rewirebio.iobenchmarks
Evaluation

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

One seed-0 random ranking on all 2,972 AMFR variants. This is one complete assay, not the full ProteinGym track or an estimate of a chance-performance interval.

Evaluation results

1 evaluation · 5 results. Different protocols are not a single leaderboard.

Protocol: ProteinGym v1.3 AMFR seeded-random control · Dataset subset: ProteinGym v1.3 AMFR stability assay, 2,972 variants

Sorted by AUROC (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.

All 5 result rows with coverage, uncertainty and sources
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.

Evaluation procedure

ProteinGym v1.3 AMFR substitution assay

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
origin
Rewire evaluation
configuration
1.3
protocol id
rewire-protocol-proteingym-amfr-random-v13
dataset version
rewire-dataset-proteingym-amfr-random-v13
split
Full assay; no train/test split
subset
proteingym-dms-substitutions-v1.3
population
2972/2972
inputs
protocol allowlisted biological inputs; see baseline configuration for extra inputs
adaptation
none; seed fixed before scoring
metric implementation
08cbbaac2aa8f60af5c43af7a83410e9690b44c5e4d162fbe1e5766885952fce
aggregation
single assay
budget
one local CPU evaluation; no held-out hyperparameter selection

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
Full assay; no train/test split
Adaptation
none; seed fixed before scoring
Scoring implementation
08cbbaac2aa8f60af5c43af7a83410e9690b44c5e4d162fbe1e5766885952fce

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

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.

198 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
Comparison: adaptation
none; seed fixed before scoring
Context-only references
Seeded random ranking control: audit

Original source ↗

metrics; coverage; protocol_results

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

rewire run

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: e27576294fcc8b01fab73745df1f46787ca2b5864c2c55685b48ee3619b47666

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

Inspected artifact

Comparison: adaptation
none; seed fixed before scoring
Context-only references
Seeded random ranking control: execution and verification instructions

Original source ↗

metrics; coverage; protocol_results

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

rewire run

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 09d4fcfdc0a014b21d7cd5a9419d8990425ea655031f21ecb1ca4bf1a2c9b63e

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

Inspected artifact

Comparison: adaptation
none; seed fixed before scoring
Context-only references
Seeded random ranking control: report

Original source ↗

metrics; coverage; protocol_results

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

rewire run

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 0f20a55715e3f223b9127792df28c6f37547fa7d0c18be55795b632c87019c58

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

Inspected artifact

Comparison: aggregation
single assay
Context-only references
Seeded random ranking control: audit

Original source ↗

metrics; coverage; protocol_results

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

rewire run

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: e27576294fcc8b01fab73745df1f46787ca2b5864c2c55685b48ee3619b47666

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

Inspected artifact

Comparison: aggregation
single assay
Context-only references
Seeded random ranking control: execution and verification instructions

Original source ↗

metrics; coverage; protocol_results

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

rewire run

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 09d4fcfdc0a014b21d7cd5a9419d8990425ea655031f21ecb1ca4bf1a2c9b63e

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

Inspected artifact

Comparison: aggregation
single assay
Context-only references
Seeded random ranking control: report

Original source ↗

metrics; coverage; protocol_results

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

rewire run

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 0f20a55715e3f223b9127792df28c6f37547fa7d0c18be55795b632c87019c58

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

Inspected artifact

Comparison: budget
one local CPU evaluation; no held-out hyperparameter selection
Context-only references
Seeded random ranking control: audit

Original source ↗

metrics; coverage; protocol_results

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

rewire run

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: e27576294fcc8b01fab73745df1f46787ca2b5864c2c55685b48ee3619b47666

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

Inspected artifact

Comparison: budget
one local CPU evaluation; no held-out hyperparameter selection
Context-only references
Seeded random ranking control: execution and verification instructions

Original source ↗

metrics; coverage; protocol_results

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

rewire run

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 09d4fcfdc0a014b21d7cd5a9419d8990425ea655031f21ecb1ca4bf1a2c9b63e

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

Inspected artifact

Comparison: budget
one local CPU evaluation; no held-out hyperparameter selection
Context-only references
Seeded random ranking control: report

Original source ↗

metrics; coverage; protocol_results

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

rewire run

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 0f20a55715e3f223b9127792df28c6f37547fa7d0c18be55795b632c87019c58

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

Inspected artifact

Comparison: dataset version
rewire-dataset-proteingym-amfr-random-v13
Context-only references
Seeded random ranking control: audit

Original source ↗

metrics; coverage; protocol_results

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

rewire run

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: e27576294fcc8b01fab73745df1f46787ca2b5864c2c55685b48ee3619b47666

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

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

Stable ID: rewire-local-20260921-evaluation-proteingym-random

areas
proteins-complexes
origin
rewire_run
execution scope
complete_selected_evaluation
protocol
ProteinGym v1.3 AMFR substitution assay
version
1.3
source locator
metrics; coverage; protocol_results
original sdk scope
subset
original sdk completion
partial
eligible count
2972
scored count
2972
missing count
0
coverage
scored: 2972; eligible: 2972
comparison
protocol id: rewire-protocol-proteingym-amfr-random-v13; dataset version: rewire-dataset-proteingym-amfr-random-v13; split: Full assay; no train/test split; subset: proteingym-dms-substitutions-v1.3; population: 2972/2972; inputs: protocol allowlisted biological inputs; see baseline configuration for extra inputs; adaptation: none; seed fixed before scoring; metric implementation: 08cbbaac2aa8f60af5c43af7a83410e9690b44c5e4d162fbe1e5766885952fce; aggregation: single assay; budget: one local CPU evaluation; no held-out hyperparameter selection
input information
protocol allowlisted biological inputs; see baseline configuration for extra inputs
protocol configuration
aggregation: round_assay_3dp_then_mean_by_UniProt_and_selection_then_equal_category_mean; assays: AMFR HUMAN Tsuboyama 2023 4G3O: MSA Neff L category: Medium; UniProt ID: AMFR_HUMAN; expected count: 2972; prepared count: 2972; selection type: Stability; taxon: Human; binary labels: official_DMS_score_bin; official assay count: 217; official variant count: 2465767; score direction: higher_is_better
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
predictions sha256
37a020ad31e35d57a924397c395c10bfac152417f0a42207400cef789d3d5e02
prepared sha256
9f0e0cce34942797364990ef4dc9fb8b382f7b2fd59e6c72de23efc2992fb148
execution
adapter: SeededRandomScore; batch size: 32; fitting: none; inference and fit seconds: 0.005387083001551218; mode: local_adapter; prediction type: scalar
timing seconds
evaluation: 0.05659729200124275
environment
architecture: arm64; container digest: unreported; container runtime: unreported; platform: macOS-26.6.2-arm64-arm-64bit; python: 3.11.13; rewirebench: 0.4.0; sdk code sha256: 08cbbaac2aa8f60af5c43af7a83410e9690b44c5e4d162fbe1e5766885952fce; sif sha256: unreported
run url
https://github.com/rewire-bio/rewire-benchmarks/blob/1663d1f04b2bbd6dfcff77fea78129d30b0de191/research/proteingym-null-2026-09-21/evidence/seeded-random.report.json
reproduction url
https://github.com/rewire-bio/rewire-benchmarks/blob/1663d1f04b2bbd6dfcff77fea78129d30b0de191/research/proteingym-null-2026-09-21/README.md
reproduction note
The linked pinned scripts describe this exact execution. No generic suite recipe is claimed to reproduce it; this review only checked existing artifacts.
limitations
No confidence intervals or seed variability estimate.; Source checking and local execution do not reproduce a published paper score.; One complete AMFR assay, not the full 217-assay track.; Input bytes were hashed locally, not independently verified against an upstream published checksum.; One fixed-seed random ranking, not a chance-performance interval.
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