Source

Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py

144fe22b07dfaeec2b366f2346203a9838a55b4c

What this source contributed

Records in this release that cite this source. A record can cite several sources.

1 benchmark
1 task
1 protocol
97 evaluations
1,746 results
3 evidence claims

Results

Values as the source printed them. Compare results only under compatible protocols, datasets and metrics.

Model or configuration	Metric	Value	Dataset	Evaluation
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Activity assays: mean over proteins of assay-level Spearman)	0.517 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Binding assays: mean over proteins of assay-level Spearman)	0.426 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Expression assays: mean over proteins of assay-level Spearman)	0.522 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, High MSA depth proteins: mean over proteins of assay-level Spearman)	0.585 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Human proteins: mean over proteins of assay-level Spearman)	0.531 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Low MSA depth proteins: mean over proteins of assay-level Spearman)	0.498 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, mean over selection types of the per-type mean over proteins of assay-level Spearman (all 217 assays))	0.518 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Medium MSA depth proteins: mean over proteins of assay-level Spearman)	0.534 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Organismal fitness assays: mean over proteins of assay-level Spearman)	0.491 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Other eukaryote proteins: mean over proteins of assay-level Spearman)	0.587 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Prokaryote proteins: mean over proteins of assay-level Spearman)	0.558 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Stability assays: mean over proteins of assay-level Spearman)	0.635 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 1 substitution: mean over protein and selection-type groups of assay-level Spearman)	0.527 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 2 substitutions: mean over protein and selection-type groups of assay-level Spearman)	0.414 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 3 substitutions: mean over protein and selection-type groups of assay-level Spearman)	0.419 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 4 substitutions: mean over protein and selection-type groups of assay-level Spearman)	0.394 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 5 or more substitutions: mean over protein and selection-type groups of assay-level Spearman)	0.414 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Virus proteins: mean over proteins of assay-level Spearman)	0.522 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	AIDO Protein-RAG (16B): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Activity assays: mean over proteins of assay-level Spearman)	0.285 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Binding assays: mean over proteins of assay-level Spearman)	0.268 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Expression assays: mean over proteins of assay-level Spearman)	0.312 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, High MSA depth proteins: mean over proteins of assay-level Spearman)	0.354 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Human proteins: mean over proteins of assay-level Spearman)	0.322 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Low MSA depth proteins: mean over proteins of assay-level Spearman)	0.206 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, mean over selection types of the per-type mean over proteins of assay-level Spearman (all 217 assays))	0.28 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Medium MSA depth proteins: mean over proteins of assay-level Spearman)	0.24 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Organismal fitness assays: mean over proteins of assay-level Spearman)	0.218 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Other eukaryote proteins: mean over proteins of assay-level Spearman)	0.307 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Prokaryote proteins: mean over proteins of assay-level Spearman)	0.253 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Stability assays: mean over proteins of assay-level Spearman)	0.314 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 1 substitution: mean over protein and selection-type groups of assay-level Spearman)	0.279 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 2 substitutions: mean over protein and selection-type groups of assay-level Spearman)	0.173 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 3 substitutions: mean over protein and selection-type groups of assay-level Spearman)	0.106 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 4 substitutions: mean over protein and selection-type groups of assay-level Spearman)	0.126 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 5 or more substitutions: mean over protein and selection-type groups of assay-level Spearman)	0.143 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (38M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Virus proteins: mean over proteins of assay-level Spearman)	0.127 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (38M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Activity assays: mean over proteins of assay-level Spearman)	0.342 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Binding assays: mean over proteins of assay-level Spearman)	0.282 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Expression assays: mean over proteins of assay-level Spearman)	0.369 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, High MSA depth proteins: mean over proteins of assay-level Spearman)	0.403 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Human proteins: mean over proteins of assay-level Spearman)	0.388 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Low MSA depth proteins: mean over proteins of assay-level Spearman)	0.254 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, mean over selection types of the per-type mean over proteins of assay-level Spearman (all 217 assays))	0.328 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Medium MSA depth proteins: mean over proteins of assay-level Spearman)	0.302 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Organismal fitness assays: mean over proteins of assay-level Spearman)	0.271 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Other eukaryote proteins: mean over proteins of assay-level Spearman)	0.366 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Prokaryote proteins: mean over proteins of assay-level Spearman)	0.301 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, Stability assays: mean over proteins of assay-level Spearman)	0.376 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 1 substitution: mean over protein and selection-type groups of assay-level Spearman)	0.336 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)
CARP (76M) [ProteinGym 144fe22b snapshot]	Spearman (ProteinGym zero-shot DMS substitutions, variants with 2 substitutions: mean over protein and selection-type groups of assay-level Spearman)	0.206 unitless	ProteinGym DMS substitution assays at commit 144fe22 (217 assays)	CARP (76M): ProteinGym zero-shot DMS substitutions summary (144fe22)

Claims

Statements this source supports, each with where in the source it was checked.

ProteinGym against ProteinBench on ESM3 and ProteinMPNN: different tasks: Discrepancy review explained (The outlier and consensus results of discrepancy-fed245c475fd08dc as published at https://benchmarks.rewirebio.io/contested/discrepancy-fed245c475fd08dc/ (release 2026-10-23-968c8720eea6))
ProteinGym repository against ProteinGym paper on ESM-1v and ESM-2: different ESM-2 sizes: Discrepancy review false-positive (The outlier and consensus results of discrepancy-6e0a1543c1c68a64 as published at https://benchmarks.rewirebio.io/contested/discrepancy-6e0a1543c1c68a64/ (release 2026-10-23-968c8720eea6))
Relevance of rewire-proteingym-v1-3-dms-substitutions to use-case-protein-stability: Assessed by ProteinGym v1.3 zero-shot DMS substitutions (vep-lit-20261014-source-proteingym-dms-substitutions-spearman-summary-144fe22: Summary_performance_DMS_substitutions_Spearman.csv column Function_Stability; performance_DMS_benchmarks.py lines 336-348)

Models, benchmarks and other records

Evaluations (97)

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.

13 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statement	Original source and location	Review and provenance
Artifact SHA-256 0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2 Source metadata	Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py Original source ↗ No field-specific location recorded Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.572257+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_sha256` Source artifact SHA-256: `0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Artifact url https://raw.githubusercontent.com/OATML-Markslab/ProteinGym/144fe22b07dfaeec2b366f2346203a9838a55b4c/proteingym/performance_DMS_benchmarks.py Source metadata	Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py Original source ↗ No field-specific location recorded Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.572257+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_url` Source artifact SHA-256: `0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Retrieved at 2026-09-23T18:39:35.572257+00:00 Source metadata	Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py Original source ↗ No field-specific location recorded Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.572257+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.retrieved_at` Source artifact SHA-256: `0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Review artifact data/omics/reviewed/profile-evidence-2026-09-23/artifacts/protocols-proteingym-proteingym-performance_DMS_benchmarks.py.gz Source metadata	Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py Original source ↗ No field-specific location recorded Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.572257+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.review_artifact` Source artifact SHA-256: `0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Url https://raw.githubusercontent.com/OATML-Markslab/ProteinGym/144fe22b07dfaeec2b366f2346203a9838a55b4c/proteingym/performance_DMS_benchmarks.py Source metadata	Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py Original source ↗ No field-specific location recorded Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.572257+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.url` Source artifact SHA-256: `0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Version 144fe22b07dfaeec2b366f2346203a9838a55b4c Source metadata	Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py Original source ↗ No field-specific location recorded Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.572257+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.version` Source artifact SHA-256: `0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Description Primary source artifact checked for bounded protocol metadata; no model execution or scientific reproduction. Source metadata	Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py Original source ↗ No field-specific location recorded Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.572257+00:00	catalogued No individual claim review recorded Audit details Field: `description` Source artifact SHA-256: `0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Search facets None recorded Source metadata	Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py Original source ↗ No field-specific location recorded Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.572257+00:00	catalogued No individual claim review recorded Audit details Field: `facets` Source artifact SHA-256: `0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Record ID profile-protocol-proteingym-proteingym-performance-dms-benchmarks-py-0002bc1b Source metadata	Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py Original source ↗ No field-specific location recorded Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.572257+00:00	catalogued No individual claim review recorded Audit details Field: `id` Source artifact SHA-256: `0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Record type source Source metadata	Protocol metadata evidence: proteingym-proteingym-performance_DMS_benchmarks.py Original source ↗ No field-specific location recorded Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.572257+00:00	catalogued No individual claim review recorded Audit details Field: `kind` Source artifact SHA-256: `0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2` 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

Primary source artifact checked for bounded protocol metadata; no model execution or scientific reproduction.

Release history

No supporting source is linked yet.

Read original source

Download this release (gzip)

Technical metadata and extraction receipts

Stable ID: profile-protocol-proteingym-proteingym-performance-dms-benchmarks-py-0002bc1b

url: https://raw.githubusercontent.com/OATML-Markslab/ProteinGym/144fe22b07dfaeec2b366f2346203a9838a55b4c/proteingym/performance_DMS_benchmarks.py
artifact url: https://raw.githubusercontent.com/OATML-Markslab/ProteinGym/144fe22b07dfaeec2b366f2346203a9838a55b4c/proteingym/performance_DMS_benchmarks.py
artifact sha256: 0002bc1b031c02dc2d67fde53da092c8fd301415645e8e83b425b4183570eba2
version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
retrieved at: 2026-09-23T18:39:35.572257+00:00
review artifact: data/omics/reviewed/profile-evidence-2026-09-23/artifacts/protocols-proteingym-proteingym-performance_DMS_benchmarks.py.gz

Related records

Suggest a correction