Analyse a digitized tissue slide
Prepared slides and task labels are provided; specimen processing and clinical sign-off are outside the model evaluation.
SCIENCE UNDER AUTOMATION
AI in Computational pathology: capabilities and evidence
Evaluated on 25 cancer subtyping and pathomics tasks
What has AI demonstrated?
Evaluated on 25 cancer subtyping and pathomics tasks
- Test
- Digital whole-slide images; task-specific AUROC comparisons, not a single diagnostic accuracy.
- Comparison
- Other pathology foundation models; not replacement of a complete pathology service.
- System and version
- Prov-GigaPath · 2024
- Evidence checked
- 2026-10-21
Prepared slides and task labels are provided; specimen processing and clinical sign-off are outside the model evaluation.
What does the field require?
Analyse a digitized tissue slide
- Prepare a usable tissue specimen
Provisional autonomy mapping for this requirement. Prepared slides and task labels are provided; specimen processing and clinical sign-off are outside the model evaluation.
Prov-GigaPath - Extract features and classify tissue
Provisional autonomy mapping for this requirement. Prepared slides and task labels are provided; specimen processing and clinical sign-off are outside the model evaluation.
Prov-GigaPath - Resolve artefacts and clinical context
Provisional autonomy mapping for this requirement. Prepared slides and task labels are provided; specimen processing and clinical sign-off are outside the model evaluation.
Prov-GigaPath
Establish a new disease mechanism
- Select informative tissue and assays
Not tested by this source; capability remains unassessed.
Prov-GigaPath - Validate across patient populations
Not tested by this source; capability remains unassessed.
Prov-GigaPath - Establish causal biological interpretation
Not tested by this source; capability remains unassessed.
Prov-GigaPath
Research tasks
Establish a new disease mechanism
This broader workflow has not been evaluated by the cited demonstration.
Can AI replace the whole workflow?
The results above measure specific tasks. The field assessment also requires completion of the connected workflow, including the requirements listed here. A field-wide replacement percentage has not been established.
Read the assessment method