UNI | configuration

Overview

An explanatory profile has not yet been reviewed for this record.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Evaluations and results

10 evaluations · 10 results. Different protocols are not a single leaderboard.

Sorted by Pearson (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configuration	Protocol and dataset	Pearson
UNIEvaluation	HEST-Benchmark SKCM: Gene expression prediction from histology, Skin cutaneous melanoma, HEST-Benchmark SKCM (HEST-Benchmark split)	0.613 ±0.02 (best in column)
UNIEvaluation	HEST-Benchmark LUNG: Gene expression prediction from histology, Lung, HEST-Benchmark LUNG (HEST-Benchmark split)	0.511 ±0.03
UNIEvaluation	HEST-Benchmark IDC: Gene expression prediction from histology, Invasive ductal carcinoma, HEST-Benchmark IDC (HEST-Benchmark split)	0.502 ±0.06
UNIEvaluation	HEST-Benchmark PAAD: Gene expression prediction from histology, Pancreatic adenocarcinoma, HEST-Benchmark PAAD (HEST-Benchmark split)	0.424 ±0.06
UNIEvaluation	HEST-Benchmark PRAD: Gene expression prediction from histology, Prostate adenocarcinoma, HEST-Benchmark PRAD (HEST-Benchmark split)	0.357 ±0.00
UNIEvaluation	HEST-Benchmark LYMPH_IDC: Gene expression prediction from histology, Lymph node metastasis of invasive ductal carcinoma, HEST-Benchmark LYMPH_IDC (HEST-Benchmark split)	0.234 ±0.05
UNIEvaluation	HEST-Benchmark CCRCC: Gene expression prediction from histology, Clear cell renal cell carcinoma, HEST-Benchmark CCRCC (HEST-Benchmark split)	0.186 ±0.05
UNIEvaluation	HEST-Benchmark READ: Gene expression prediction from histology, Rectum adenocarcinoma, HEST-Benchmark READ (HEST-Benchmark split)	0.162 ±0.08
UNIEvaluation	HEST-Benchmark COAD: Gene expression prediction from histology, Colon adenocarcinoma, HEST-Benchmark COAD (HEST-Benchmark split)	0.147 ±0.05
UNIEvaluation	HEST-Benchmark HCC: Gene expression prediction from histology, Hepatocellular carcinoma, HEST-Benchmark HCC (HEST-Benchmark split)	0.051 ±0.00

All 10 result rows with coverage, uncertainty and sources

Filter evaluations

Tested model or methodProtocolDatasetEvaluation setupMetricEvidence origin

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configuration	Protocol and dataset	Finding	Evidence and details
Configuration: UNI	Task: HEST-Benchmark CCRCC: Gene expression prediction from histology, Clear cell renal cell carcinoma Dataset subset: HEST-Benchmark CCRCC (HEST-Benchmark split)	0.186 ±0.05 Pearson unitless · higher Uncertainty: SD 0.05 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source UNI on HEST-Benchmark CCRCC: Gene expression prediction from histology, Clear cell renal cell carcinoma Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(CCRCC), column(UNI)
Configuration: UNI	Task: HEST-Benchmark COAD: Gene expression prediction from histology, Colon adenocarcinoma Dataset subset: HEST-Benchmark COAD (HEST-Benchmark split)	0.147 ±0.05 Pearson unitless · higher Uncertainty: SD 0.05 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source UNI on HEST-Benchmark COAD: Gene expression prediction from histology, Colon adenocarcinoma Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(COAD), column(UNI)
Configuration: UNI	Task: HEST-Benchmark HCC: Gene expression prediction from histology, Hepatocellular carcinoma Dataset subset: HEST-Benchmark HCC (HEST-Benchmark split)	0.051 ±0.00 Pearson unitless · higher Uncertainty: SD 0.00 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source UNI on HEST-Benchmark HCC: Gene expression prediction from histology, Hepatocellular carcinoma Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(HCC), column(UNI)
Configuration: UNI	Task: HEST-Benchmark IDC: Gene expression prediction from histology, Invasive ductal carcinoma Dataset subset: HEST-Benchmark IDC (HEST-Benchmark split)	0.502 ±0.06 Pearson unitless · higher Uncertainty: SD 0.06 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source UNI on HEST-Benchmark IDC: Gene expression prediction from histology, Invasive ductal carcinoma Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(IDC), column(UNI)
Configuration: UNI	Task: HEST-Benchmark LUNG: Gene expression prediction from histology, Lung Dataset subset: HEST-Benchmark LUNG (HEST-Benchmark split)	0.511 ±0.03 Pearson unitless · higher Uncertainty: SD 0.03 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source UNI on HEST-Benchmark LUNG: Gene expression prediction from histology, Lung Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(LUNG), column(UNI)
Configuration: UNI	Task: HEST-Benchmark LYMPH_IDC: Gene expression prediction from histology, Lymph node metastasis of invasive ductal carcinoma Dataset subset: HEST-Benchmark LYMPH_IDC (HEST-Benchmark split)	0.234 ±0.05 Pearson unitless · higher Uncertainty: SD 0.05 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source UNI on HEST-Benchmark LYMPH_IDC: Gene expression prediction from histology, Lymph node metastasis of invasive ductal carcinoma Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(LYMPH_IDC), column(UNI)
Configuration: UNI	Task: HEST-Benchmark PAAD: Gene expression prediction from histology, Pancreatic adenocarcinoma Dataset subset: HEST-Benchmark PAAD (HEST-Benchmark split)	0.424 ±0.06 Pearson unitless · higher Uncertainty: SD 0.06 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source UNI on HEST-Benchmark PAAD: Gene expression prediction from histology, Pancreatic adenocarcinoma Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(PAAD), column(UNI)
Configuration: UNI	Task: HEST-Benchmark PRAD: Gene expression prediction from histology, Prostate adenocarcinoma Dataset subset: HEST-Benchmark PRAD (HEST-Benchmark split)	0.357 ±0.00 Pearson unitless · higher Uncertainty: SD 0.00 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source UNI on HEST-Benchmark PRAD: Gene expression prediction from histology, Prostate adenocarcinoma Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(PRAD), column(UNI)
Configuration: UNI	Task: HEST-Benchmark READ: Gene expression prediction from histology, Rectum adenocarcinoma Dataset subset: HEST-Benchmark READ (HEST-Benchmark split)	0.162 ±0.08 Pearson unitless · higher Uncertainty: SD 0.08 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source UNI on HEST-Benchmark READ: Gene expression prediction from histology, Rectum adenocarcinoma Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(READ), column(UNI)
Configuration: UNI	Task: HEST-Benchmark SKCM: Gene expression prediction from histology, Skin cutaneous melanoma Dataset subset: HEST-Benchmark SKCM (HEST-Benchmark split)	0.613 ±0.02 Pearson unitless · higher Uncertainty: SD 0.02 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source UNI on HEST-Benchmark SKCM: Gene expression prediction from histology, Skin cutaneous melanoma Random Forest regression with 70 trees over frozen patch features, averaged over folds or patients. Aggregation: Not reported HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Table 1, row(SKCM), column(UNI)

Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.

Use this configuration

How it works, versions and access

Additional methodological details, versions and access terms have not yet been extracted into a structured profile for this configuration. Consult the linked sources and evaluation records below.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

0 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statement	Original source and location	Review and provenance

No evidence rows match these filters. Choose another scope or clear the search.

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

1 source record and release history

HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis · Original source · Version pinned by URL and artifact SHA256 when available

Download this release (gzip)

Technical metadata and extraction receipts

Stable ID: hest-method-uni

areas: cells-tissues
source locator: Table 1, column(UNI)
missing metadata: checkpoint revision: reason: unreported; parameters: reason: unextracted

Related records