Evidence map›Paper›PMID 37476028›Full record

ArticlePhysica D. Nonlinear phenomena2022

Learning mean-field equations from particle data using WSINDy.

Daniel A Messenger, David M Bortz

Abstract read
In one paragraph

Article in Physica D. Nonlinear phenomena, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. Article
  2. Review
  3. Weak-form inference for hybrid dynamical systems in ecology.Journal of the Royal Society, Interface · 2024
    Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. 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

2 authors.

Daniel A MessengerDepartment of Applied Mathematics, University of Colorado Boulder, 11 Engineering Dr, Boulder, CO 80309, USA.
David M BortzDepartment of Applied Mathematics, University of Colorado Boulder, 11 Engineering Dr, Boulder, CO 80309, USA.

Funding

Epithelial Cell Migration: Model selectionn for mechanistic model development R01GM126559 · NIGMS · UNIVERSITY OF COLORADO · PI BORTZ, DAVID · 2017 to 2021
$1.6M
NIGMS NIH HHS R01 GM126559
6 · The paper itself

Abstract

We develop a weak-form sparse identification method for interacting particle systems (IPS) with the primary goals of reducing computational complexity for large particle number

Indexed as

Data-driven modelingInteracting particle systemsMean-field limitSparse regressionWeak form

Identifiers

PMID37476028
PMCPMC10358825

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.