Evidence claim

ProteinGym AMFR official zero-shot Spearman snapshot study membership

Primary source places this protocol within the linked study/suite; version-specific results remain separate.

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.

14 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-30-e37e3ab1284d
Property and statement	Original source and location	Review and provenance
attributes.field links:part_of:discovery-benchmark-proteingym Context-only references	Protocol metadata evidence: proteingym-reference_files-DMS_substitutions.csv Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.604049+00:00	not individually reviewed No individual claim review recorded Audit details Field: `attributes.field` Source artifact SHA-256: `a8f498011532a74aa9fe556a50555a75e928c5837d19c06a87592ae04049b308` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
attributes.field links:part_of:discovery-benchmark-proteingym Context-only references	ProteinGym AMFR assay-level Spearman comparison Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-30	not individually reviewed No individual claim review recorded Audit details Field: `attributes.field` Source artifact SHA-256: `f432423b87f79ac9778dfac86e3d95be041d246bc618dc0a406b35b0b7466437` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
attributes.limitations 1 values Navigation relationship only; no numerical pooling, protocol equivalence or completed new experiment implied. Context-only references	Protocol metadata evidence: proteingym-reference_files-DMS_substitutions.csv Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.604049+00:00	not individually reviewed No individual claim review recorded Audit details Field: `attributes.limitations` Source artifact SHA-256: `a8f498011532a74aa9fe556a50555a75e928c5837d19c06a87592ae04049b308` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
attributes.limitations 1 values Navigation relationship only; no numerical pooling, protocol equivalence or completed new experiment implied. Context-only references	ProteinGym AMFR assay-level Spearman comparison Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-30	not individually reviewed No individual claim review recorded Audit details Field: `attributes.limitations` Source artifact SHA-256: `f432423b87f79ac9778dfac86e3d95be041d246bc618dc0a406b35b0b7466437` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
attributes.source_locator Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Context-only references	Protocol metadata evidence: proteingym-reference_files-DMS_substitutions.csv Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.604049+00:00	not individually reviewed No individual claim review recorded Audit details Field: `attributes.source_locator` Source artifact SHA-256: `a8f498011532a74aa9fe556a50555a75e928c5837d19c06a87592ae04049b308` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
attributes.source_locator Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Context-only references	ProteinGym AMFR assay-level Spearman comparison Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-30	not individually reviewed No individual claim review recorded Audit details Field: `attributes.source_locator` Source artifact SHA-256: `f432423b87f79ac9778dfac86e3d95be041d246bc618dc0a406b35b0b7466437` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
attributes.value discovery-benchmark-proteingym Context-only references	Protocol metadata evidence: proteingym-reference_files-DMS_substitutions.csv Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.604049+00:00	not individually reviewed No individual claim review recorded Audit details Field: `attributes.value` Source artifact SHA-256: `a8f498011532a74aa9fe556a50555a75e928c5837d19c06a87592ae04049b308` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
attributes.value discovery-benchmark-proteingym Context-only references	ProteinGym AMFR assay-level Spearman comparison Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-30	not individually reviewed No individual claim review recorded Audit details Field: `attributes.value` Source artifact SHA-256: `f432423b87f79ac9778dfac86e3d95be041d246bc618dc0a406b35b0b7466437` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
description Primary source places this protocol within the linked study/suite; version-specific results remain separate. Context-only references	Protocol metadata evidence: proteingym-reference_files-DMS_substitutions.csv Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.604049+00:00	not individually reviewed No individual claim review recorded Audit details Field: `description` Source artifact SHA-256: `a8f498011532a74aa9fe556a50555a75e928c5837d19c06a87592ae04049b308` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
description Primary source places this protocol within the linked study/suite; version-specific results remain separate. Context-only references	ProteinGym AMFR assay-level Spearman comparison Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-30	not individually reviewed No individual claim review recorded Audit details Field: `description` Source artifact SHA-256: `f432423b87f79ac9778dfac86e3d95be041d246bc618dc0a406b35b0b7466437` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact

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Sources and history

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Release 2026-09-30-e37e3ab1284d · Record review: source checked

2 source records and release history

ProteinGym AMFR assay-level Spearman comparison · Original source · 144fe22b07dfaeec2b366f2346203a9838a55b4c
Protocol metadata evidence: proteingym-reference_files-DMS_substitutions.csv · Original source · 144fe22b07dfaeec2b366f2346203a9838a55b4c

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Technical metadata and extraction receipts

Stable ID: uc20260930-protocol-parent-fa51fe46268a4a99

areas: proteins-complexes
field: links:part_of:discovery-benchmark-proteingym
value: discovery-benchmark-proteingym
source locator: Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row
review: method: automated_source_review; reviewed at: 2026-09-30T21:44:09.612264+00:00; date: 2026-09-30; reviewer: Codex experimental-use-case curation; scope: Source-backed study/suite containment for navigation, not shared numerical comparison or execution.
limitations: Navigation relationship only; no numerical pooling, protocol equivalence or completed new experiment implied.

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subject: ProteinGym AMFR official zero-shot Spearman snapshot

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