Methodology

How the risk-signal monitor works

Clinical Program Risk Radar is a public-data surveillance and benchmarking tool. It does not predict clinical failure, accuse sponsors, determine regulatory noncompliance, provide investment advice, or interpret patents legally. Findings should be reviewed by qualified clinical, operational, legal, and business experts before use.

Data sources

Reference set

  • ClinicalTrials.gov API v2
  • Treelip monthly snapshot archive
  • Optional patent activity appendix via local fallback sample
Disclaimer

Conservative use only

Clinical Program Risk Radar is a public-data surveillance and benchmarking tool. It does not predict clinical failure, accuse sponsors, determine regulatory noncompliance, provide investment advice, or interpret patents legally. Findings should be reviewed by qualified clinical, operational, legal, and business experts before use.

Framework area

Data sources

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Trial cohort definition

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Asset and sponsor normalization

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Registry stop signals

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Timeline staleness signals

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Results-availability signals

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Recruitment burden signals

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Program-level aggregation

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Snapshot archive

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Patent activity appendix

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Manual review process

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.

Framework area

Limitations

This section documents deterministic public-signal extraction and snapshot logic rather than predictive modeling.