Evidence map›Paper›PMID 42416782›Full record

ArticleAAPS open2026

Mechanistic models with experimental comparison for microwave-assisted lyophilization in a vial.

Isaac S Wheeler, Ahmad Darwish, Vivek Narsimhan, Alina A Alexeenko

Abstract read
In one paragraph

Article in AAPS open, 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

4 authors.

Isaac S WheelerDavidson School of Chemical Engineering, Purdue University, 480 Stadium Mall Drive, West Lafayette, 47907 Indiana USA.ORCID 0000-0002-9717-073X
Ahmad DarwishBirck Nanotechnology Center, Purdue University, 1205 Mitch Daniels Boulevard, West Lafayette, 47907 Indiana USA.
Vivek NarsimhanDavidson School of Chemical Engineering, Purdue University, 480 Stadium Mall Drive, West Lafayette, 47907 Indiana USA.
Alina A AlexeenkoDavidson School of Chemical Engineering, Purdue University, 480 Stadium Mall Drive, West Lafayette, 47907 Indiana USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Microwave heating has been shown to accelerate pharmaceutical lyophilization but robust process models, crucial to ensuring that the process is efficient without damaging products, are still scarce. Building on both high-frequency microwave lyophilization experiments and recent modeling efforts, we develop a 2D level set simulation which refines the assumptions made in lumped capacitance (LC) models. The 2D level set model is also capable of integrating information about measured porous structures and accounting for experimental observations where thermocouples are placed imperfectly. Of the 4 empirical parameters in the LC model, we remove one based on level set results and estimate two more by electromagnetic simulation, recommending a new variant of the 0D lumped capacitance model. This LC model is compared to experiments in both microwave-assisted lyophilization and microwave vacuum drying of products in vials, emphasizing that microwave heating of the vial wall and heat conduction from the vial wall to frozen product cannot be neglected. The implementations of the new models, alongside the analysis, are published as open source Julia code. Graphical Abstract:

Indexed as

Heat and mass transferLyophilizationMechanistic modelMicrowave heating

Identifiers

PMID42416782
PMCPMC13337737

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.