parthchandak02/literature-review-assistant
Research Article Writer documents a question-to-manuscript literature-review pipeline with database search, AI screening, extraction and synthesis. Documentation describes intended use; research outcomes were not independently evaluated.
L3Multi-step tool-using agentic workflow (workflow level, not a quality rating) Source: Repository-documented Outcome: Not empirically evaluated here
Research applicability
Research Article Writer documents a question-to-manuscript literature-review pipeline with database search, AI screening, extraction and synthesis.
Getting started
Editorial suggestion: read the primary source and limitations before adapting any method; no installation or trial performed.
Maintenance
Source snapshot checked 2026-11-01; ongoing maintenance, installed behavior and current-version parity not generally verified.
License
Consult original licence and data/provider terms; source access is not reuse clearance. No licence/rights audit or installation was performed.
Workflow & human oversight
Scoped L3: User sets the question, reviews generated configuration and can enable a screening approval checkpoint; the pipeline coordinates database search, screening, extraction, synthesis and writing. L3 applies to this documented configured review flow, not guaranteed use of human approval on every run. Final researcher validation remains necessary; no iterative experimental research remit supports L4. Human control/boundary: User sets the question, reviews generated configuration and can enable a screening approval checkpoint; the pipeline coordinates database search, screening, extraction, synthesis and writing. L3 applies to this documented configured review flow, not guaranteed use of human approval on every run. Final researcher validation remains necessary; no iterative experimental research remit supports L4.
Workflow level is not an evidence score; higher is not better evidence.
Approach
Research Article Writer documents a question-to-manuscript literature-review pipeline with database search, AI screening, extraction and synthesis. Documented steps: Research Article Writer documents a question-to-manuscript literature-review pipeline with database search, AI screening, extraction and synthesis.
Outcomes (as reported by the originating team)
Author reports or documentation only, not independently reproduced. No independent reproduction was performed here.
Limitations
README claims PRISMA compliance; compliance, screening accuracy and manuscript quality were not verified. API credentials and local Python/frontend setup are needed.
Reproducibility
Primary-source text was read and preserved with provenance hashes. No candidate code, model, benchmark, data upload or claimed outcome was executed/reproduced.
Adoption requirements
Verify research scope, data rights, tool requirements and outputs before use; these editorial suggestions were not executed.
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