AI Biomedical Agent
Input: $ARGUMENTS
Overview
Systematic procedure for analyzing biomedical questions using structured evidence evaluation. Searches literature, assesses study quality, synthesizes findings, and identifies limitations. Does NOT provide medical advice — produces structured analysis for informed decision-making.
Step 0: Scope and Safety Check
- State the biomedical question precisely
- Classify: basic science / clinical / pharmacological / epidemiological
- Safety gate: If the question is “should I take/stop medication X?” — output is ANALYSIS ONLY, not recommendation. Flag explicitly.
- Identify what kind of evidence would answer this (RCTs, meta-analyses, case studies, mechanistic)
Steps
Step 1: Define the Research Question
- Convert to PICO format where applicable:
- Population: Who/what is being studied?
- Intervention: What treatment/exposure?
- Comparison: Compared to what?
- Outcome: What result matters?
- If not clinical, define: Subject, Mechanism, Evidence type needed
- Identify key terms and synonyms for search
Step 2: Search and Gather Evidence
- Identify source hierarchy:
- Systematic reviews / meta-analyses (highest)
- Randomized controlled trials
- Observational studies (cohort, case-control)
- Case reports / expert opinion (lowest)
- Search: key terms, MeSH terms, known databases
- Note what you can and cannot access
- Flag if evidence base is thin (<3 relevant studies)
Step 3: Assess Evidence Quality
For each piece of evidence:
- Study design strength
- Sample size and statistical power
- Bias risk: selection, performance, detection, attrition, reporting
- Conflict of interest (funding, author affiliations)
- Replication status
- Assign tier: A (strong) / B (moderate) / C (weak) / D (very weak)
Step 4: Synthesize Findings
- What do highest-quality studies show?
- Consensus or disagreement? If disagreement, what explains it?
- Effect size (not just significance — how large?)
- Confidence intervals
- Dose-response relationship if applicable
Step 5: Assess Drug Interactions (if applicable)
- Identify all substances mentioned
- Check interaction mechanisms: CYP450, protein binding, pharmacodynamic
- Severity: major / moderate / minor / theoretical
- Evidence basis for each interaction
Step 6: Identify Limitations and Gaps
- What questions remain unanswered?
- What populations are understudied?
- Where is evidence weakest?
- What would change the conclusion if discovered?
Step 7: Report
BIOMEDICAL ANALYSIS
Question: [PICO or structured question]
Evidence tier: [A/B/C/D overall]
Key findings:
1. [finding] — Evidence: [tier] — Source: [type]
2. [finding] — Evidence: [tier] — Source: [type]
Synthesis: [what the evidence overall suggests]
Confidence: [high/moderate/low] — [reasoning]
Limitations:
- [limitation 1]
- [limitation 2]
NOT medical advice. Analysis only.
When to Use
- Evaluating biomedical research claims
- Understanding drug mechanisms or interactions
- Interpreting clinical study results
- Assessing evidence for health interventions
Verification
- Question stated in structured format
- Evidence sources identified with quality tiers
- Study quality assessed (not just cited)
- Effect sizes reported (not just significance)
- Limitations explicitly stated
- No medical advice given — analysis only