AI Paper Analysis (DOI)
BioNodulo can turn available paper evidence into a workflow draft. Open a DOI link, give a DOI directly to the assistant, or attach a readable PDF. The app matches supported methods to registered node definitions and their typed ports. A generated graph is not evidence that the published results were reproduced.
Entry points
| URL | Action |
|---|---|
bionodulo.com/doi/<doi> | Open the editor and build a workflow draft automatically |
cloud.bionodulo.com/doi/<doi> | Start analysis directly in the cloud app |
| AI assistant: DOI or attached PDF | Generate a proposal; choose Apply Changes to put it on the canvas |
DOIs are URL-encoded in the path, e.g.
bionodulo.com/doi/10.1038/s41586-021-03819-2.
How it works
- Resolve the DOI to fetch the title, authors, available abstract, and publication metadata.
- Read available evidence from an exact-DOI Europe PMC article or an open-access PDF. An abstract may support a limited draft; missing readable evidence prompts an upload instead of inventing methods.
- Extract text within bounded size and text budgets, prioritizing methods. Scanned or unreadable PDFs need a text-readable copy. Selected excerpts may omit supplements and other details.
- AI processing identifies the computational methods, the software tools mentioned, the input/output data types, and the parameters described.
- Build and check a draft using exact node IDs and compatible named ports. Required input files remain placeholders. Review them and the settings before running; paper import does not execute the workflow.
What you get
- A structured methods summary of the paper’s computational analysis.
- A list of detected tools mapped to BioNodulo nodes (e.g. “BWA-MEM → Alignment node”).
- A workflow draft in the editor, or an assistant proposal to apply.
- Catalog defaults to review. These are not automatically verified or extracted experimental parameters.
- Source information and limitations saved with the draft.
AI suggestions are a starting point, not a guarantee. Always review the generated graph and parameters before running — papers omit details, and tool versions matter for reproducibility.
Pricing
AI analysis is free — no account, no credits. A daily fair-use limit (currently 20 analyses per visitor or team) keeps the service available for everyone and resets within 24 hours.
Privacy
The DOI analysis endpoint processes PDFs in memory rather than storing the PDF file. Selected paper text is sent to the configured AI provider. Analysis results are stored for your team so you can revisit them; anonymous analysis results are not stored in that database. Sign in to save generated workflows to the cloud.