Evidence map›Paper›PMID 31031415›Full record

ArticleIsrael journal of chemistry2018

Data-driven Evolution Equation Reconstruction for Parameter-Dependent Nonlinear Dynamical Systems.

David W Sroczynski, Or Yair, Ronen Talmon, Ioannis G Kevrekidis

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Israel journal of chemistry, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

4 authors.

David W SroczynskiDepartment of Chemical and Biological Engineering, Princeton University, Princeton, NJ 08540.
Or YairDepartment of Electrical Engineering, Technion - Israel Institute of Technology, Haifa 32000, Israel, ronen@ee.technion.ac.il.
Ronen TalmonDepartment of Electrical Engineering, Technion - Israel Institute of Technology, Haifa 32000, Israel, ronen@ee.technion.ac.il.
Ioannis G KevrekidisDepartment of Chemical and Biomolecular Engineering; Applied Mathematics and Statistics; and Urology (JHMS), Johns Hopkins University, Baltimore, MD 21218, yannisk@jhu.edu.

Funding

Multiscale Modeling of the Mammalian Circadian Clock: The Role of GABA SignalingU01EB021956 · NIBIB · UNIVERSITY OF MASSACHUSETTS AMHERST · PI HENSON, MICHAEL, HERZOG, ERIK · 2016 to 2019
$1.8M
NIBIB NIH HHS U01 EB021956
6 · The paper itself

Abstract

When studying observations of chemical reaction dynamics, closed form equations based on a putative mechanism may not be available. Yet when sufficient data from experimental observations can be obtained, even without knowing what exactly the physical meaning of the parameter settings or recorded variables are, data-driven methods can be used to construct minimal (and in a sense, robust) realizations of the system. The approach attempts, in a sense, to circumvent physical understanding, by building intrinsic "information geometries" of the observed data, and thus enabling prediction without physical/chemical knowledge. Here we use such an approach to obtain evolution equations

Indexed as

diffusion mapskineticsmachine learningmodel developmentreaction mechanisms

Identifiers

PMID31031415
PMCPMC6482002

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.