Evidence map›Paper›PMID 42655526›Full record

ArticleSensors (Basel, Switzerland)2026

An Absorption-Based PDMS/f-CNT Mass-Capacitor for Continuous Monitoring of Fire-Derived Organic Contamination.

Negar Heidari, Morteza Ghafar-Zadeh, Azadeh Amrollahi, Parviz Norouzi, Sebastian Magierowski, Ebrahim Ghafar-Zadeh

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.

Negar HeidariBiologically Inspired Sensors and Actuators (BioSA) Laboratory, Department of Electrical Engineering and Computer Science (EECS), Lassonde School of Engineering, York University, North York, ON M3J 1P3, Canada.ORCID 0009-0003-4891-5533
Morteza Ghafar-ZadehEMIL Lab, Department of Electrical Engineering and Computer Science (EECS), Lassonde School of Engineering, York University, North York, ON M3J 1P3, Canada.
Azadeh AmrollahiBiologically Inspired Sensors and Actuators (BioSA) Laboratory, Department of Electrical Engineering and Computer Science (EECS), Lassonde School of Engineering, York University, North York, ON M3J 1P3, Canada.
Parviz NorouziBiologically Inspired Sensors and Actuators (BioSA) Laboratory, Department of Electrical Engineering and Computer Science (EECS), Lassonde School of Engineering, York University, North York, ON M3J 1P3, Canada.
Sebastian MagierowskiEMIL Lab, Department of Electrical Engineering and Computer Science (EECS), Lassonde School of Engineering, York University, North York, ON M3J 1P3, Canada.ORCID 0000-0001-6333-0769
Ebrahim Ghafar-ZadehBiologically Inspired Sensors and Actuators (BioSA) Laboratory, Department of Electrical Engineering and Computer Science (EECS), Lassonde School of Engineering, York University, North York, ON M3J 1P3, Canada.ORCID 0000-0002-7090-2304

Funding

Natural Science and Engineering Research Council of Canada (NSERC) DG #0129
6 · The paper itself

Abstract

Firefighters are exposed to complex smoke containing volatile, semivolatile, aromatic, and particulate-associated organic contaminants that accumulate on skin, clothing, and protective equipment. Conventional gas sensors monitor only selected airborne species, while passive samplers require laboratory analysis and cannot provide continuous exposure assessment. To address this limitation, we developed a proof-of-concept mass-capacitor that integrates contaminant absorption and electrical sensing within a single polydimethylsiloxane/functionalized carbon nanotube (PDMS/f-CNT) composite coated on interdigitated electrodes (IDEs). Unlike conventional sensors that report the instantaneous concentration of selected compounds, the proposed platform functions as both a sorptive collector and an electrical transducer. It continuously converts contaminant uptake, retention, and release into a time-resolved electrical response. For firefighter applications, this mass-capacitor bridges the gap between passive sorptive samplers and conventional real-time gas sensors. It enables continuous tracking of the cumulative sorbed contamination burden without requiring offline laboratory analysis or restricting the measurement to selected airborne species. A custom potentiostat applied staircase cyclic excitation, while Fast Fourier Transform (FFT)-assisted processing enabled extraction of the differential charge, ΔQ as an indicator of contaminant loading. The sensor was evaluated using smoke generated from cotton, paper, wood, and synthetic fibers. Compared with PDMS alone, the PDMS/f-CNT composite produced an approximately 24-fold higher response with minimal humidity interference (≈80% RH). Limits of detection ranged from 0.08 to 0.26 ppm, while repeated smoke exposures produced stepwise increases in ΔQ, demonstrating continuous tracking of cumulative contaminant loading. These results establish the feasibility of the mass-capacitor concept and introduce a new approach for real-time monitoring of the accumulated organic contamination burden rather than the instantaneous concentration of individual airborne compounds.

Indexed as

capacitive sensingcumulative exposure monitoringfire-derived contaminationfirefighter exposuremass-capacitorPDMS/f-CNT compositesorptive sensor

Identifiers

PMID42655526
PMCPMC13517726

What OpenQuestion holds

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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.