected to finish milling under various cutting conditions. Particular attention was paid to the influence of cutting speed and feed per tooth on surface integrity, dimensional stability, and thermal effects occurring during machining. Maintaining the process temperature below the glass transition range of PLA (approximately 50 °C-60 °C) was identified as a critical factor for minimizing deformation and preserving geometric accuracy. The obtained results demonstrate that hybrid FFF-CNC processing enables the fabrication of lightweight yet sufficiently stiff fixtures characterized by improved surface roughness and high dimensional precision. The application of gyroid internal structures significantly reduces component mass while maintaining adequate mechanical rigidity. Moreover, the milled reference surfaces ensure precise positioning and repeatable geometric basing of cooperating machine and robotic assembly elements. The proposed hybrid manufacturing approach shows considerable potential for industrial implementation, particularly in the production of customized positioning fixtures, jigs, and functional tooling components used in automated assembly systems and rapid tooling applications.

Indexed as

additive–subtractive manufacturingCNC millingdimensional accuracyFFF printinggyroid infillhybrid manufacturingPLAsurface roughness

Identifiers

PMID42738113
PMCPMC13567069

What OpenQuestion holds

Textmetadata
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.