Evidence map›Paper›PMID 37347547›Full record

ArticleThe journal of physical chemistry letters2023

Thermodynamics Explains How Solution Composition Affects the Kinetics of Stochastic Ice Nucleation.

Leif-Thore Deck, Lisanne Wittenberg, Marco Mazzotti

Abstract read
In one paragraph

Article in The journal of physical chemistry letters, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Thermodynamic Principles of Emerging Cryopreservation Technologies.Methods in molecular biology (Clifton, N.J.) · 2026
    Review
  2. Solubility and Metastable Zone Width Measurement of NaIndustrial & engineering chemistry research · 2025
    Article
  3. Article
  4. 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

3 authors.

Leif-Thore DeckInstitute of Energy and Process Engineering, ETH Zurich, 8092 Zurich, Switzerland.ORCID 0000-0002-0955-6801
Lisanne WittenbergInstitute of Energy and Process Engineering, ETH Zurich, 8092 Zurich, Switzerland.
Marco MazzottiInstitute of Energy and Process Engineering, ETH Zurich, 8092 Zurich, Switzerland.ORCID 0000-0002-4948-6705

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The freezing of aqueous solutions is of great relevance to multiple fields, yet the kinetics of ice nucleation, its first step, remains poorly understood. The literature focuses on the freezing of microdroplets, and it is unclear if those findings can be generalized and extended to larger volumes such as those used in the freezing of biopharmaceuticals. To this end, we study ice nucleation from aqueous solutions of ten different compositions in vials at the milliliter scale. The statistical analysis of the approximately 6,000 measured nucleation events reveals that the stochastic ice nucleation kinetics is independent of the nature and concentration of the solute. We demonstrate this by estimating the values of the kinetic parameters in the nucleation rate expression for the selected solution compositions, and we find that a single set of parameters can describe quantitatively the nucleation behavior in all solutions. This holds regardless of whether the nucleation rate is expressed as a function of the chemical potential difference, of the water activity difference, or of the supercooling. While the chemical potential difference is the thermodynamically correct driving force for nucleation and hence is more accurate from a theoretical point of view, the other two expressions allow for an easier implementation in mechanistic freezing models in pharmaceutical manufacturing.

Identifiers

PMID37347547
PMCPMC10331829

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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.