Discovering how ice crystals grow using neural ODEs and symbolic regression.

Lamb KD, Harrington JY, Moyle AM, Pokrifka GF, Clouser BW, Ebert V, Möhler O, Saathoff H

DOI: 10.1126/sciadv.aee6174
Published: 2026 Sep 25
Container: Science advances
Publisher: Not recorded
Open access: unknown

Credibility signals

limited evidence Score 43/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1126/sciadv.aee6174,
  title = {Discovering how ice crystals grow using neural ODEs and symbolic regression.},
  author = {Lamb KD and Harrington JY and Moyle AM and Pokrifka GF and Clouser BW and Ebert V and Möhler O and Saathoff H},
  year = {2026},
  journal = {Science advances},
  doi = {10.1126/sciadv.aee6174},
  url = {https://doi.org/10.1126/sciadv.aee6174}
}

RIS

TY  - JOUR
TI  - Discovering how ice crystals grow using neural ODEs and symbolic regression.
AU  - Lamb KD
AU  - Harrington JY
AU  - Moyle AM
AU  - Pokrifka GF
AU  - Clouser BW
AU  - Ebert V
AU  - Möhler O
AU  - Saathoff H
PY  - 2026
JO  - Science advances
DO  - 10.1126/sciadv.aee6174
UR  - https://doi.org/10.1126/sciadv.aee6174
ER  -

APA

KD, L., JY, H., AM, M., GF, P., BW, C., V, E., O, M., & H, S. (2026). Discovering how ice crystals grow using neural ODEs and symbolic regression.. Science advances. https://doi.org/10.1126/sciadv.aee6174

Source records

pubmed · retrieved 2026-09-26T04:34:02.227Z