Oncology Failure Atlas

Terms of Use

Use conditions and non-claims for Oncology Failure Atlas.

1. Research intelligence only

The Oncology Failure Atlas is a public-data research intelligence platform. It is intended to help users explore publicly reported oncology trial discontinuation patterns.

2. No advice

The platform does not provide clinical, medical, regulatory, financial, investment, or legal advice.

3. No definitive causality

The platform does not determine the definitive cause of any trial's discontinuation. It classifies publicly reported discontinuation patterns using source-linked evidence and confidence-tiered audit logic.

4. RecurSignal™ non-predictive statement

RecurSignal™ is a historical recurrence signal. It is not a prediction, probability, forecast, or risk score.

5. Dataset limitations

The Phase 1 dataset includes terminated and withdrawn oncology trials only. It does not include the full denominator of all attempted, completed, or successful oncology trials and does not calculate a true failure rate.

6. Source limitations

Public source coverage may be incomplete because of metadata gaps, missing NCT IDs in publications, investigational compound naming, drug-name normalization limitations, and source-update timing.

7. User responsibility

Users are responsible for independently verifying any source evidence before making research, commercial, clinical, regulatory, or investment decisions.

8. Proprietary frameworks

MDIP™ and RecurSignal™ are proprietary frameworks developed by Pharma Innovation Research by Sebastian Azar.

Last updated: May 2026