Methodology

How the benchmark works

Protocol Benchmark Radar is a public-data screening and benchmarking tool. It does not provide medical advice, regulatory advice, investment advice, legal advice, patent-validity opinions, or protocol recommendations.

Data sources

Reference set

  • ClinicalTrials.gov API v2
  • FDA lupus nephritis guidance (methodology context only)
  • KDIGO 2024 lupus nephritis guideline (methodology context only)
Disclaimer

Conservative use only

Protocol Benchmark Radar is a public-data screening and benchmarking tool. It does not provide medical advice, regulatory advice, investment advice, legal advice, patent-validity opinions, or protocol recommendations. Findings should be reviewed by qualified clinical, regulatory, and legal experts before use.

Framework area

Data sources

This section documents deterministic extraction and benchmarking logic from public registry text, with manual review required for ambiguous signals.

Framework area

Trial cohort definition

This section documents deterministic extraction and benchmarking logic from public registry text, with manual review required for ambiguous signals.

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Endpoint ontology

This section documents deterministic extraction and benchmarking logic from public registry text, with manual review required for ambiguous signals.

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Eligibility feature extraction

This section documents deterministic extraction and benchmarking logic from public registry text, with manual review required for ambiguous signals.

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Biomarker/subgroup extraction

This section documents deterministic extraction and benchmarking logic from public registry text, with manual review required for ambiguous signals.

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Comparator/background therapy extraction

This section documents deterministic extraction and benchmarking logic from public registry text, with manual review required for ambiguous signals.

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Scoring logic

This section documents deterministic extraction and benchmarking logic from public registry text, with manual review required for ambiguous signals.

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Patent signal appendix

This section documents deterministic extraction and benchmarking logic from public registry text, with manual review required for ambiguous signals.

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Manual review process

This section documents deterministic extraction and benchmarking logic from public registry text, with manual review required for ambiguous signals.

Framework area

Limitations

This section documents deterministic extraction and benchmarking logic from public registry text, with manual review required for ambiguous signals.