Performs systematic literature review following PRISMA guidelines with search strategy documentation. Use when conducting systematic reviews, documenting search strategies, or performing PRISMA analyses.
Systematic reviews form the highest level of clinical evidence and are required for regulatory submissions (ICH M4E CTD Module 2.5 Clinical Overview), health technology assessments, and clinical guideline development. Unlike narrative reviews, systematic reviews follow a reproducible, auditable methodology that minimizes selection bias. This skill implements the PRISMA 2020 statement (Page et al., BMJ 2021), Cochrane Handbook methodology, and PROSPERO registration standards to produce reviews that meet journal, regulatory, and HTA body requirements.
Checkpoint A — Intake and Scoping
Required Intake Questions
What is the review question structured using PICOS (Population, Intervention, Comparator, Outcomes, Study design)?
Is this review for a regulatory submission (NDA/BLA clinical overview), HTA dossier, clinical guideline, or publication?
Has the protocol been registered in PROSPERO, OSF, or another registry?
Are there existing systematic reviews on this topic that need updating rather than replication?
What databases must be searched (PubMed/MEDLINE, Embase, Cochrane CENTRAL, CINAHL, PsycINFO, Web of Science)?
Is grey-literature searching required (ClinicalTrials.gov, WHO ICTRP, conference abstracts, FDA reviews)?
What date range and language restrictions (if any) apply?
How many reviewers are available for dual independent screening?
Is a meta-analysis planned, or is this a qualitative synthesis only?
What is the target completion date?
Required Source Documents
Draft PICOS framework
Preliminary search results or scoping search
PROSPERO registration (or draft protocol)
Relevant prior systematic reviews in the same therapeutic area
Funder/sponsor requirements for evidence review scope
Build a reproducible search strategy with a medical librarian or information specialist:
Identify key concepts: Break the PICOS question into 2-4 search concept blocks
Term selection: For each concept, compile controlled vocabulary (MeSH terms for MEDLINE, Emtree for Embase) AND free-text synonyms, variant spellings, abbreviations
Boolean logic: Combine terms within concepts using OR; combine concepts using AND
Filters: Apply validated study-design filters only when justified (e.g., Cochrane RCT filter for MEDLINE); avoid over-filtering that may miss relevant studies
Documentation: Record the exact search string, database, date of search, and number of results for each database — this is a PRISMA requirement
Sensitivity testing: Run the search and verify it captures known key studies (a priori reference set of 5-10 publications)
Peer review: Submit the search strategy for peer review using the PRESS (Peer Review of Electronic Search Strategies) checklist
Step 2 — Screen and Select Studies
Apply the pre-defined eligibility criteria through a two-phase screening process:
Phase 1: Title/Abstract Screening
Two independent reviewers screen all retrieved records
Use reference management software (Covidence, Rayyan, EPPI-Reviewer, or equivalent)
Apply liberal inclusion at this stage (when in doubt, include for full-text review)
Record reasons for exclusion at the title/abstract level only in aggregate
Phase 2: Full-Text Screening
Retrieve full text for all records passing Phase 1
Two independent reviewers apply detailed eligibility criteria
Record specific reason for exclusion for each excluded full-text article (required for PRISMA flow diagram)
Resolve disagreements by discussion or third-reviewer adjudication
Calculate inter-rater agreement (Cohen's kappa); report in the methods
Reference Tracking
Hand-search reference lists of included studies and relevant reviews
Conduct forward citation tracking of key included studies
Search clinical trial registries for unpublished results of completed trials
Step 3 — Extract Data
Design and pilot the data extraction form:
Study characteristics: Author, year, country, study design, setting, funding source, registration number
Comparator: Active comparator or placebo details, co-interventions
Outcomes: Primary and secondary outcome definitions, measurement instruments, timepoints, results (point estimates, measures of variability, sample sizes per group)
Risk of bias domains: Extracted alongside outcome data (not as a separate step)
Dual-independent extraction is required for at least primary outcomes. Pilot the form on 3-5 studies before full extraction. Resolve discrepancies by returning to the source paper.
Step 4 — Assess Risk of Bias
Apply the appropriate validated tool based on study design:
Study Design
Tool
Domains
Randomized trials
Cochrane RoB 2.0
Randomization, deviations, missing data, measurement, selection of reported result
Patient selection, index test, reference standard, flow and timing
Two reviewers independently assess each study
Present results in a risk-of-bias summary figure (traffic-light plot) and graph (weighted bar chart)
Use risk-of-bias judgments to inform sensitivity analyses (exclude high-risk studies) and GRADE certainty assessment
Step 5 — Synthesize Results
Choose the appropriate synthesis method:
Narrative Synthesis (when meta-analysis is not appropriate)
Organize by outcome, population subgroup, or study design
Use structured summary tables (Synthesis Without Meta-analysis — SWiM reporting guideline)
Vote-counting based on direction of effect is acceptable only as a supplement
Quantitative Synthesis (meta-analysis — see also the meta-analysis skill)
Assess clinical and methodological heterogeneity before pooling
If heterogeneity is acceptable (I² < 75% and clinical similarity), pool using random-effects model (DerSimonian-Laird or restricted maximum likelihood)
Present forest plots with individual study estimates, pooled estimate, and 95% CI
Conduct pre-specified subgroup analyses and sensitivity analyses
Step 6 — Assess Certainty of Evidence
Apply the GRADE framework (Grading of Recommendations Assessment, Development and Evaluation):
Risk of bias: Downgrade if majority of evidence is at high risk
Inconsistency: Downgrade if I² is high and unexplained, or point estimates vary widely
Indirectness: Downgrade if population, intervention, comparator, or outcomes differ from the review question
Imprecision: Downgrade if confidence intervals cross the clinical decision threshold or optimal information size is not met
Publication bias: Downgrade if funnel plot is asymmetric, Egger's test is significant, or there are known unpublished studies
Present GRADE Summary of Findings (SoF) tables for each critical and important outcome.
Step 7 — Compile PRISMA-Compliant Report
Structure the final report using the PRISMA 2020 27-item checklist:
Title: Identify as systematic review (and meta-analysis if applicable)
Abstract: Structured abstract per PRISMA for Abstracts
Discussion: Summary of evidence, limitations of evidence and review process, implications for practice and research
Checkpoint B — Pre-Submission Review
PRISMA 2020 checklist is completed with page/section references for all 27 items
PRISMA flow diagram numbers are internally consistent (identified − excluded = included at each stage)
Search strategy is fully reproducible (exact strings, databases, dates documented)
Inter-rater agreement is reported for screening and extraction
Risk-of-bias assessment uses the correct tool for each study design
GRADE SoF tables are completed for all critical outcomes
All forest plots display correct study weights, effect estimates, and CIs
Publication-bias assessment is included (for ≥10 studies per meta-analysis)
PROSPERO record is updated with final results
Funding sources and conflicts of interest are declared
Quality Audit
Search captures all studies in the a priori reference set
No eligible study was excluded without documented reason
Data extraction values match source publications (spot-check at least 20%)
Statistical pooling uses appropriate effect measure (OR, RR, HR, MD, SMD) for the outcome type
Heterogeneity is quantified (I², tau², prediction interval) and explored
Sensitivity analyses are pre-specified in the protocol, not post-hoc
All [VERIFY] flags have been resolved or escalated
Guidelines
Register the protocol before beginning screening — unregistered reviews face scrutiny for reporting bias
Never modify eligibility criteria after seeing the search results without documenting and justifying the amendment
Use dual-independent processes for screening, extraction, and risk-of-bias assessment; single-reviewer shortcuts are unacceptable for publication-quality reviews
Report what was found, including null results — do not suppress non-significant findings
For living systematic reviews, define update frequency and methods in the protocol
When reviews are conducted for regulatory submissions, follow the EMA/FDA-specific evidence-synthesis requirements
Cite the PRISMA 2020 statement (not the original 2009 version) for reviews initiated after 2021
For network meta-analyses, use the PRISMA-NMA extension
Escalate to methodologist when transitivity or coherence assumptions are questionable
This skill produces review methodology and drafts — final synthesis interpretation requires clinical-domain expert review
1---2name: conducting-literature-reviews-systematic3description: Performs systematic literature review following PRISMA guidelines with search strategy documentation. Use when conducting systematic reviews, documenting search strategies, or performing PRISMA analyses.4---56# Conducting Systematic Literature Reviews
78## Why This Skill Exists
910Systematic reviews form the highest level of clinical evidence and are required for regulatory submissions (ICH M4E CTD Module 2.5 Clinical Overview), health technology assessments, and clinical guideline development. Unlike narrative reviews, systematic reviews follow a reproducible, auditable methodology that minimizes selection bias. This skill implements the PRISMA 2020 statement (Page et al., BMJ 2021), Cochrane Handbook methodology, and PROSPERO registration standards to produce reviews that meet journal, regulatory, and HTA body requirements.
1112---
1314## Checkpoint A — Intake and Scoping
1516### Required Intake Questions
171. What is the review question structured using PICOS (Population, Intervention, Comparator, Outcomes, Study design)?
182. Is this review for a regulatory submission (NDA/BLA clinical overview), HTA dossier, clinical guideline, or publication?
193. Has the protocol been registered in PROSPERO, OSF, or another registry?
204. Are there existing systematic reviews on this topic that need updating rather than replication?
215. What databases must be searched (PubMed/MEDLINE, Embase, Cochrane CENTRAL, CINAHL, PsycINFO, Web of Science)?
226. Is grey-literature searching required (ClinicalTrials.gov, WHO ICTRP, conference abstracts, FDA reviews)?
237. What date range and language restrictions (if any) apply?
248. How many reviewers are available for dual independent screening?
259. Is a meta-analysis planned, or is this a qualitative synthesis only?
2610. What is the target completion date?
2728### Required Source Documents
29- Draft PICOS framework
30- Preliminary search results or scoping search
31- PROSPERO registration (or draft protocol)
32- Relevant prior systematic reviews in the same therapeutic area
33- Funder/sponsor requirements for evidence review scope
34- Journal submission guidelines (if publication-targeted)
3536---
3738## Step 1 — Develop the Search Strategy
3940Build a reproducible search strategy with a medical librarian or information specialist:
41421. **Identify key concepts**: Break the PICOS question into 2-4 search concept blocks
432. **Term selection**: For each concept, compile controlled vocabulary (MeSH terms for MEDLINE, Emtree for Embase) AND free-text synonyms, variant spellings, abbreviations
443. **Boolean logic**: Combine terms within concepts using OR; combine concepts using AND
454. **Filters**: Apply validated study-design filters only when justified (e.g., Cochrane RCT filter for MEDLINE); avoid over-filtering that may miss relevant studies
465. **Documentation**: Record the exact search string, database, date of search, and number of results for each database — this is a PRISMA requirement
476. **Sensitivity testing**: Run the search and verify it captures known key studies (a priori reference set of 5-10 publications)
487. **Peer review**: Submit the search strategy for peer review using the PRESS (Peer Review of Electronic Search Strategies) checklist
4950---
5152## Step 2 — Screen and Select Studies
5354Apply the pre-defined eligibility criteria through a two-phase screening process:
5556### Phase 1: Title/Abstract Screening
57- Two independent reviewers screen all retrieved records
58- Use reference management software (Covidence, Rayyan, EPPI-Reviewer, or equivalent)
59- Apply liberal inclusion at this stage (when in doubt, include for full-text review)
60- Record reasons for exclusion at the title/abstract level only in aggregate
6162### Phase 2: Full-Text Screening
63- Retrieve full text for all records passing Phase 1
64- Two independent reviewers apply detailed eligibility criteria
65- Record specific reason for exclusion for each excluded full-text article (required for PRISMA flow diagram)
66- Resolve disagreements by discussion or third-reviewer adjudication
67- Calculate inter-rater agreement (Cohen's kappa); report in the methods
6869### Reference Tracking
70- Hand-search reference lists of included studies and relevant reviews
71- Conduct forward citation tracking of key included studies
72- Search clinical trial registries for unpublished results of completed trials
7374---
7576## Step 3 — Extract Data
7778Design and pilot the data extraction form:
79801. **Study characteristics**: Author, year, country, study design, setting, funding source, registration number
812. **Population**: Sample size, demographics, inclusion/exclusion criteria, disease severity
823. **Intervention/Exposure**: Drug/device/procedure details, dose, duration, administration route
834. **Comparator**: Active comparator or placebo details, co-interventions
845. **Outcomes**: Primary and secondary outcome definitions, measurement instruments, timepoints, results (point estimates, measures of variability, sample sizes per group)
856. **Risk of bias domains**: Extracted alongside outcome data (not as a separate step)
8687Dual-independent extraction is required for at least primary outcomes. Pilot the form on 3-5 studies before full extraction. Resolve discrepancies by returning to the source paper.
8889---
9091## Step 4 — Assess Risk of Bias
9293Apply the appropriate validated tool based on study design:
9495| Study Design | Tool | Domains |
96|--------------|------|---------|
97| Randomized trials | Cochrane RoB 2.0 | Randomization, deviations, missing data, measurement, selection of reported result |
98| Non-randomized interventional | ROBINS-I | Confounding, selection, classification, deviations, missing data, measurement, reporting |
99| Observational (cohort/case-control) | Newcastle-Ottawa Scale | Selection, comparability, outcome/exposure ascertainment |
100| Diagnostic accuracy | QUADAS-2 | Patient selection, index test, reference standard, flow and timing |
101102- Two reviewers independently assess each study
103- Present results in a risk-of-bias summary figure (traffic-light plot) and graph (weighted bar chart)
104- Use risk-of-bias judgments to inform sensitivity analyses (exclude high-risk studies) and GRADE certainty assessment
105106---
107108## Step 5 — Synthesize Results
109110Choose the appropriate synthesis method:
111112### Narrative Synthesis (when meta-analysis is not appropriate)
113- Organize by outcome, population subgroup, or study design
114- Use structured summary tables (Synthesis Without Meta-analysis — SWiM reporting guideline)
115- Vote-counting based on direction of effect is acceptable only as a supplement
116117### Quantitative Synthesis (meta-analysis — see also the meta-analysis skill)
118- Assess clinical and methodological heterogeneity before pooling
119- If heterogeneity is acceptable (I² < 75% and clinical similarity), pool using random-effects model (DerSimonian-Laird or restricted maximum likelihood)
120- Present forest plots with individual study estimates, pooled estimate, and 95% CI
121- Conduct pre-specified subgroup analyses and sensitivity analyses
122123---
124125## Step 6 — Assess Certainty of Evidence
126127Apply the GRADE framework (Grading of Recommendations Assessment, Development and Evaluation):
1281291. **Risk of bias**: Downgrade if majority of evidence is at high risk
1302. **Inconsistency**: Downgrade if I² is high and unexplained, or point estimates vary widely
1313. **Indirectness**: Downgrade if population, intervention, comparator, or outcomes differ from the review question
1324. **Imprecision**: Downgrade if confidence intervals cross the clinical decision threshold or optimal information size is not met
1335. **Publication bias**: Downgrade if funnel plot is asymmetric, Egger's test is significant, or there are known unpublished studies
134135Present GRADE Summary of Findings (SoF) tables for each critical and important outcome.
136137---
138139## Step 7 — Compile PRISMA-Compliant Report
140141Structure the final report using the PRISMA 2020 27-item checklist:
142143- **Title**: Identify as systematic review (and meta-analysis if applicable)
144- **Abstract**: Structured abstract per PRISMA for Abstracts
145- **Methods**: Registration, eligibility, search strategy, selection process, data extraction, risk-of-bias assessment, synthesis methods
146- **Results**: PRISMA flow diagram (identification → screening → eligibility → included), study characteristics table, risk-of-bias figures, forest plots, GRADE SoF tables
147- **Discussion**: Summary of evidence, limitations of evidence and review process, implications for practice and research
148149---
150151## Checkpoint B — Pre-Submission Review
1521531. [ ] PRISMA 2020 checklist is completed with page/section references for all 27 items
1542. [ ] PRISMA flow diagram numbers are internally consistent (identified − excluded = included at each stage)
1553. [ ] Search strategy is fully reproducible (exact strings, databases, dates documented)
1564. [ ] Inter-rater agreement is reported for screening and extraction
1575. [ ] Risk-of-bias assessment uses the correct tool for each study design
1586. [ ] GRADE SoF tables are completed for all critical outcomes
1597. [ ] All forest plots display correct study weights, effect estimates, and CIs
1608. [ ] Publication-bias assessment is included (for ≥10 studies per meta-analysis)
1619. [ ] PROSPERO record is updated with final results
16210. [ ] Funding sources and conflicts of interest are declared
163164---
165166## Quality Audit
167168- [ ] Search captures all studies in the a priori reference set
169- [ ] No eligible study was excluded without documented reason
170- [ ] Data extraction values match source publications (spot-check at least 20%)
171- [ ] Statistical pooling uses appropriate effect measure (OR, RR, HR, MD, SMD) for the outcome type
172- [ ] Heterogeneity is quantified (I², tau², prediction interval) and explored
173- [ ] Sensitivity analyses are pre-specified in the protocol, not post-hoc
174- [ ] All [VERIFY] flags have been resolved or escalated
175176---
177178## Guidelines
1791801. Register the protocol before beginning screening — unregistered reviews face scrutiny for reporting bias
1812. Never modify eligibility criteria after seeing the search results without documenting and justifying the amendment
1823. Use dual-independent processes for screening, extraction, and risk-of-bias assessment; single-reviewer shortcuts are unacceptable for publication-quality reviews
1834. Report what was found, including null results — do not suppress non-significant findings
1845. For living systematic reviews, define update frequency and methods in the protocol
1856. When reviews are conducted for regulatory submissions, follow the EMA/FDA-specific evidence-synthesis requirements
1867. Cite the PRISMA 2020 statement (not the original 2009 version) for reviews initiated after 2021
1878. For network meta-analyses, use the PRISMA-NMA extension
1889. Escalate to methodologist when transitivity or coherence assumptions are questionable
18910. This skill produces review methodology and drafts — final synthesis interpretation requires clinical-domain expert review
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Performs systematic literature review following PRISMA guidelines with search strategy documentation. Use when conducting systematic reviews, documenting search strategies, or performing PRISMA analyses. It is listed under Docs & Writing on SkillMD.
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