rewirebio.iobenchmarks
Configuration

Second independent assay as the predictor

Treats one assay's measured affinities as the prediction of another assay's measured affinities for the same compounds, which gives the reproducibility ceiling for the same metrics.

1 evaluation · 6 results

Overview

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

Evaluations and results

1 evaluation · 6 results. Different protocols are not a single leaderboard.

Protocol: Repeat-assay reproducibility of relative binding free energies · Dataset: Repeat-assay affinity survey (Ross et al. 2023)

Sorted by Kendall tau (of the cycle-closure-corrected absolute free energies, weighted mean over series, weight equal to compound count) (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 configurationKendall tau (of the cycle-closure-corrected absolute free energies, weighted mean over series, weight equal to compound count)MAE (edgewise mean unsigned error, weighted mean over FEP graphs, weight equal to edge count)MAE (pairwise mean unsigned error, weighted mean over series, weight equal to compound count)R² (of the cycle-closure-corrected absolute free energies, weighted mean over series, weight equal to compound count)RMSE (edgewise, weighted mean over FEP graphs, weight equal to edge count)RMSE (pairwise, weighted mean over series, weight equal to compound count)
Second independent assay as the predictorEvaluation0.71 [0.65, 0.74]N/A0.67 [0.61, 0.83]0.79 [0.75, 0.82]N/A0.91 [0.83, 1.11]
All 6 result rows with coverage, uncertainty and sources
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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.

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Evidence

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Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
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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-config-experimental-reassay

areas
molecular-interactions
contexts
research
configuration type
reported_configuration
reported name
Experimental survey
version
As surveyed for Ross et al. 2023
access reuse
Publicly reported assays plus Schrodinger internal project data; the internal data is not public.
source locator
Table 3, column 'Experimental survey'
limitations
This is an experimental reference, not a predictive method. Its values bound what any method could achieve on this kind of data.
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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