Evidence map›Paper›PMID 42799361›Full record

ArticleHardwareX2026

CRISP: A 3D printer-based platform for precision solution printing on paper-based substrates.

Ilkhan Lutfiyev, Stephen A McCoy, Robin Star, Andrea N Giordano, Blair Rist, Luke A Baldwin, Rahul Rao

Abstract read
In one paragraph

Article in HardwareX, 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

7 authors.

Ilkhan LutfiyevFoundational Technologies Directorate, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States.
Stephen A McCoyFoundational Technologies Directorate, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States.
Robin StarFoundational Technologies Directorate, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States.
Andrea N GiordanoFoundational Technologies Directorate, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States.
Blair RistFoundational Technologies Directorate, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States.
Luke A BaldwinFoundational Technologies Directorate, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States.
Rahul RaoFoundational Technologies Directorate, Air Force Research Laboratory, Wright-Patterson AFB, OH 45433, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The scalability of self-driving labs is currently limited by the high cost of automated liquid handling. To address this, we present a low-cost, open-source platform designed to function as a 'frugal twin' to serve as a programmable hardware node in automated labs. To do this, we modified a commercial Ender-3 3D printer to print solutions on flexible paper-based substrates using a custom syringe pump assembly. Our printer, CRISP (Controlled Robotic Inkjet Solution on Paper), is driven by the Ender's native stepper motor and G-code infrastructure, and dispenses reagents via disposable pipette tips. Our demonstration with printed dyes shows a reliability of 96.8% and 98.2% for positional accuracy and uniformity of droplet circularity, respectively, confirming the system's potential as a reliable low-cost module for automated research.

Indexed as

3D printingEnder-3Solution printingSyringe pump

Identifiers

PMID42799361
PMCPMC13613518

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.