SkillsLib.ai

Evidence Synthesis & Systematic Review Support for Medical Librarians

Accelerate systematic reviews with AI-powered evidence screening and data extraction

3.5(6 reviews)
100+ downloads
Updated Nov 2026

What You Can Do

Streamline your systematic reviews by using Claude to screen abstracts against inclusion criteria, extract structured data from full texts, and synthesize findings across studies. Reduce manual screening time by 60-80% while maintaining rigorous documentation of your review methodology. Claude becomes your collaborative partner throughout the entire evidence synthesis workflow, from protocol planning to final data synthesis.

Features

Automated Abstract Screening

Screen hundreds of abstracts against PICOS criteria and inclusion/exclusion rules in minutes, with documented rationale for each decision

Structured Data Extraction

Extract and standardize data fields from research papers—study design, population, interventions, outcomes, results—in consistent table formats

Quality & Risk of Bias Assessment

Evaluate methodological rigor using Cochrane RoB 2, GRADE, or JBI frameworks with supporting evidence and bias domain ratings

Findings Synthesis & Organization

Organize study findings thematically, identify patterns across diverse designs, and generate strength-of-evidence statements

PRISMA Protocol & Documentation

Generate systematic review protocol checkpoints, flow diagrams, and registration-ready documentation for PROSPERO

Decision Audit Trail

Maintain transparent logs of all screening decisions and extraction rules, supporting reproducibility and methods sections

Bibliography & Citation Integration

Work with RIS, BibTeX, and JSON formats to ingest reference lists and maintain study-level metadata throughout review

Example Output

Example 1: Abstract Screening Summary

PubMed IDTitleDecisionRationale
38214567Metformin and cardiovascular outcomes in type 2 diabetesINCLUDERCT design, population ≥18y with T2D, intervention: metformin, outcome: CV events
38156234Insulin glargine in geriatric patientsEXCLUDEPopulation: geriatric (age cutoff specified ≥60), intervention: insulin not metformin
38091456Effects of GLP-1 agonists on HbA1cUNCLEARIntervention partially overlaps (combinotherapy with metformin). Needs full-text review.

Example 2: Data Extraction Table

Study IDDesignNMean AgeInterventionDurationPrimary OutcomeEffect Sizep-valueFunding
Adams2022RCT45058.3yMetformin 1g BID24 monthsHbA1c reduction1.2% (95% CI: 0.9–1.5%)<0.001NIH

Example 3: Risk of Bias Summary

Bias DomainRisk LevelEvidenceRating
Selection biasLowRandomization sequence generated by computer, allocation concealment used✓
Performance biasSome concernsSingle-blind design; patients aware of intervention⚠
Detection biasLowOutcome assessors blinded to allocation✓
Overall RiskLowMost domains low risk; performance bias acceptableIncluded in meta-analysis

What's Included

  • Screening Workflow Templates: Pre-built decision trees for PICOS frameworks, Cochrane Consumers and Communication criteria, and custom inclusion rules
  • Data Extraction Schemas: Customizable templates for RCTs, cohort studies, qualitative research, and diagnostic accuracy studies with field validation
  • Critical Appraisal Tools: Integration with Cochrane Risk of Bias 2, GRADE assessments, JBI checklists, and CASP instruments
  • Synthesis Prompts & Frameworks: Guided prompts for thematic synthesis, narrative reviews, vote-counting meta-analysis, and complex interventions
  • Documentation & Reporting Templates: PRISMA 2020 checklist, PROSPERO registration scaffold, flow diagram data, and supplementary tables ready for publication
  • Quality Control Workflows: Prompts for inter-rater reliability checks, consistency verification across screeners, and duplicate-study detection

Who It's For

  • Medical Librarians
  • Clinical Research Scientists
  • Evidence Synthesis Coordinators
  • Healthcare Policy & Guidelines Developers
  • Graduate Students & Doctoral Researchers

Best For

  • Accelerating initial abstract screening at scale
  • Standardizing data extraction across diverse study types
  • Conducting methodological quality assessments
  • Organizing complex syntheses with multiple outcomes
  • Generating PRISMA-compliant documentation

You might also like

Manuscript Evaluation & Editorial Decision Support
$35
Manuscript Evaluation & Editorial Decision Support

Streamline your editorial workflow by automatically synthesizing peer review feedback into actionable quality assessments. This skill transforms multiple reviewer comments into structured evaluation reports with recommendations for accept, revise, or reject decisions. You'll save hours consolidating reviews and make more consistent, defensible editorial choices backed by consistent quality criteria.

Grant & Contract Compliance Audit Assistant
$40
Audit3.3(4)
Grant & Contract Compliance Audit Assistant

You can conduct comprehensive, systematic compliance audits for grants and contracts by analyzing documents against regulatory requirements, categorizing risks by severity, and documenting findings with supporting evidence. The skill generates detailed audit reports, regulatory gap analyses, and remediation roadmaps tailored to your specific compliance framework (FAR, OMB circulars, funder requirements, etc.). It accelerates audit cycles by automating finding documentation, comparative compliance mapping, and risk prioritization.

Subcontract Compliance Analyzer
$45
Subcontract Compliance Analyzer

Analyze subcontract terms against federal regulations, identify compliance gaps in seconds, and automatically generate flow-down requirement matrices. You get a complete compliance assessment that maps required clauses, highlights missing provisions, rates risk severity, and recommends remediation steps for research grants and federal contracts.

Pre-Award Proposal Compliance & Quality Assurance
$30
Pre-Award3.8(4)
Pre-Award Proposal Compliance & Quality Assurance

This skill systematically reviews your research proposal against funder requirements, institutional policies, and compliance checkpoints to identify issues before submission. It validates proposal structure, budget justifications, and timelines while flagging common violations that could trigger desk rejections or revision requests. You'll receive a detailed compliance report with specific issues, severity levels, and actionable remediation steps for each funder type.

Peer Review Framework
$20
Peer Review Framework

This skill guides you through the peer review process with structured decision frameworks, scoring rubrics, and ethical guidelines. You'll produce detailed, constructive feedback that identifies strengths and weaknesses while maintaining professional standards. The framework ensures consistent, fair evaluation across different manuscript types and research domains.

Sponsored Programs Compliance & Documentation Assistant
$30
Sponsored Programs Compliance & Documentation Assistant

This skill helps you manage sponsored research compliance requirements, generate required documentation, and track regulatory obligations. You can create compliance checklists, audit existing documentation against funder requirements, generate compliance reports, and maintain organized records of all sponsored program activities.

Subcontracts Intelligence & Compliance Assistant
$40
Subcontracts Intelligence & Compliance Assistant

This skill automates subcontract review and compliance analysis. You paste contract text or terms, and Claude extracts key obligations, identifies compliance gaps, flags regulatory risks, scores vendor risk exposure, and generates compliance checklists. It surfaces hidden liabilities, tracks payment terms and performance milestones, and highlights insurance or certification requirements—saving weeks of manual legal review.

Public Librarian Research Guidance & Consultation Skill
$25
Public3.0(3)
Public Librarian Research Guidance & Consultation Skill

Provide comprehensive research guidance to library patrons by creating customized search strategies, evaluating information sources, and developing literacy materials. You can conduct consultations, design reference guides, and help patrons navigate complex research questions across any subject area.

$45.00