agriculture3 papersavg year 2025weak evidence

Continued research and innovation in biotechnology

Research gap analysis derived from 3 agriculture papers in our local library.

The gap

Continued research and innovation in biotechnology will be essential for developing resilient agricultural systems capable of meeting future food demands while protecting environmental resources.

Evidence profile

Sourced from the future-work section and future work and stated research gap of the source papers, classified as general, drawn from work published between 2023 and 2026, spanning 3 journals. Those papers have been cited 7 times in total.

Research trend

Established — well-defined area with open sub-problems.

Supporting evidence — 5 representative gaps

  • Biotechnologically Engineered Plants (2023) · Biology · cited 7× · doi

    Further study on the potential applications and limitations of transgenic plants. Optimization of the process of using plants as a means of production. Exploration of the use of genome editing technologies to generate crops resistant to pathogens.

    generalfuture-work section
    Keywords: further study potential applications limitations transgenic plants optimization
  • The Biopesticide Revolution: AI, Genomics, and Microbiome Engineering on a Global Scale (2026) · Trends in Animal and Plant Sciences · doi

    The future of crop protection is expected to be shaped by the convergence of advanced biotechnology, artificial intelligence, precision agriculture, and microbiome science. Among the most transformative is CRISPR-Cas gene-editing technology, innovations which offers unprecedented precision in modifying genes associated with pest resistance, disease tolerance, and beneficial microbial interactions (Wang introduction, CRISPR has et al., 2022). Since significantly accelerated plant improvement efforts by enabling targeted genetic modifications without introducing extensive foreign DNA. Researchers are already exploring gene-edited microbial biopesticides capable antimicrobial compounds, improved environmental persistence, and greater effectiveness against resistant pathogens (Halder et al., 2022). producing enhanced its of Table 4: Current Limitations and Proposed Technological Solutions.

    generalfuture workevidence 5/5
    Keywords: precision crispr gene microbial future crop protection expected shaped convergence advanced biotechnology artificial intelligence agriculture
  • The Biopesticide Revolution: AI, Genomics, and Microbiome Engineering on a Global Scale (2026) · Trends in Animal and Plant Sciences · doi

    The paper identifies a gap in the understanding of the role of genomics, AI, and microbiome engineering in biopesticide research. The paper highlights the need for advanced technologies to overcome the limitations of conventional chemical pesticides. The paper identifies a gap in the development of personalized microbiome solutions for biological crop protection.

    generalstated research gapevidence 5/5
    Keywords: paper identifies gap understanding role genomics microbiome engineering
  • The Biopesticide Revolution: AI, Genomics, and Microbiome Engineering on a Global Scale (2026) · Trends in Animal and Plant Sciences · doi

    Future research should focus on the intersection of CRISPR-based microbial engineering and multi-omics integration. Future research should explore the use of autonomous AI systems and digital agriculture platforms for decision support systems. Future research should investigate the potential of personalized microbiome solutions for biological crop protection.

    generalfuture-work sectionevidence 5/5
    Keywords: future research focus intersection crispr-based microbial engineering multi-omics
  • Role of Modern Biotechnology in Sustainable Agriculture, Crop Improvement, and Global Food Security (2026) · International Journal for Research in Applied Science and Engineering Technology · doi

    Continued research and innovation in biotechnology will be essential for developing resilient agricultural systems capable of meeting future food demands while protecting environmental resources.

    generalfuture workevidence 4/5
    Keywords: continued innovation biotechnology essential developing resilient agricultural systems capable meeting future food demands protecting environmental

Questions about this gap

Continued research and innovation in biotechnology will be essential for developing resilient agricultural systems capable of meeting future food demands while protecting environme… This is supported by 5 representative gap statements extracted from 3 papers, rated weak evidence.

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