Democratizing self-driving labs: advances in low-cost 3D printing for laboratory automation
Supplemental record retained to make the downloaded paper corpus fully navigable.
- Year
- —
- Skill
- medium
- Docs
- moderate
- Rubric
- 3.4 / 5
Implementation assessment
Scoring by criterion
Scores describe accessibility and implementation characteristics reported in the reviewed source. They are not a measure of scientific quality.
Resolution
No clear feature-size or precision evidence found.
Scalability/Throughput
Evidence of parallel, plate-scale, multi-head, or unattended operation.
Build and Part Sourcing Complexity
Mostly off-the-shelf or kit-based components.
Skill Complexity
Build/operation described as low-skill or basic assembly.
Equipment/Cosumable/Facility Requirement Accessibility
Requires specialized facilities, equipment, or consumables.
Application Level
Presented as modular or usable across multiple workflows.
Accessibility to documentation
Some open documentation or files are available.
Validation/Troubleshooting Complexity
Validation includes standards, benchmarking, replicates, or multi-condition tests.
Speed/Cycle Time
Speed evidence suggests rapid, real-time, or automated operation.
Build Time
Build time not reported; assigned neutral score.
Record metadata
Publication data
Crossref and OpenAlex
Publication record
Abstract
Low-cost FDM 3D printing transforms consumer 3D printers into automated lab equipment including liquid handlers, imaging devices, robotic arms, and bioprinters, cutting costs by 90–99% versus commercial alternatives to enable affordable self-driving laboratories.
Bibliographic details
Access and metrics
Topics and keywords
Funding
- Ministry of Education - Singapore · RS14/23
- Ministry of Education - Singapore · RG86/23
Perspective and practical signals
Why it matters
Supplemental record retained to make the downloaded paper corpus fully navigable.
Limitations
Metadata is limited to the download manifest and title-derived mapping.