Evidence map›Paper›PMID 41600494›Full record

ArticleSensors (Basel, Switzerland)2026

Design and Validation of a Pressure-Driven Liquid Metering System with Heated PTFE Tubing for Laboratory Automation.

Joonki Baek, Taegyun Kim, Seungwon Jeong, Ikhyun Kim, Shin Hum Cho, Sungkeun Yoo

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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

6 authors.

Joonki BaekDepartment of Robot Engineering, Keimyung University, 1095 Dalgubeol-daero, Daegu 42601, Republic of Korea.ORCID 0009-0007-4755-8211
Taegyun KimDepartment of Mechanical Engineering, BK21 FOUR ERICA-ACE Center, Hanyang University, 55 Hanyangdaehak-ro, Ansan 15588, Republic of Korea.ORCID 0000-0002-7655-1883
Seungwon JeongDepartment of Robot Engineering, Keimyung University, 1095 Dalgubeol-daero, Daegu 42601, Republic of Korea.ORCID 0009-0004-3867-2117
Ikhyun KimDepartment of Mechanical Engineering, Keimyung University, 1095 Dalgubeol-daero, Daegu 42601, Republic of Korea.ORCID 0000-0002-5916-9244
Shin Hum ChoDepartment of Chemical Engineering, Keimyung University, 1095 Dalgubeol-daero, Daegu 42601, Republic of Korea.ORCID 0000-0002-0271-116X
Sungkeun YooDepartment of Robot Engineering, Keimyung University, 1095 Dalgubeol-daero, Daegu 42601, Republic of Korea.ORCID 0000-0002-5393-2560

Funding

Keimyung University 20220228
6 · The paper itself

Abstract

This paper presents a pressure-driven liquid transfer system for laboratory automation, along with a physics-based model and calibration method. The device maintains near-isothermal transport by storing reagents at a prescribed temperature and routing the flow through a single PTFE tube enclosed within a heated jacket. The pressure-drop model accounts for temperature-dependent viscosity and the thermal expansion of PTFE. Residual deviations from the no-slip prediction in submillimeter tubing are represented by an effective slip length, which is identified through linear regression. This parameter is subsequently used to calculate the pressure required to achieve a target flow rate. Experimental results compare unheated and heated operating conditions and characterize the dependence of slip length on temperature and flow rate. Under heated operation with slip-compensated pressure commands, the system achieved dispensing accuracy within ±4% over the tested range, whereas unheated operation exhibited larger errors due to axial temperature gradients. These results demonstrate that effective thermal management and slip compensation are critical for accurate pressure-based metering under temperature-sensitive conditions, as validated using water-based tests.

Indexed as

laboratory automationprecision liquid meteringpressure-driven dispensingtemperature-dependent viscosity

Identifiers

PMID41600494
PMCPMC12846117

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Registered trials

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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.