Evidence map›Paper›PMID 34083542›Full record

ArticleNPJ systems biology and applications2021

Characteristics of mathematical modeling languages that facilitate model reuse in systems biology: a software engineering perspective.

Christopher Schölzel, Valeria Blesius, Gernot Ernst, Andreas Dominik

Abstract read
In one paragraph

Article in NPJ systems biology and applications, 2021. 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. Review
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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.

Christopher SchölzelTechnische Hochschule Mittelhessen - University of Applied Sciences, Giessen, Germany. christopher.schoelzel@mni.thm.de.ORCID 0000-0001-8627-0594
Valeria BlesiusTechnische Hochschule Mittelhessen - University of Applied Sciences, Giessen, Germany.
Gernot ErnstVestre Viken Hospital Trust, Kongsberg, Norway.
Andreas DominikTechnische Hochschule Mittelhessen - University of Applied Sciences, Giessen, Germany.ORCID 0000-0002-9368-0812

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Reuse of mathematical models becomes increasingly important in systems biology as research moves toward large, multi-scale models composed of heterogeneous subcomponents. Currently, many models are not easily reusable due to inflexible or confusing code, inappropriate languages, or insufficient documentation. Best practice suggestions rarely cover such low-level design aspects. This gap could be filled by software engineering, which addresses those same issues for software reuse. We show that languages can facilitate reusability by being modular, human-readable, hybrid (i.e., supporting multiple formalisms), open, declarative, and by supporting the graphical representation of models. Modelers should not only use such a language, but be aware of the features that make it desirable and know how to apply them effectively. For this reason, we compare existing suitable languages in detail and demonstrate their benefits for a modular model of the human cardiac conduction system written in Modelica.

Indexed as

Models, BiologicalSystems BiologyHumansModels, TheoreticalSoftware

Identifiers

PMID34083542
PMCPMC8175692

What OpenQuestion holds

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LicenceCC BY
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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.