Evidence map›Paper›PMID 39955746›Full record

ArticleSmall (Weinheim an der Bergstrasse, Germany)2025

Autonomous Aerosol and Plasma Co-Jet Printing of Metallic Devices at Ambient Temperature.

Yipu Du, Jinyu Yang, Kaidong Song, Qiang Jiang, Md Omarsany Bappy, Yuchen Zhu, David B Go, Yanliang Zhang

Abstract read
In one paragraph

Article in Small (Weinheim an der Bergstrasse, Germany), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Review
  3. 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

8 authors.

Yipu DuDepartment of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, 46556, USA.
Jinyu YangDepartment of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, 46556, USA.
Kaidong SongDepartment of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, 46556, USA.
Qiang JiangDepartment of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, 46556, USA.
Md Omarsany BappyDepartment of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, 46556, USA.
Yuchen ZhuDepartment of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, 46556, USA.
David B GoDepartment of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, 46556, USA.ORCID https://orcid.org/0000-0001-8948-1442
Yanliang ZhangDepartment of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, 46556, USA.ORCID https://orcid.org/0000-0001-7423-8001

Funding

U.S. Department of Energy DE-EE0009103U.S. Department of Energy DE-NE0009138
6 · The paper itself

Abstract

Additive manufacturing of metallic materials holds the potential to revolutionize the fabrication of functional devices unattainable via traditional methods. Despite recent advancements, printing metallic materials typically requires thermal processing at elevated temperatures to form dense structures with desired properties, which presents a major challenge for direct printing and integration with temperature-sensitive materials. Herein, a unique co-jet printing (CJP) method is reported integrating an aerosol jet and a non-thermal, atmospheric pressure plasma jet to enable concurrent aerosol deposition of metal nanoparticle inks and in situ sintering at ambient temperature. A machine learning algorithm is integrated with the CJP to perform real-time defect detection and autonomous correction, enhancing the yield of printed films with high electrical conductivity from 44% to 94%. Concurrent printing and sintering eliminate the need for post-printing processing, reducing the overall manufacturing time by multiple folds depending on product size. CJP enables direct printing of functional devices on a variety of temperature-sensitive materials including biological materials. Direct printing of hydration sensors on living plant leaves is demonstrated for long-duration monitoring of hydration level in the plant. The versatile CJP method opens tremendous opportunities to harmoniously integrate abiotic and biotic materials for emerging applications in wearable/implantable devices and biohybrid systems.

Indexed as

aerosol and plasma co‐jet printingambient temperature processingmachine learning optimizationmetal nanoparticles

Identifiers

PMID39955746
PMCPMC11922012

What OpenQuestion holds

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LicenceCC BY
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.