Evidence map›Paper›PMID 42898442›Full record

ArticleFrontiers in bioengineering and biotechnology2026

Online capacitance-integrated development of a hybrid bioprocess model for industrial fungal fermentations.

Marc Lemperle, Julian Kager, Benny Cassells, Stuart M Stocks, Krist V Gernaey, Pedram Ramin

Abstract read
In one paragraph

Article in Frontiers in bioengineering and biotechnology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Marc LemperleProcess and Systems Engineering Center (PROSYS), Department of Chemical and Biochemical Engineering, Technical University of Denmark, Kongens Lyngby, Denmark.
Julian KagerProcess and Systems Engineering Center (PROSYS), Department of Chemical and Biochemical Engineering, Technical University of Denmark, Kongens Lyngby, Denmark.
Benny CassellsNovonesis, Fermentation Pilot Plant, Lyngby, Denmark.
Stuart M StocksNovonesis, Fermentation Pilot Plant, Lyngby, Denmark.
Krist V GernaeyProcess and Systems Engineering Center (PROSYS), Department of Chemical and Biochemical Engineering, Technical University of Denmark, Kongens Lyngby, Denmark.
Pedram RaminProcess and Systems Engineering Center (PROSYS), Department of Chemical and Biochemical Engineering, Technical University of Denmark, Kongens Lyngby, Denmark.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The growing demand for fermentation-based products has increased interest in bioprocess modelling approaches compatible with routinely available industrial process data. Capacitance probes are promising because they provide online data related to viable biomass, but their use in filamentous fungal fermentations remains challenging, as state-of-the-art cell-count-based calibration methods of capacitance data are not applicable to hyphal organisms under industrial settings. This study presents a capacitance-integrated hybrid modelling workflow for highly viscous, enzyme-producing filamentous fungal fermentations at pilot scale under data-scarce conditions. The oxygen mass transfer coefficient

Indexed as

bioprocess modelcapacitance dataexperimental designhybrid modellingindustrial fungal fermentati

Identifiers

PMID42898442
PMCPMC13677858

What OpenQuestion holds

Textmetadata
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.