rewirebio.iobenchmarks
Dataset subset

ProteinGym v1.3 AMFR stability assay, 2,972 variants

The same AMFR assay inputs used in the earlier ESM-2 evaluation, described independently of its scoring method. This additional catalogue identity does not represent another dataset or independent source.

Evaluation results

1 evaluation · 5 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: Seeded random ranking control (ProteinGym v1.3 AMFR substitution assay)Protocol: ProteinGym v1.3 AMFR seeded-random control
Dataset subset: ProteinGym v1.3 AMFR stability assay, 2,972 variants
0.514 AUROC
unitless · higher

Uncertainty: Not reported by the source: Not estimated; one selected evaluation.

Coverage: 2972/2972 scored

Rewire evaluation · Source checked
Methods, coverage and source

Seeded random ranking control on ProteinGym v1.3 AMFR substitution assay

ProteinGym v1.3 AMFR substitution assay

Aggregation: Not reported

Seeded random ranking control: report; Seeded random ranking control: audit · protocol_results.per_assay.AMFR_HUMAN_Tsuboyama_2023_4G3O.metrics.AUC
Configuration: Seeded random ranking control (ProteinGym v1.3 AMFR substitution assay)Protocol: ProteinGym v1.3 AMFR seeded-random control
Dataset subset: ProteinGym v1.3 AMFR stability assay, 2,972 variants
0.019 MCC
unitless · higher

Uncertainty: Not reported by the source: Not estimated; one selected evaluation.

Coverage: 2972/2972 scored

Rewire evaluation · Source checked
Methods, coverage and source

Seeded random ranking control on ProteinGym v1.3 AMFR substitution assay

ProteinGym v1.3 AMFR substitution assay

Aggregation: Not reported

Seeded random ranking control: report; Seeded random ranking control: audit · protocol_results.per_assay.AMFR_HUMAN_Tsuboyama_2023_4G3O.metrics.MCC
Configuration: Seeded random ranking control (ProteinGym v1.3 AMFR substitution assay)Protocol: ProteinGym v1.3 AMFR seeded-random control
Dataset subset: ProteinGym v1.3 AMFR stability assay, 2,972 variants
0.526 NDCG at 10%
unitless · higher

Uncertainty: Not reported by the source: Not estimated; one selected evaluation.

Coverage: 2972/2972 scored

Rewire evaluation · Source checked
Methods, coverage and source

Seeded random ranking control on ProteinGym v1.3 AMFR substitution assay

ProteinGym v1.3 AMFR substitution assay

Aggregation: Not reported

Seeded random ranking control: report; Seeded random ranking control: audit · protocol_results.per_assay.AMFR_HUMAN_Tsuboyama_2023_4G3O.metrics.NDCG
Configuration: Seeded random ranking control (ProteinGym v1.3 AMFR substitution assay)Protocol: ProteinGym v1.3 AMFR seeded-random control
Dataset subset: ProteinGym v1.3 AMFR stability assay, 2,972 variants
0.008 Spearman
unitless · higher

Uncertainty: Not reported by the source: Not estimated; one selected evaluation.

Coverage: 2972/2972 scored

Rewire evaluation · Source checked
Methods, coverage and source

Seeded random ranking control on ProteinGym v1.3 AMFR substitution assay

ProteinGym v1.3 AMFR substitution assay

Aggregation: Not reported

Seeded random ranking control: report; Seeded random ranking control: audit · protocol_results.per_assay.AMFR_HUMAN_Tsuboyama_2023_4G3O.metrics.Spearman
Configuration: Seeded random ranking control (ProteinGym v1.3 AMFR substitution assay)Protocol: ProteinGym v1.3 AMFR seeded-random control
Dataset subset: ProteinGym v1.3 AMFR stability assay, 2,972 variants
0.087 Top 10% recall
unitless · higher

Uncertainty: Not reported by the source: Not estimated; one selected evaluation.

Coverage: 2972/2972 scored

Rewire evaluation · Source checked
Methods, coverage and source

Seeded random ranking control on ProteinGym v1.3 AMFR substitution assay

ProteinGym v1.3 AMFR substitution assay

Aggregation: Not reported

Seeded random ranking control: report; Seeded random ranking control: audit · protocol_results.per_assay.AMFR_HUMAN_Tsuboyama_2023_4G3O.metrics.Top_recall

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

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 2026-11-02-a7f03c9e55a5 · 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.

Subset and evaluation context

This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.

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.

30 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Provenance: assay sha256: AMFR HUMAN Tsuboyama 2023 4G3O
dd911d925eca79329a496eb6cb7b181ab448e15db244daf1c1f9c01e8a704c2a
Context-only references
Seeded random ranking control: audit

Original source ↗

coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 1663d1f04b2bbd6dfcff77fea78129d30b0de191
Retrieved: 2026-09-22T21:18:22Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.provenance.assay_sha256.AMFR_HUMAN_Tsuboyama_2023_4G3O

Source artifact SHA-256: e27576294fcc8b01fab73745df1f46787ca2b5864c2c55685b48ee3619b47666

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

Inspected artifact

Provenance: assay sha256: AMFR HUMAN Tsuboyama 2023 4G3O
dd911d925eca79329a496eb6cb7b181ab448e15db244daf1c1f9c01e8a704c2a
Context-only references
Seeded random ranking control: report

Original source ↗

coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 1663d1f04b2bbd6dfcff77fea78129d30b0de191
Retrieved: 2026-09-22T21:18:22Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.provenance.assay_sha256.AMFR_HUMAN_Tsuboyama_2023_4G3O

Source artifact SHA-256: 0f20a55715e3f223b9127792df28c6f37547fa7d0c18be55795b632c87019c58

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

Inspected artifact

Provenance: data verification
local_bytes_hashed_not_independently_source_verified
Context-only references
Seeded random ranking control: audit

Original source ↗

coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 1663d1f04b2bbd6dfcff77fea78129d30b0de191
Retrieved: 2026-09-22T21:18:22Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.provenance.data_verification

Source artifact SHA-256: e27576294fcc8b01fab73745df1f46787ca2b5864c2c55685b48ee3619b47666

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

Inspected artifact

Provenance: data verification
local_bytes_hashed_not_independently_source_verified
Context-only references
Seeded random ranking control: report

Original source ↗

coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 1663d1f04b2bbd6dfcff77fea78129d30b0de191
Retrieved: 2026-09-22T21:18:22Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.provenance.data_verification

Source artifact SHA-256: 0f20a55715e3f223b9127792df28c6f37547fa7d0c18be55795b632c87019c58

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

Inspected artifact

Provenance: expected hashes checked
1 values
  • AMFR_HUMAN_Tsuboyama_2023_4G3O
Context-only references
Seeded random ranking control: audit

Original source ↗

coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 1663d1f04b2bbd6dfcff77fea78129d30b0de191
Retrieved: 2026-09-22T21:18:22Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.provenance.expected_hashes_checked

Source artifact SHA-256: e27576294fcc8b01fab73745df1f46787ca2b5864c2c55685b48ee3619b47666

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

Inspected artifact

Provenance: expected hashes checked
1 values
  • AMFR_HUMAN_Tsuboyama_2023_4G3O
Context-only references
Seeded random ranking control: report

Original source ↗

coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 1663d1f04b2bbd6dfcff77fea78129d30b0de191
Retrieved: 2026-09-22T21:18:22Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.provenance.expected_hashes_checked

Source artifact SHA-256: 0f20a55715e3f223b9127792df28c6f37547fa7d0c18be55795b632c87019c58

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

Inspected artifact

Provenance: reference sha256
a8f498011532a74aa9fe556a50555a75e928c5837d19c06a87592ae04049b308
Context-only references
Seeded random ranking control: audit

Original source ↗

coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 1663d1f04b2bbd6dfcff77fea78129d30b0de191
Retrieved: 2026-09-22T21:18:22Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.provenance.reference_sha256

Source artifact SHA-256: e27576294fcc8b01fab73745df1f46787ca2b5864c2c55685b48ee3619b47666

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

Inspected artifact

Provenance: reference sha256
a8f498011532a74aa9fe556a50555a75e928c5837d19c06a87592ae04049b308
Context-only references
Seeded random ranking control: report

Original source ↗

coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 1663d1f04b2bbd6dfcff77fea78129d30b0de191
Retrieved: 2026-09-22T21:18:22Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.provenance.reference_sha256

Source artifact SHA-256: 0f20a55715e3f223b9127792df28c6f37547fa7d0c18be55795b632c87019c58

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

Inspected artifact

Provenance: source url
https://github.com/OATML-Markslab/ProteinGym/tree/144fe22b07dfaeec2b366f2346203a9838a55b4c
Context-only references
Seeded random ranking control: audit

Original source ↗

coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 1663d1f04b2bbd6dfcff77fea78129d30b0de191
Retrieved: 2026-09-22T21:18:22Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.provenance.source_url

Source artifact SHA-256: e27576294fcc8b01fab73745df1f46787ca2b5864c2c55685b48ee3619b47666

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

Inspected artifact

Provenance: source url
https://github.com/OATML-Markslab/ProteinGym/tree/144fe22b07dfaeec2b366f2346203a9838a55b4c
Context-only references
Seeded random ranking control: report

Original source ↗

coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 1663d1f04b2bbd6dfcff77fea78129d30b0de191
Retrieved: 2026-09-22T21:18:22Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.provenance.source_url

Source artifact SHA-256: 0f20a55715e3f223b9127792df28c6f37547fa7d0c18be55795b632c87019c58

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

Inspected artifact

How to read the evidence

Sources and history

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

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: rewire-dataset-proteingym-amfr-random-v13

areas
proteins-complexes
version
ProteinGym-v1.3
selected assay
AMFR_HUMAN_Tsuboyama_2023_4G3O
test count
2972
split
Full assay; no train/test split
provenance
assay sha256: AMFR HUMAN Tsuboyama 2023 4G3O: dd911d925eca79329a496eb6cb7b181ab448e15db244daf1c1f9c01e8a704c2a; data verification: local_bytes_hashed_not_independently_source_verified; expected hashes checked: AMFR_HUMAN_Tsuboyama_2023_4G3O; reference sha256: a8f498011532a74aa9fe556a50555a75e928c5837d19c06a87592ae04049b308; source url: https://github.com/OATML-Markslab/ProteinGym/tree/144fe22b07dfaeec2b366f2346203a9838a55b4c; upstream revision: 144fe22b07dfaeec2b366f2346203a9838a55b4c
source locator
coverage; protocol_configuration.assays; verification.json source_alignment and source_assay_sha256
reuse note
Same mutation identities, sequences, labels and source bytes as rewire-dataset-proteingym-amfr-v13; separate record avoids its ESM-specific wording.
recipe dataset id
proteingym-dms-substitutions-v1.3
Related records

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