ArticleSmall methods2026
Dual-function, Reusable, and Flexible Thermal Interface for Kinetic Monitoring of In Vitro Bioassays.
Article in Small methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
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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.
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.
Who cites it
1 citing paper in PubMed.
- Dual-function, Reusable, and Flexible Thermal Interface for Kinetic Monitoring of In Vitro Bioassays.Small methods · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
Kinetic monitoring in life sciences is predominantly performed using contactless optical techniques. Miniaturized electronic sensing alternatives typically require direct contact with the sample. We introduce a dual-function thermal actuator/sensor that uniquely combines microwell-independent temperature control of a modified microplate and simultaneous measurement of real-time changes in thermal effusivity, offering both electronic readout and contactless sensing. The performance is demonstrated by monitoring Escherichia coli (E. coli) growth and assessing the effect of cefotaxime (CTX) as a use-case application, benchmarking it against state-of-the-art optical techniques. By qualitative comparison of characteristic data features, we report that the thermal sensing modality showed an increased response signal compared to optical density (OD) measurements in interface-dominated processes, which can be observed under experimental conditions where metabolic or morphological adaptation happens in response to CTX. Additionally, we developed an autonomous full curve data analysis approach for modified Transient Plane Source (mTPS) data, offering high robustness and lower susceptibility to systematic errors and bias. Our technique emphasizes interface-dominant processes, thereby complementing the assessment of bulk properties obtained by traditional optical techniques. The developed thermal interface is reusable, highly integrable, low-cost, easy to use, non-contact, and label-free, offering a versatile platform for bioassay development and dynamic biological studies.
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Registered trials
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.