ReviewJournal of environmental health science & engineering2025
Trends and innovations in biomass utilization for wastewater treatment in Indonesia: a comprehensive bibliometric review.
Review in Journal of environmental health science & engineering, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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.
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.
Who cites it
2 citing papers in PubMed.
- Computational framework for multi-objective optimization of activated biochar properties using machine learning and evolutionary algorithms.Scientific reports · 2026Article
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This bibliometric review examines the trends and innovations in biomass utilization for wastewater treatment in Indonesia, emphasizing significant contributions and emerging research areas. Through an analysis of co-authorship networks, co-citation networks, and keyword co-occurrence maps, the review identifies key authors, influential publications, and dominant research themes. The findings highlight that biomass-based methods, including the use of microalgae, macrophytes, and microbial consortia, are central to wastewater treatment efforts in Indonesia. These approaches provide sustainable and cost-effective solutions for pollutant removal and resource recovery. The growing emphasis on keywords such as "biofuels," "bioplastics," and "circular economy" reflects a strong interest in integrating wastewater treatment with resource recovery and sustainable practices. However, challenges remain in scaling up technologies like bioreactors and adsorption systems while ensuring cost-effectiveness and operational efficiency. For instance, advancements in microbial fuel cells could enable simultaneous wastewater treatment and renewable energy generation, addressing scalability issues. Similarly, the development of enhanced microbial strains for phytoremediation could improve the treatment of persistent pollutants in water and soil. Future research should aim to bridge gaps through interdisciplinary collaboration and explore underrepresented linkages to unlock further innovation. By addressing these challenges and leveraging emerging technologies, Indonesia can strengthen its wastewater treatment capabilities, contributing to environmental protection, resource efficiency, and sustainable development.
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Identifiers
What OpenQuestion holds
Registered trials
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.