Evidence map›Paper›PMID 40546787›Full record

ArticleHardwareX2025

Leveraging flexible pipette-based tool changes to transform liquid handling systems into dual-function sample preparation and imaging platforms.

Mohammad Nazeri, Jeffrey Watchorn, Sheldon Mei, Alex Zhang, Christine Allen, Frank Gu

Abstract read
In one paragraph

Article in HardwareX, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Viscoelastic Properties of Produced Water Emulsions.Energy & fuels : an American Chemical Society journal · 2026
    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

6 authors.

Mohammad NazeriInstitute of Biomedical Engineering, University of Toronto, 164 College St, Toronto, ON M5S 3G9, Canada.
Jeffrey WatchornAcceleration Consortium, 700 University Avenue, Toronto, ON M7A 2S4, Canada.
Sheldon MeiDepartment of Chemical Engineering and Applied Chemistry, University of Toronto, 200 College St, Toronto, ON M5S 3E5, Canada.
Alex ZhangDepartment of Mechanical & Industrial Engineering, University of Toronto, 5 King's College Rd, Toronto, ON M5S 3G8, Canada.
Christine AllenAcceleration Consortium, 700 University Avenue, Toronto, ON M7A 2S4, Canada.
Frank GuInstitute of Biomedical Engineering, University of Toronto, 164 College St, Toronto, ON M5S 3G9, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In soft materials synthesis, rapid self-assembly and poor mechanical strength often limit the applicability of experimental characterization techniques. This limitation arises because transferring these materials to a suitable imaging platform is either too slow to capture the process of interest or impossible to safely transfer from the synthesis vessel to the characterization. In addition, the variable nature of these materials requires many experiments to understand the underlying structure-property relationships that govern these materials. In this work we present a new hardware platform that integrates simultaneous pipetting and in-situ imaging using the Opentron OT-2 liquid handling robot. A 3D printed adapter features two cylindrical openings, one containing the pipette tip to gantry adapter, and the other a USB camera. When the gantry picks up the pipette tip, the entire apparatus is lifted, allowing the camera to be used. This system enables real-time monitoring and characterization of dynamic processes, such as hydrogel crosslinking, without manual intervention. We used this system to characterize ionically crosslinked hydrogels, and monitored their properties over time, in a high-throughput and combinatorial manner. Although hydrogels were used as a proof-of-concept, this platform has broader applications in materials research, including crystallization dynamics, polymerization kinetics, and drug delivery system development.

Indexed as

Automated Hydrogel FormulationHardware PlatformHigh-Throughput Material CharacterizationLiquid Handling RobotReal-Time Imaging Integration

Identifiers

PMID40546787
PMCPMC12181777

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.