rewirebio.iobenchmarks
Dataset

Repeat-assay affinity survey (Ross et al. 2023)

Sets of compounds whose binding affinities were measured in at least two independent assays, used to quantify how well affinity measurements reproduce.

Evaluation results

1 evaluation · 6 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: Second independent assay as the predictorProtocol: Repeat-assay reproducibility of relative binding free energies
Dataset: Repeat-assay affinity survey (Ross et al. 2023)
N/A MAE (edgewise mean unsigned error, weighted mean over FEP graphs, weight equal to edge count)
kilocalorie-per-mole · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Independent repeat affinity assay on the repeat-assay survey

uc-leadopt-20261022-protocol-ross-experimental-survey

Aggregation: Not reported

The maximal and current accuracy of rigorous protein-ligand binding free energy calculations · Table 3, row "Edgewise MUE (kcal mol−1)", column "Experimental survey"
Configuration: Second independent assay as the predictorProtocol: Repeat-assay reproducibility of relative binding free energies
Dataset: Repeat-assay affinity survey (Ross et al. 2023)
N/A RMSE (edgewise, weighted mean over FEP graphs, weight equal to edge count)
kilocalorie-per-mole · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Independent repeat affinity assay on the repeat-assay survey

uc-leadopt-20261022-protocol-ross-experimental-survey

Aggregation: Not reported

The maximal and current accuracy of rigorous protein-ligand binding free energy calculations · Table 3, row "Edgewise RMSE (kcal mol−1)", column "Experimental survey"
Configuration: Second independent assay as the predictorProtocol: Repeat-assay reproducibility of relative binding free energies
Dataset: Repeat-assay affinity survey (Ross et al. 2023)
0.71 [0.65, 0.74] Kendall tau (of the cycle-closure-corrected absolute free energies, weighted mean over series, weight equal to compound count)
unitless · higher

Uncertainty: 95% CI 0.65 to 0.74. 95% confidence interval from bootstrap sampling over the pairs of experimental series or FEP+ graphs (Table 3 legend)

Coverage: Not reported scored / Not reported eligible

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

Independent repeat affinity assay on the repeat-assay survey

uc-leadopt-20261022-protocol-ross-experimental-survey

Aggregation: Not reported

The maximal and current accuracy of rigorous protein-ligand binding free energy calculations · Table 3, row "Kendall τ", column "Experimental survey"
Configuration: Second independent assay as the predictorProtocol: Repeat-assay reproducibility of relative binding free energies
Dataset: Repeat-assay affinity survey (Ross et al. 2023)
0.67 [0.61, 0.83] MAE (pairwise mean unsigned error, weighted mean over series, weight equal to compound count)
kilocalorie-per-mole · lower

Uncertainty: 95% CI 0.61 to 0.83. 95% confidence interval from bootstrap sampling over the pairs of experimental series or FEP+ graphs (Table 3 legend)

Coverage: Not reported scored / Not reported eligible

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

Independent repeat affinity assay on the repeat-assay survey

uc-leadopt-20261022-protocol-ross-experimental-survey

Aggregation: Not reported

The maximal and current accuracy of rigorous protein-ligand binding free energy calculations · Table 3, row "Pairwise MUE (kcal mol−1)", column "Experimental survey"
Configuration: Second independent assay as the predictorProtocol: Repeat-assay reproducibility of relative binding free energies
Dataset: Repeat-assay affinity survey (Ross et al. 2023)
0.91 [0.83, 1.11] RMSE (pairwise, weighted mean over series, weight equal to compound count)
kilocalorie-per-mole · lower

Uncertainty: 95% CI 0.83 to 1.11. 95% confidence interval from bootstrap sampling over the pairs of experimental series or FEP+ graphs (Table 3 legend)

Coverage: Not reported scored / Not reported eligible

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

Independent repeat affinity assay on the repeat-assay survey

uc-leadopt-20261022-protocol-ross-experimental-survey

Aggregation: Not reported

The maximal and current accuracy of rigorous protein-ligand binding free energy calculations · Table 3, row "Pairwise RMSE (kcal mol−1)", column "Experimental survey"
Configuration: Second independent assay as the predictorProtocol: Repeat-assay reproducibility of relative binding free energies
Dataset: Repeat-assay affinity survey (Ross et al. 2023)
0.79 [0.75, 0.82] R² (of the cycle-closure-corrected absolute free energies, weighted mean over series, weight equal to compound count)
unitless · higher

Uncertainty: 95% CI 0.75 to 0.82. 95% confidence interval from bootstrap sampling over the pairs of experimental series or FEP+ graphs (Table 3 legend)

Coverage: Not reported scored / Not reported eligible

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

Independent repeat affinity assay on the repeat-assay survey

uc-leadopt-20261022-protocol-ross-experimental-survey

Aggregation: Not reported

The maximal and current accuracy of rigorous protein-ligand binding free energy calculations · Table 3, row "R2", column "Experimental survey"

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.

7 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
Assay
Pairs of publicly reported binding and functional affinity assays, plus Schrodinger internal project data
Context-only references
The maximal and current accuracy of rigorous protein-ligand binding free energy calculations

Original source ↗

Table 1; Methods, 'Experimental reproducibility'

Version: Communications Chemistry 6:222 (2023); Europe PMC full-text XML snapshot PMC10576784
Retrieved: 2026-10-22T11:58:25Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.assay

Source artifact SHA-256: f371d2e373306588d11b695b8de21b253a90293d6a15884f635bcf927bdebb1d

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

Inspected artifact

Population
1,867 compounds across the three comparison types in Table 1 (binding vs binding 250, binding vs functional 1,207, functional vs functional 410)
Context-only references
The maximal and current accuracy of rigorous protein-ligand binding free energy calculations

Original source ↗

Table 1; Methods, 'Experimental reproducibility'

Version: Communications Chemistry 6:222 (2023); Europe PMC full-text XML snapshot PMC10576784
Retrieved: 2026-10-22T11:58:25Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: f371d2e373306588d11b695b8de21b253a90293d6a15884f635bcf927bdebb1d

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

Inspected artifact

Source location
Table 1; Methods, 'Experimental reproducibility'
Context-only references
The maximal and current accuracy of rigorous protein-ligand binding free energy calculations

Original source ↗

Table 1; Methods, 'Experimental reproducibility'

Version: Communications Chemistry 6:222 (2023); Europe PMC full-text XML snapshot PMC10576784
Retrieved: 2026-10-22T11:58:25Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: f371d2e373306588d11b695b8de21b253a90293d6a15884f635bcf927bdebb1d

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

Inspected artifact

Split
Whole survey
Context-only references
The maximal and current accuracy of rigorous protein-ligand binding free energy calculations

Original source ↗

Table 1; Methods, 'Experimental reproducibility'

Version: Communications Chemistry 6:222 (2023); Europe PMC full-text XML snapshot PMC10576784
Retrieved: 2026-10-22T11:58:25Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: f371d2e373306588d11b695b8de21b253a90293d6a15884f635bcf927bdebb1d

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

Inspected artifact

Version
As surveyed for Ross et al. 2023
Context-only references
The maximal and current accuracy of rigorous protein-ligand binding free energy calculations

Original source ↗

Table 1; Methods, 'Experimental reproducibility'

Version: Communications Chemistry 6:222 (2023); Europe PMC full-text XML snapshot PMC10576784
Retrieved: 2026-10-22T11:58:25Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: f371d2e373306588d11b695b8de21b253a90293d6a15884f635bcf927bdebb1d

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

Inspected artifact

Description
Sets of compounds whose binding affinities were measured in at least two independent assays, used to quantify how well affinity measurements reproduce.
Context-only references
The maximal and current accuracy of rigorous protein-ligand binding free energy calculations

Original source ↗

Table 1; Methods, 'Experimental reproducibility'

Version: Communications Chemistry 6:222 (2023); Europe PMC full-text XML snapshot PMC10576784
Retrieved: 2026-10-22T11:58:25Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: f371d2e373306588d11b695b8de21b253a90293d6a15884f635bcf927bdebb1d

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

Inspected artifact

Name
Repeat-assay affinity survey (Ross et al. 2023)
Context-only references
The maximal and current accuracy of rigorous protein-ligand binding free energy calculations

Original source ↗

Table 1; Methods, 'Experimental reproducibility'

Version: Communications Chemistry 6:222 (2023); Europe PMC full-text XML snapshot PMC10576784
Retrieved: 2026-10-22T11:58:25Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: f371d2e373306588d11b695b8de21b253a90293d6a15884f635bcf927bdebb1d

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: uc-leadopt-20261022-data-experimental-survey

areas
molecular-interactions
contexts
research
version
As surveyed for Ross et al. 2023
split
Whole survey
population
1,867 compounds across the three comparison types in Table 1 (binding vs binding 250, binding vs functional 1,207, functional vs functional 410)
assay
Pairs of publicly reported binding and functional affinity assays, plus Schrodinger internal project data
source locator
Table 1; Methods, 'Experimental reproducibility'
review
method: source-hash-verification; pdf-text-parse; independent-cell-check; rendered-source-visual-check; ai-assisted-source-review; method note: Re-retrieved all three sources and matched each pinned SHA-256. Re-rendered the Boltz-2 supplement with pdftotext -layout (poppler 26.08.0) and matched the text layer's recorded SHA-256. Re-read all 256 cells with a parser written for this review that does not import the extraction script, matching each result to its cell through its own source_locator, and separately read appendix tables 11, 12 and 14 from PNG renderings of PDF pages 29 and 30 at 160 dpi, and Ross Table 3 from the pinned XML markup. Checked printed value, numeric value, locator, metric concept, qualifier, direction, unit, uncertainty and the linked configuration, protocol and dataset, and that every N/A or '-' cell is recorded as missing with a reason.; reviewer: claude; reviewer note: Claude review agent, independent of the extraction agent; no human review claimed; reviewed at: 2026-10-22T13:40:00Z; artifact sha256: f371d2e373306588d11b695b8de21b253a90293d6a15884f635bcf927bdebb1d; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10576784/fullTextXML
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