How it works
RAGMD is a clinical evidence engine — not a generic medical chatbot. Evidence first. AI second.
1
RAGMD identifies the population, intervention, outcomes, and type of evidence needed.
2
RAGMD searches its evidence library and expands to current literature when needed.
3
Studies are evaluated for relevance, design, directness, quality, precision, and applicability.
4
RAGMD identifies credible conflicting evidence and examines why studies differ.
5
The answer is generated from the evidence, with claims connected to sources.
6
RAGMD explains how strongly the body of evidence supports the conclusion.
Progressive depth
Scan what you need now — drill into studies, comparisons, and sources when you have more time.
10 seconds
The clinical takeaway and how strongly the evidence supports it.
1 minute
Structured sections for a quick clinical read.
5 minutes+
Deep comparison, teaching, and source verification when you need more.
Example
For appropriately selected hypogonadal men, current higher-quality evidence does not support a blanket increase in major cardiovascular events from testosterone replacement. Risk still depends on indication, formulation, monitoring, and baseline cardiovascular status. [1–3]
Large randomized trials and contemporary syntheses do not consistently show excess major adverse cardiac events in appropriately indicated hypogonadal men on monitored testosterone therapy.
Older observational cohorts raised cardiovascular concern, but design limitations and treatment-selection bias limit how directly those signals apply to current practice.
Optimal monitoring thresholds, patient selection in high-risk cardiovascular disease, and long-term outcomes beyond trial follow-up remain active clinical judgment areas.
Landmark RCT
Representative pivotal study from the evidence base
Large randomized trials and contemporary syntheses do not consistently show excess major adverse cardiac events in appropriately indicated hypogonadal men on monitored testosterone therapy.
Trust
Inspect the studies behind the answer. RAGMD links research evidence to its published source, including PubMed identifiers when available.
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