Nanofibers are a matter of perspective: effects of methodology and subjectivity on diameter measurements
M. Wortmann, M. Westphal, B. Kaltschmidt, M. Klöcker, A.S. Layland, B. Brockhagen, A. Hütten, N. Frese, A. Ehrmann, Nanoscale Advances 5 (2023) 5900–5906.
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Autor*in
Wortmann, Martin;
Westphal, Michael;
Kaltschmidt, Bernhard;
Klöcker, Michaela;
Layland, Ashley S.;
Brockhagen, Bennet;
Hütten, Andreas;
Frese, Natalie;
Ehrmann, Andrea
Abstract
The measurement of nanofiber diameters from micrographs is highly dependent on methodology and the analyst's subjective evaluation.
Nanofibers are currently among the most researched nanomaterials in materials science. Various high-resolution microscopy techniques are used for morphological investigations, with the diameter as primary characteristic. Since methodological factors influencing the diameter distribution are usually ignored, numerical values can hardly be compared across different or even within single studies. Here, we investigate influencing factors such as microscopy technique, degree of magnification, eventual coatings, and the analysts' bias in the image selection and evaluation. We imaged a single nanofiber sample using scanning electron microscopy (SEM), helium ion microscopy (HIM), atomic force microscopy (AFM), and transmission electron microscopy (TEM). These techniques yield significant methodological variations between the diameter distributions. We further observed a strong influence of analysts' subjectivity, with a consistent average deviation between 4 different analysts of up to 31%. The average deviation between micrographs within each category was 14%, revealing a considerable influence of micrograph selection and strong potential for cherry picking. The mean values were mostly comparable with the results using automated image analysis software, which was more reproducible, much faster, and more accurate for images with lower magnification. The results demonstrate that one of the most frequently measured characteristics of nanofibers is subject to strong systematic fluctuations that are rarely if ever addressed.
Nanofibers are currently among the most researched nanomaterials in materials science. Various high-resolution microscopy techniques are used for morphological investigations, with the diameter as primary characteristic. Since methodological factors influencing the diameter distribution are usually ignored, numerical values can hardly be compared across different or even within single studies. Here, we investigate influencing factors such as microscopy technique, degree of magnification, eventual coatings, and the analysts' bias in the image selection and evaluation. We imaged a single nanofiber sample using scanning electron microscopy (SEM), helium ion microscopy (HIM), atomic force microscopy (AFM), and transmission electron microscopy (TEM). These techniques yield significant methodological variations between the diameter distributions. We further observed a strong influence of analysts' subjectivity, with a consistent average deviation between 4 different analysts of up to 31%. The average deviation between micrographs within each category was 14%, revealing a considerable influence of micrograph selection and strong potential for cherry picking. The mean values were mostly comparable with the results using automated image analysis software, which was more reproducible, much faster, and more accurate for images with lower magnification. The results demonstrate that one of the most frequently measured characteristics of nanofibers is subject to strong systematic fluctuations that are rarely if ever addressed.
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Zeitschriftentitel
Nanoscale Advances
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5
Zeitschriftennummer
21
Seite
5900-5906
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Article Processing Charge funded by the Deutsche Forschungsgemeinschaft and the Open Access Publication Fund of LibreCat University.
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Wortmann, Martin ; Westphal, Michael ; Kaltschmidt, Bernhard ; Klöcker, Michaela ; Layland, Ashley S. ; Brockhagen, Bennet ; Hütten, Andreas ; Frese, Natalie ; u. a.: Nanofibers are a matter of perspective: effects of methodology and subjectivity on diameter measurements. In: Nanoscale Advances Bd. 5, Royal Society of Chemistry (RSC) (2023), Nr. 21, S. 5900–5906
Wortmann M, Westphal M, Kaltschmidt B, et al. Nanofibers are a matter of perspective: effects of methodology and subjectivity on diameter measurements. Nanoscale Advances. 2023;5(21):5900-5906. doi:10.1039/D3NA00528C
Wortmann, M., Westphal, M., Kaltschmidt, B., Klöcker, M., Layland, A. S., Brockhagen, B., … Ehrmann, A. (2023). Nanofibers are a matter of perspective: effects of methodology and subjectivity on diameter measurements. Nanoscale Advances, 5(21), 5900–5906. https://doi.org/10.1039/D3NA00528C
@article{Wortmann_Westphal_Kaltschmidt_Klöcker_Layland_Brockhagen_Hütten_Frese_Ehrmann_2023, title={Nanofibers are a matter of perspective: effects of methodology and subjectivity on diameter measurements}, volume={5}, DOI={10.1039/D3NA00528C}, number={21}, journal={Nanoscale Advances}, publisher={Royal Society of Chemistry (RSC)}, author={Wortmann, Martin and Westphal, Michael and Kaltschmidt, Bernhard and Klöcker, Michaela and Layland, Ashley S. and Brockhagen, Bennet and Hütten, Andreas and Frese, Natalie and Ehrmann, Andrea}, year={2023}, pages={5900–5906} }
Wortmann, Martin, Michael Westphal, Bernhard Kaltschmidt, Michaela Klöcker, Ashley S. Layland, Bennet Brockhagen, Andreas Hütten, Natalie Frese, and Andrea Ehrmann. “Nanofibers Are a Matter of Perspective: Effects of Methodology and Subjectivity on Diameter Measurements.” Nanoscale Advances 5, no. 21 (2023): 5900–5906. https://doi.org/10.1039/D3NA00528C.
M. Wortmann et al., “Nanofibers are a matter of perspective: effects of methodology and subjectivity on diameter measurements,” Nanoscale Advances, vol. 5, no. 21, pp. 5900–5906, 2023.
Wortmann, Martin, et al. “Nanofibers Are a Matter of Perspective: Effects of Methodology and Subjectivity on Diameter Measurements.” Nanoscale Advances, vol. 5, no. 21, Royal Society of Chemistry (RSC), 2023, pp. 5900–06, doi:10.1039/D3NA00528C.
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