rewirebio.iobenchmarks
Dataset

SARS-CoV-2 RBD mutant binding and expression measurements

Deep mutational scanning measurements of SARS-CoV-2 receptor-binding-domain mutants used by PRIME for binding and expression regression.

Evaluation results

168 evaluations · 168 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: ESM-2 150M, the CLS token embedding, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.2675 ± 0.07 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned)
unitless · higher

Uncertainty: SD 0.07

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 150M CLS finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 150M, the CLS token embedding, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.2449 ± 0.06 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen)
unitless · higher

Uncertainty: SD 0.06

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 150M CLS frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 150M, the mean over residue embeddings, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.0080 ± 0.00 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned)
unitless · higher

Uncertainty: SD 0.00

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 150M Mean finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 150M, the mean over residue embeddings, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.0695 ± 0.03 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen)
unitless · higher

Uncertainty: SD 0.03

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 150M Mean frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 650M, the CLS token embedding, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.0399 ± 0.06 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned)
unitless · higher

Uncertainty: SD 0.06

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 650M CLS finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 650M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 650M, the CLS token embedding, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.1591 ± 0.04 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen)
unitless · higher

Uncertainty: SD 0.04

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 650M CLS frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 650M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 650M, the mean over residue embeddings, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
0.0588 ± 0.04 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned)
unitless · higher

Uncertainty: SD 0.04

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 650M Mean finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 650M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 650M, the mean over residue embeddings, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.0865 ± 0.04 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen)
unitless · higher

Uncertainty: SD 0.04

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 650M Mean frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 650M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 8M, the CLS token embedding, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.2294 ± 0.03 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned)
unitless · higher

Uncertainty: SD 0.03

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 8M CLS finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 8M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 8M, the CLS token embedding, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.2018 ± 0.04 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen)
unitless · higher

Uncertainty: SD 0.04

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 8M CLS frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 8M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 8M, the mean over residue embeddings, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
0.0071 ± 0.05 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned)
unitless · higher

Uncertainty: SD 0.05

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 8M Mean finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 8M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 8M, the mean over residue embeddings, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
0.0248 ± 0.01 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen)
unitless · higher

Uncertainty: SD 0.01

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 8M Mean frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 8M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-C 300M, the CLS token embedding, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
0.0019 ± 0.05 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned)
unitless · higher

Uncertainty: SD 0.05

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-C 300M CLS finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 300M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-C 300M, the CLS token embedding, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.1954 ± 0.06 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen)
unitless · higher

Uncertainty: SD 0.06

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-C 300M CLS frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 300M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-C 300M, the mean over residue embeddings, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
0.1949 ± 0.03 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned)
unitless · higher

Uncertainty: SD 0.03

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-C 300M Mean finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 300M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-C 300M, the mean over residue embeddings, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.0162 ± 0.01 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen)
unitless · higher

Uncertainty: SD 0.01

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-C 300M Mean frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 300M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-C 600M, the CLS token embedding, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
0.1165 ± 0.06 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned)
unitless · higher

Uncertainty: SD 0.06

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-C 600M CLS finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 600M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-C 600M, the CLS token embedding, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.1106 ± 0.02 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen)
unitless · higher

Uncertainty: SD 0.02

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-C 600M CLS frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 600M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-C 600M, the mean over residue embeddings, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
0.2120 ± 0.03 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned)
unitless · higher

Uncertainty: SD 0.03

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-C 600M Mean finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 600M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-C 600M, the mean over residue embeddings, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.0973 ± 0.03 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen)
unitless · higher

Uncertainty: SD 0.03

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-C 600M Mean frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 600M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: One-hot mean representation (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R²
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
-0.2397 ± 0.01 R² (ACE2 binding; Position-stratified split holding out whole mutated positions; one-hot mean representation)
unitless · higher

Uncertainty: SD 0.01

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

One-Hot Mean: ACE2 binding R², Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-r2

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'One-Hot Mean', columns 'Position-Stratified Split' / 'Binding' / 'R²'
Configuration: ESM-2 150M, the CLS token embedding, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
2.0022 ± 0.04 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned)
unit-unreported · lower

Uncertainty: SD 0.04

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 150M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-rmse

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE'
Configuration: ESM-2 150M, the CLS token embedding, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
1.9777 ± 0.03 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen)
unit-unreported · lower

Uncertainty: SD 0.03

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 150M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-rmse

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE'
Configuration: ESM-2 150M, the mean over residue embeddings, fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
1.7863 ± 0.01 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned)
unit-unreported · lower

Uncertainty: SD 0.01

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 150M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-rmse

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE'
Configuration: ESM-2 150M, the mean over residue embeddings, not fine-tuned (PRIME)Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE
Dataset: SARS-CoV-2 RBD mutant binding and expression measurements
1.8359 ± 0.02 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen)
unit-unreported · lower

Uncertainty: SD 0.02

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

ESM-2 150M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions

lit-protein-20261011-prime-protocol-position-stratified-binding-rmse

Aggregation: Not reported

PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE'

Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-10-22-1b7cf027e4f6 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Dataset and evaluation context

A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.

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.

5 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Population
Mutated SARS-CoV-2 RBD variants with ACE2 binding and expression measurements
Context-only references
PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space

Original source ↗

Table 1 caption: 'Benchmarking PRIME across different model scales and validation regimes for mutated RBD binding and expression'

Version: Version of record, BMC Genomics 2026 (PMC13425921 JATS full text)
Retrieved: 2026-10-11T21:30:00Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: f6aac4c25dd93026f87ce9a2e327c95faf4c3014d7f9ae04bb11f208ce047971

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Source location
Table 1 caption: 'Benchmarking PRIME across different model scales and validation regimes for mutated RBD binding and expression'
Context-only references
PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space

Original source ↗

Table 1 caption: 'Benchmarking PRIME across different model scales and validation regimes for mutated RBD binding and expression'

Version: Version of record, BMC Genomics 2026 (PMC13425921 JATS full text)
Retrieved: 2026-10-11T21:30:00Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: f6aac4c25dd93026f87ce9a2e327c95faf4c3014d7f9ae04bb11f208ce047971

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Split
Random split and position-stratified split
Context-only references
PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space

Original source ↗

Table 1 caption: 'Benchmarking PRIME across different model scales and validation regimes for mutated RBD binding and expression'

Version: Version of record, BMC Genomics 2026 (PMC13425921 JATS full text)
Retrieved: 2026-10-11T21:30:00Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: f6aac4c25dd93026f87ce9a2e327c95faf4c3014d7f9ae04bb11f208ce047971

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Description
Deep mutational scanning measurements of SARS-CoV-2 receptor-binding-domain mutants used by PRIME for binding and expression regression.
Context-only references
PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space

Original source ↗

Table 1 caption: 'Benchmarking PRIME across different model scales and validation regimes for mutated RBD binding and expression'

Version: Version of record, BMC Genomics 2026 (PMC13425921 JATS full text)
Retrieved: 2026-10-11T21:30:00Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: f6aac4c25dd93026f87ce9a2e327c95faf4c3014d7f9ae04bb11f208ce047971

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Name
SARS-CoV-2 RBD mutant binding and expression measurements
Context-only references
PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space

Original source ↗

Table 1 caption: 'Benchmarking PRIME across different model scales and validation regimes for mutated RBD binding and expression'

Version: Version of record, BMC Genomics 2026 (PMC13425921 JATS full text)
Retrieved: 2026-10-11T21:30:00Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: f6aac4c25dd93026f87ce9a2e327c95faf4c3014d7f9ae04bb11f208ce047971

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: lit-protein-20261011-prime-data-rbd-mutants

areas
protein-function
contexts
research
population
Mutated SARS-CoV-2 RBD variants with ACE2 binding and expression measurements
split
Random split and position-stratified split
source locator
Table 1 caption: 'Benchmarking PRIME across different model scales and validation regimes for mutated RBD binding and expression'
missing metadata
total: reason: unextracted; note: The variant count is in the Methods text, not in Table 1; version: reason: unreported
Related records

Suggest a correction