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Latest articles, guides, and updates.

Researchers: Fix RIS Imports in EndNote and Zotero, Repair Checklist
Step-by-step EndNote and Zotero import instructions for researchers, plus a repair checklist, a 5-record test and tips to avoid 300 item bulk limits.

Protocol Ready Systematic Review Team Roles and Duplication Controls
Protocol ready checklist for researchers. Assign concrete roles, enforce duplicate screening with a third adjudicator, and include a contribution matrix...

6 Steps to Resolve Screening Conflicts for PRISMA Aligned Review Teams
PRISMA aligned playbook for review teams: 6 step checklist, 10 to 20 minute timeboxed discussions, adjudication rules, and IRR checkpoints to close conflicts.

15 minute test for reviewers: PRISMA compliant software checklist map
Verify PRISMA compliant software in 15 minutes. Learn to map checklist items to workflow fields, run a sample export, and test PaperSynapse with your data.
Track Exclusion Reasons for Review Teams: Pilot 50–100, Lock Codes
Lock a protocol-first exclusion vocabulary, pilot 50–100 records, use machine-readable codes, and capture reviewer and timestamp for PRISMA-ready reporting.

Pilot 3–5 then 50–100: PRISMA Aligned Data Cleaning for Review Teams
A reproducibility-first checklist for review teams: pilot 3–5 then 50–100, align with PRISMA and Cochrane, dedupe by DOI/PMID, validate, and snapshot your...

Scoping Review Automation: RAISE/PRISMA Method + Papersynapse for Teams
A method-first guide for review teams on scoping review automation: pilot 5–10% validation, RAISE/PRISMA reporting steps, and a Papersynapse example.

Avoid Weeks of Rework: Extraction Form Design for Systematic Reviewers
Checklist for systematic reviewers to design, pilot, version, and validate extraction forms. Pilot 3 to 5 studies and verify AI output.

Researchers: Five Method Families in Ontology Mapping Literature
Survey for researchers: five method families, OAEI benchmarks, SSSOM guidance, embedding and LLM trends, plus a reproducible checklist.

5 Practices for Reproducible Data Extraction by Review Teams
Method first steps for review teams to produce machine readable extraction: pilot 3–5 studies, dual extract critical fields, validate LLMs.

7 Step Screener Calibration for Review Teams Mapped to PRISMA/Cochrane
Protocol ready checklist for reviewers to align screeners, run 7 step calibration pilots, report kappa, and map decisions to PRISMA/Cochrane.

PRISMA and automation in screening workflow design for review teams
PRISMA compliant screening workflow design for academic review teams: a five stage pilot tested process with automation guardrails and audit ready PRISMA...