Novel gravimetric measurement technique for quantitative volume calibration in the sub-microliter range
Open accessAbstract
We present a novel measurement method based on the gravimetric principles adapted from the ASTM E542 and ISO 4787 standards for quantitative volume determination in the sub-microliter range.Such a method is particularly important for the calibration of non-contact micro dispensers as well as other microfluidic devices.The novel method is based on the linear regression analysis of continuously monitored gravimetric results and therefore is referred to as 'gravimetric regression method (GRM)'.In this context, the regression analysis is necessary to compensate the mass loss due to evaporation that is significant for very small dispensing volumes.A full assessment of the measurement uncertainty of GRM is presented and results in a standard measurement uncertainty around 6 nl for dosage volumes in the range from 40 nl to 1 μl.The GRM has been experimentally benchmarked with a dual-dye ratiometric photometric method (Artel Inc., Westbrook, ME, USA), which can provide traceability of measurement to the International System of Units (SI) through reference standards maintained by NIST.Good precision (max.CV = 2.8%) and consistency (bias around 7 nl in the volume range from 40 to 400 nl) have been observed comparing the two methods.Based on the ASTM and ISO standards on the one hand and the benchmark with the photometric method on the other hand, two different approaches for establishing traceability for the GRM are discussed.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Numerical recipes in C: the art of scientific computing
(1993) · Choice Reviews Online · doi:10.5860/choice.30-5638 · Cited by 17,933 · see citing works
Kinetics and kinematics for translational motions in microgravity during parabolic flight.
Stirling, L., Willcox, K., Ferguson, P., & Newman, D. (2009) · Aviation Space and Environmental Medicine · doi:10.3357/asem.2356.2009 · Cited by 5,455 · see citing works
Introduction to Probability Models.
JOLLIFFE, F. R., & Ross, S. M. (1995) · Journal of the Royal Statistical Society Series A (Statistics in Society) · doi:10.2307/2983433 · Cited by 4,584 · see citing works
Numerical recipes in C++: The art of scientific computing
Crimins, F. (2003) · Applied Biochemistry and Biotechnology · doi:10.1007/s12010-003-0001-6 · Cited by 2,010 · see citing works
Introduction to Probability and Statistics for Engineers and Scientists
Reynolds, M. R., & Ross, S. M. (1988) · Technometrics · doi:10.2307/1269818 · Cited by 966 · see citing works
Introduction to Probability and Statistics for Engineers and Scientists
Sauter, R. (2005) · Technometrics · doi:10.1198/tech.2005.s299 · Cited by 228 · see citing works
Stöck, M. (2012) · Metrologia · doi:10.1088/0026-1394/50/1/r1 · Cited by 217 · see citing works
Verkouteren, R. M., & Verkouteren, J. R. (2009) · Analytical Chemistry · doi:10.1021/ac901563j · Cited by 96 · see citing works
Gravimetric methods for the preparation of standard gas mixtures
Milton, M. J. T., Vargha, G. M., & Brown, A. S. (2011) · Metrologia · doi:10.1088/0026-1394/48/5/r01 · Cited by 78 · see citing works
A Standard Operating Procedure for Assessing Liquid Handler Performance in High-Throughput Screening
Taylor, P. B., Ashman, S. M., Baddeley, S. M., et al. (2002) · SLAS DISCOVERY · doi:10.1177/1087057102238630 · Cited by 56 · see citing works
PipeJet: A Simple Disposable Dispenser for the Nano- and Microliter Range
Streule, W., Lindemann, T., Birkle, G., et al. (2004) · JALA Journal of the Association for Laboratory Automation · doi:10.1016/j.jala.2004.08.008 · Cited by 48 · see citing works
Calibration of micropipettes: Test methods and uncertainty analysis
Batista, E., Pinto, L. F. V., Filipe, E., et al. (2006) · Measurement · doi:10.1016/j.measurement.2006.05.012 · Cited by 37 · see citing works
An Improved Method for Checking HTS/uHTS Liquid-Handling Systems
Rhode, H., Schulze, M., Renard, S., et al. (2004) · SLAS DISCOVERY · doi:10.1177/1087057104269496 · Cited by 34 · see citing works
An Optical Approach for the Determination of Droplet Volumes in Nanodispensing
Thurow, K., Krüger, T., & Stoll, N. (2009) · Journal of Analytical Methods in Chemistry · doi:10.1155/2009/198732 · Cited by 27 · see citing works
Bradshaw, J. T., Knaide, T. R., Rogers, A., et al. (2005) · JALA Journal of the Association for Laboratory Automation · doi:10.1016/j.jala.2004.08.012 · Cited by 25 · see citing works
Traceability and uncertainty analysis in volume measurements
Lorefice, S. (2009) · Measurement · doi:10.1016/j.measurement.2009.07.016 · Cited by 24 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Uncertainty Due to Meniscus Reading on Conical Graduated Volumetric Instruments
Purata-Sifuentes, O.-J., Gonzalez-Gomez, H.-L., Echavarri-Rodriguez, J.-A., & Funes-Rodriguez, E. (2021) · IEEE Access · doi:10.1109/access.2021.3123961 · Cited by 3 · see citing works
Indirect Determination of the Internal Diameter of Glass Conical Volumetric Instruments
Purata Sifuentes, O. J. (2023) · Entreciencias: Diálogos en la Sociedad del Conocimiento · doi:10.22201/enesl.20078064e.2023.25.85557 · Cited by 1 · see citing works
- Authors
- Liang, D., Steinert, C., Bammesberger, S., Tanguy, L., Ernst, A., Zengerle, R., & Koltay, P.
- Affiliations
- BioFluidix (Germany) (DE)
- University of Freiburg (DE)
- Corresponding author
- Liang, Dong
- Venue
- Measurement Science and Technology
- Publisher
- IOP Publishing
- Published
- 2012-12-13
- Volume
- 24
- Issue
- 2
- Pages
- 025301
- ISSN
- 0957-0233 (ISSN-L)
- 1361-6501
- OpenAlex
- W2008686724
- Cited by
- 31
- References
- 16
- Citations by year
- 2025: 1 · 2024: 2 · 2023: 4 · 2022: 3 · 2021: 1 · 2020: 3 · 2019: 1 · 2018: 1 · 2017: 4 · 2016: 2 · 2015: 2 · 2014: 2 · 2013: 3 · 2012: 2
- FWCI
- 3.29
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Measurement Science and Technology (publishedVersion)
- Funders
- Bundesministerium für Bildung und Forschung
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Scientific Measurement and Uncertainty Evaluation
- Physical Sciences › Engineering › Mechanical Engineering › Advanced Measurement and Metrology Techniques
- Physical Sciences › Engineering › Mechanics of Materials › Flow Measurement and Analysis
- Keywords
- measurement uncertainty, measurement traceability, microfluidics
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review