Analysis of extracted references from insurance payer medical policy documents
Same source across different years/editions merged into one row. Shows which evidence sources have the widest cross-payer adoption.
| # | Source | Type | Years | Editions | Payers | Docs | Cited By |
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Top 10 most frequently cited references within each payer's policies. Select a payer to view.
| # | Reference | Type | Policies |
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References cited by the most different insurance companies — cross-payer consensus evidence.
| # | Reference | Type | Payers | Docs | Cited By |
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| # | Reference | Docs | Payers | Cited By |
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| Payer | Policies | Total Refs | Unique Refs | Avg/Policy |
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Pareto analysis, coverage gaps, hidden gems, and evidence mix — the 20% that covers 80%
How few references cover how much of all citations
Most references are cited by only 1 payer
What types of evidence each payer relies on — normalized to 100%
Median publication year of cited references (with P25-P75 range). Who uses newer evidence?
The smallest set of references that touches every payer. These are your highest-leverage references.
| # | Reference | Type | Docs | New Payers Covered | All Payers |
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References cited by 3+ payers that aren't in the top-50 by raw doc count. These represent niche but widely-agreed-upon evidence.
| # | Reference | Type | Payers | Docs | Cited By |
|---|
Which journals matter most, which articles within them drive payer decisions, and how concentrated is each payer's evidence base
Number of policy documents citing each journal, broken down by payer. Darker = more citations.
How many distinct payers cite each journal
What % of each payer's journal refs come from their top 5 and top 10 journals
The most impactful articles within each major journal, ranked by payer spread then document count. Select a journal to view.
| # | Article | Payers | Docs | Cited By |
|---|
Each payer's top 5 journals and how concentrated their evidence base is.
| Payer | Journal Refs | Top 5 % | Top 10 % | Top 5 Journals |
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Policy reference breakdown by medical specialty — Gemini-classified from policy names and ICD-10 codes
Number of policy documents per specialty per payer. Darker = more documents.
Top 10 most frequently cited references within each specialty. Select a specialty to view.
| # | Reference | Type | Policies |
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| Specialty | Policies | Total Refs | Unique Refs | Avg/Policy |
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Select a specialty to see detailed analytics: journal heatmap, top articles, evidence mix, payer recency, overlap, and more
Policy documents citing each journal within this specialty, by payer.
Median publication year (with P25-P75 range) within this specialty
Top 20 most-cited references within this specialty, ranked by cross-payer consensus.
| # | Reference | Type | Payers | Docs | Cited By |
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Top 5 most frequently cited references per payer within this specialty.
| # | Reference | Type | Policies |
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