ArticleiScience2025
Analyzing the contributions of biofuels, biomass, and bioenergy to sustainable development goals.
Article in iScience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 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
7 citing papers in PubMed.
- Explainable machine learning and physics-constrained optimization of chalcogen catalysts for sustainable hydrogen production.iScience · 2026Article
- Biomass to bio-CNG from sorghum varieties for biogas production, energy recovery, and emission mitigation.Scientific reports · 2026Article
- Multi-omics elucidation of resource allocation for enhanced ethanol production via precise glucose control in anaerobicSynthetic and systems biotechnology · 2026Article
- Hyper-Cross-Linked Microporous Polymers as Cheap and Efficient Catalysts for the Synthesis of Biodiesel.ACS applied engineering materials · 2026Article
- Integrated Mechanical and Chemical Diagnostics for Engine Health Monitoring Using Biodiesel Blends.ACS omega · 2026Article
- Integrating artificial intelligence and conventional approaches in sugarcane bagasse biorefineries: a review towards a circular bioeconomy.Frontiers in bioengineering and biotechnology · 2026Review
- Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Biofuels, biomass, and bioenergy are pivotal in transitioning to sustainable energy systems while addressing global energy demands and supporting the UN sustainable development goals (SDGs). This study synthesizes research on biofuels, from first-to fourth-generation technologies, highlighting their potential to reduce greenhouse gas emissions, enhance energy security, and foster economic growth. Using the PRISMA framework, machine learning-based SDG mapping and BERTopic modeling, the analysis identifies two thematic clusters: one focused on sustainable energy and climate resilience (SDGs 7, 12, and 13) and the other on socioeconomic development and equity (SDGs 1, 8, and 15). Topics such as bioeconomic development and supply chain optimization emphasize systemic innovation and process efficiency. The study underscores the role of policy, international collaboration, and emerging technologies like AI in advancing biofuel systems. Investments in infrastructure and capacity building are vital to aligning bioenergy development with global sustainability goals.
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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.