Evidence map›Paper›PMID 42885079›Full record

ArticlePolymers2026

Investigation of Piezoresistive Behaviors in TPMS Lattice Structures Produced with MWCNT-Reinforced PLA Filament.

Mustafa Ercan Gündüz, Erkan Bahçe

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. 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.

Mustafa Ercan GündüzDepartment of Electrical and Energy, Malatya Organized Industrial Zone Vocational School, Inonu University, 44070 Malatya, Türkiye.ORCID 0000-0002-8443-6340
Erkan BahçeDepartment of Mechanical Engineering, Faculty of Engineering, Inonu University, 44280 Malatya, Türkiye.ORCID 0000-0001-5389-5571

Funding

Inonu University FDK-2026-4938
6 · The paper itself

Abstract

Although the piezoresistive behavior of conductive polymer composites has been widely studied, the geometry-dependent piezoresistive response of MWCNT/PLA-based TPMS lattice structures produced by fused filament fabrication (FFF) remains insufficiently explored. The primary objective of this study is to comparatively investigate the mechanical, thermal, electrical, and piezoresistive behaviors of Gyroid (G), Diamond (D), and Schwarz Primitive (P) TPMS lattice structures produced using the same material system, constant relative density, and XY printing orientation. For this purpose, a 2 wt.% multi-walled carbon nanotube (MWCNT)-reinforced polylactic acid (PLA) composite filament was fabricated via solvent mixing and used to produce the three TPMS topologies through FFF. Mechanical and electromechanical properties were assessed via Shore D hardness, monotonic compression tests, and in-situ electrical measurements using three independent replicate specimens for each topology (

Indexed as

additive manufacturing (AM)gauge factor (GF)MWCNT/PLA compositepiezoresistive sensorssolvent mixingTPMS (triply periodic minimal surface)

Identifiers

PMID42885079
PMCPMC13667119

What OpenQuestion holds

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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.