Evidence map›Paper›PMID 40903601›Full record

ArticleNature2025

Adaptive and context-aware volumetric printing.

Sammy Florczak, Gabriel Größbacher, Davide Ribezzi, Alessia Longoni, Marième Gueye, Estée Grandidier, Jos Malda, Riccardo Levato

Abstract read
In one paragraph

Article in Nature, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.

0numbers the graph read from it
0cells of the map it votes in
16citing 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

16 citing papers in PubMed.

  1. Article
  2. Article
  3. Closing the Loop: High-Precision 3D Photofabrication in Living Tissues.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  4. Review
  5. Article
  6. Article
  7. Computational approaches in bioprinting processes.Nature reviews bioengineering · 2026
    Article
  8. Article
  9. Article
  10. Review
  11. Review
  12. Article
  13. Article
  14. Review
  15. Review
  16. Multiscale Construction, Evaluation, and Application of Organoids.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Review
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.

Sammy FlorczakDepartment of Orthopaedics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.
Gabriel GrößbacherDepartment of Orthopaedics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID 0009-0002-9346-8659
Davide RibezziDepartment of Orthopaedics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.
Alessia LongoniDepartment of Orthopaedics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.
Marième GueyeDepartment of Orthopaedics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.
Estée GrandidierDepartment of Orthopaedics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.
Jos MaldaDepartment of Orthopaedics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands.ORCID 0000-0002-9241-7676
Riccardo LevatoDepartment of Orthopaedics, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands. r.levato@uu.nl.ORCID 0000-0002-3795-3804

Funding

European Research CouncilGravitation programme ‘Materials-Driven Regeneration’ financed by the Netherlands Organization for Scientific Research
6 · The paper itself

Abstract

We introduce Generative, Adaptive, Context-Aware 3D Printing (GRACE), a new approach combining 3D imaging, computer vision and parametric modelling to create tailored, context-aware geometries using volumetric additive manufacturing. GRACE rapidly and automatically generates complex structures capable of conforming directly around features ranging from cellular to macroscopic scales with minimal user intervention. Here we demonstrate its versatility in applications ranging from synthetic objects to biofabrication, including adaptive vascular-like geometries around cell-laden bioinks, resulting in improved functionality. GRACE also enables precise alignment of sequential prints, as well as the detection and overprinting of opaque surfaces through shadow correction. Compatible with various printing modalities

Indexed as

BioprintingPrinting, Three-DimensionalTissue EngineeringAnimalsHumansImaging, Three-DimensionalInkRegenerative MedicineTissue Scaffolds

Identifiers

PMID40903601
PMCPMC12408377

What OpenQuestion holds

Textmetadata
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.