Evidence map›Paper›PMID 39569021›Full record

ArticlePolymer2023

Comparison of nanocomposite dispersion and distribution for several melt mixers.

Danielle Veigel, Kabir Rishi, Ugochukwu Okoli, Gregory Beaucage, Jeffrey A Galloway, Hannah Campanelli, Jan Ilavsky, Ivan Kuzmenko, Melodie Fickenscher

Abstract read
In one paragraph

Article in Polymer, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

9 authors.

Danielle VeigelChemical & Materials Engineering, University of Cincinnati, Cincinnati, OH, 45221, USA.
Kabir RishiChemical & Materials Engineering, University of Cincinnati, Cincinnati, OH, 45221, USA.
Ugochukwu OkoliChemical & Materials Engineering, University of Cincinnati, Cincinnati, OH, 45221, USA.
Gregory BeaucageChemical & Materials Engineering, University of Cincinnati, Cincinnati, OH, 45221, USA.
Jeffrey A GallowayKraussMaffei, Florence, KY, 41042, USA.
Hannah CampanelliChemical & Materials Engineering, University of Cincinnati, Cincinnati, OH, 45221, USA.
Jan IlavskyX-Ray Science Division, Advanced Photon Source, Argonne National Laboratory, Lemont, IL, 60439, USA.
Ivan KuzmenkoX-Ray Science Division, Advanced Photon Source, Argonne National Laboratory, Lemont, IL, 60439, USA.
Melodie FickenscherAdvanced Materials Characterization Center, College of Engineering & Applied Sciences, University of Cincinnati, Cincinnati, OH, 45221, USA.

Funding

Intramural CDC HHS CC999999
6 · The paper itself

Abstract

Breakup (dispersion) and distribution of nanoparticles are the chief hurdles towards taking advantage of nanoparticles in polymer nanocomposites for reinforcement, flame retardancy, conductivity, chromaticity, and other properties. Microscopy is often used to quantify mixing, but it has a limited field of view, does not average over bulk samples, and fails to address nano-particle hierarchical structures. Ultra-small-angle X-ray scattering (USAXS) can provide a macroscopic statistical average of nanoscale dispersion (breakup) and emergent hierar-chical structure, as well as the distribution on the nanoscale. This work compares several common mixer geometries for carbon black-polystyrene nanocomposites. Two twin-screw extruder geometries, typical for industrial processing of melt blends, are compared with a laboratory-scale single screw extruder and a Banbury mixer. It is found that for a given mixer, nanoscale distribution increases following a van der Waals function using accumulated strain as an analogue for temperature while macroscopic distribution/dispersion, using microscopy, does not follow this dependency. Breakup and aggregation in dispersive mixing follow expected behavior on the nanoscale. Across these drastically different mixing geometries an unexpected dependency is observed for nanoscale distributive mixing (both nano and macroscopic) as a function of accumulated strain that may reflect a transition from distributive turbulent to dispersive laminar mixing as the mixing gap is reduced.

Indexed as

Accumulated strainBanbury mixerCarbon blackCo-rotating twin-screw extruderLaminarNanocompositePolystyreneReynolds numberSingle screw extruderTurbulentUltra-small-angle X-ray scattering

Identifiers

PMID39569021
PMCPMC11578257

What OpenQuestion holds

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Registered trials

None linked

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.