Evidence map›Paper›PMID 42403641›Full record

ReviewiScience2026

Advancing microalgae biomass cultivation for an integrated sustainable wastewater treatment and resource recovery.

Akansha Shrivastava, Vishal Mishra, Divya Rishi Shrivastava

Abstract readReview
In one paragraph

Review in iScience, 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

3 authors.

Akansha ShrivastavaDepartment of Biosciences, Manipal University Jaipur, Jaipur, Rajasthan 303007, India.
Vishal MishraSchool of Biochemical Engineering, Indian Institute of Technology (Banaras Hindu University), Varanasi 221005, India.
Divya Rishi ShrivastavaDepartment of Electrical Engineering, Manipal University Jaipur, Jaipur, Rajasthan 303007, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Microalgae have emerged as a promising bioresource for the integrated treatment of effluent, the production of biomass, and the mitigation of carbon emissions, thereby contributing to the Sustainable Development Goals (SDGs 7 and 13). This review summarizes the most recent developments in the management of wastewater using microalgae, with a particular focus on resource recovery and process integration. Nevertheless, challenges such as oxygen accumulation, biofouling, high energy demand, and scale-up constraints persist, despite the fact that configurations such as tubular, flat-panel, and bubble-column reactors offer flexibility across scales. Additionally, the topic of the integration of artificial intelligence and machine learning is addressed in order to address process constraints by means of predictive modeling, real-time optimization, and enhanced strain and process selection. In conclusion, this review offers a concentrated viewpoint on the advancement of sustainable microalgae systems by integrating technological and biological innovations.

Indexed as

applied sciencesenvironmental scienceenvironmental technology

Identifiers

PMID42403641
PMCPMC13330505

What OpenQuestion holds

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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.