PaperoAI / DistillAI literature summarization

Research applicability

Supports preliminary extraction and synthesis of pharmaceutical research papers, not evidence of better drug-discovery outcomes or a substitute for full critical appraisal.

Getting started

Untested editorial guidance: inspect the actual GitLab repository rather than its placeholder clone URL, check configuration and evaluate one permitted paper by comparing every summary field with its original text.

Maintenance

README retrieved on 2026-10-17; future maintenance not verified.

License

Consult repository and each dependency/data licence; no independent legal audit.

Workflow & human oversight

Workflow level left unspecified for this resource-level listing. Researchers choose scope, inspect inputs and methods, and verify generated outputs before reuse.

Workflow level is not an evidence score; higher is not better evidence.

Approach

The README describes extracting PubMed abstracts and metadata or PDF text, prompting Gemini with prior feedback, and returning structured JSON stored in PostgreSQL and cached in Redis. This is a documentation-level description rather than an exercised application.

Limitations

README-only review. The repository is PaperoAI but the README title is DistillAI and its clone command is a placeholder; use the actual GitLab source and verify setup. Accuracy, throughput, improved feedback and drug-discovery acceleration claims lack reproduced evidence here. Summaries can omit context or hallucinate; PubMed input is described as abstract/metadata, not guaranteed full text. No security or clinical validation was performed.

Reproducibility

Primary README source check only; no installation, execution, security test or performance reproduction.

Adoption requirements

README lists Node.js v18+, PostgreSQL, Redis and Gemini/NCBI configuration. Confirm paper rights and provider privacy terms before sending text to external services. Audit authentication and mock seeded accounts before any deployment.