Counterfactual Retrieval
Cross-source consensus on Counterfactual Retrieval from 1 sources and 5 claims.
1 sources · 5 claims
How it works
Benefits
Preparation
Evidence quality
Highlighted claims
- The breast cancer counterfactual changed only staging metadata from an earlier-stage profile to a more advanced profile. — Linking spatial biology and clinical histology via Haiku
- The lung adenocarcinoma counterfactual changed only survival status to Alive for one deceased patient. — Linking spatial biology and clinical histology via Haiku
- Counterfactual analyses were exploratory and hypothesis-generating rather than clinically validated. — Linking spatial biology and clinical histology via Haiku
- Counterfactual retrieval changes the retrieved set of real measured mIF patches after a controlled metadata edit while holding morphology fixed. — Linking spatial biology and clinical histology via Haiku
- The lung survival perturbation produced a favorable-outcome pattern involving immune activation, checkpoint reductions, suppressive myeloid decreases, ECM or barrier reduction, and lower Ki67 at the tumor-stroma interface. — Linking spatial biology and clinical histology via Haiku