Use Case: Biotechnology Researcher Using SCiNiTO’s End-to-End Workflow

Use Case: Biotechnology Researcher Using SCiNiTO’s End-to-End Workflow

Researcher:
Dr. Sara M., PhD candidate in Biotechnology
Goal: Investigate gene editing approaches in antibiotic-resistant bacteria and prepare a manuscript for publication in a Q1 journal.

Step 1: Research Project Initiation

Sara begins by defining her project scope: “Exploring the application of CRISPR-Cas systems in combatting multidrug-resistant bacterial infections.”

Using SCiNiTO’s Projects feature, she creates a new project titled “CRISPR in Antibiotic Resistance” and outlines her objectives in the description. This helps her structure her workflow from day one.

Step 2: Literature Review (Search + AI Chat)

Sara uses SCiNiTO’s Search feature to perform a literature review. She filters results by:

  • Publication Year: 2018–2024
  • Field of Study: Biotechnology, Microbiology
  • Access Type: Open Access

She refines her findings by engaging with AI Chat:

Prompt:
“Summarize recent studies on CRISPR-Cas9 in bacterial resistance published after 2020.”

AI Chat returns summarized insights and lists high-impact papers, which Sara bookmarks and adds to her project folder.

Step 3: Paper Reading & Annotation

Sara reads selected articles and uses annotation tools within her project to:

  • Highlight CRISPR methodologies used
  • Note gaps in experimental validation
  • Add citations for later use

These annotations are automatically saved to her project for easy reference.

Step 4: AI Chat Interaction for Deeper Insights

To support her experiment design, Sara returns to AI Chat and asks:

“What are the common delivery systems for CRISPR in Gram-negative bacteria?”

AI Chat lists vectors and recent developments with citations. She adds this information to her methodology notes. She also Ask AI chat to create a Table for organizing her outcome.

Step 5: Manuscript Drafting & Collaboration

Using her project space, Sara starts drafting sections of her paper and collaborates with her advisor by:

  • Sharing the project
  • Receiving feedback via shared annotations

Step 6: Reviewer Agent Feedback

Before finalizing, Sara uploads her manuscript to the Reviewer Agent. SCiNiTO provides detailed, section-by-section feedback:

  • Abstract lacks clarity on objectives
  • Results need more structured interpretation

She revises her draft accordingly and reuploads for a second round of feedback.

Step 7: Journal Recommendation

Once her manuscript is polished, Sara uses the Journal Recommender. She enters her title and abstract, then filters for:

  • Quartile:
    Q1
  • Open Access:
    Optional

SCiNiTO recommends five high-impact journals with detailed metrics. Sara selects a reputable open-access journal with a strong SJR score.

Step 8: Manuscript Finalization & Ready for Submit

With her manuscript thoroughly reviewed and revised, Sara prepares the final version for submission. SCiNiTO has helped her refine the content, verify journal compatibility, and organize all references.

Although SCiNiTO does not support direct submission to journals, it equips her with everything she needs to confidently complete the process. Sara visits the selected journal’s official website and follows their submission guidelines to upload her manuscript.

Sara efficiently completes her research cycle—literature review to manuscript submission—without leaving the SCiNiTO platform. She saves time, enhances the quality of her work, and boosts her confidence in selecting the right journal.

Best Practice Takeaway:
SCiNiTO supports an integrated, researcher-centric workflow that streamlines every stage of the research process—especially beneficial for early-career researchers.


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