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Robust deep learning based protein sequence design using ProteinMPNN

Primary reference; inspect retrieval status and review scope.

Evidence table

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.

15 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-d277315f7d76
Property and statementOriginal source and locationReview and provenance
attributes.artifact_sha256

3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Source metadata
Robust deep learning based protein sequence design using ProteinMPNN

Original source ↗

No field-specific location recorded

Version: PMC primary-source artifact, version pinned by SHA256
Retrieved: 2026-09-17T08:05:52.531816+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_sha256

Source artifact SHA-256: 3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.artifact_url

https://www.ebi.ac.uk/europepmc/webservices/rest/PMC9997061/fullTextXML

Source metadata
Robust deep learning based protein sequence design using ProteinMPNN

Original source ↗

No field-specific location recorded

Version: PMC primary-source artifact, version pinned by SHA256
Retrieved: 2026-09-17T08:05:52.531816+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_url

Source artifact SHA-256: 3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.doi

10.1126/science.add2187

Source metadata
Robust deep learning based protein sequence design using ProteinMPNN

Original source ↗

No field-specific location recorded

Version: PMC primary-source artifact, version pinned by SHA256
Retrieved: 2026-09-17T08:05:52.531816+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.doi

Source artifact SHA-256: 3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.hash_scope

Exact retrieved primary paper artifact bytes.

Source metadata
Robust deep learning based protein sequence design using ProteinMPNN

Original source ↗

No field-specific location recorded

Version: PMC primary-source artifact, version pinned by SHA256
Retrieved: 2026-09-17T08:05:52.531816+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.hash_scope

Source artifact SHA-256: 3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.retrieved_at

2026-09-17T08:05:52.531816+00:00

Source metadata
Robust deep learning based protein sequence design using ProteinMPNN

Original source ↗

No field-specific location recorded

Version: PMC primary-source artifact, version pinned by SHA256
Retrieved: 2026-09-17T08:05:52.531816+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.retrieved_at

Source artifact SHA-256: 3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.review_scope

Source identification and table transcription; no independent experimental reproduction.

Source metadata
Robust deep learning based protein sequence design using ProteinMPNN

Original source ↗

No field-specific location recorded

Version: PMC primary-source artifact, version pinned by SHA256
Retrieved: 2026-09-17T08:05:52.531816+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.review_scope

Source artifact SHA-256: 3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.url

https://www.ebi.ac.uk/europepmc/webservices/rest/PMC9997061/fullTextXML

Source metadata
Robust deep learning based protein sequence design using ProteinMPNN

Original source ↗

No field-specific location recorded

Version: PMC primary-source artifact, version pinned by SHA256
Retrieved: 2026-09-17T08:05:52.531816+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.url

Source artifact SHA-256: 3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.version

PMC primary-source artifact, version pinned by SHA256

Source metadata
Robust deep learning based protein sequence design using ProteinMPNN

Original source ↗

No field-specific location recorded

Version: PMC primary-source artifact, version pinned by SHA256
Retrieved: 2026-09-17T08:05:52.531816+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: 3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

description

Primary reference; inspect retrieval status and review scope.

Source metadata
Robust deep learning based protein sequence design using ProteinMPNN

Original source ↗

No field-specific location recorded

Version: PMC primary-source artifact, version pinned by SHA256
Retrieved: 2026-09-17T08:05:52.531816+00:00

catalogued

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

facets

{}

Source metadata
Robust deep learning based protein sequence design using ProteinMPNN

Original source ↗

No field-specific location recorded

Version: PMC primary-source artifact, version pinned by SHA256
Retrieved: 2026-09-17T08:05:52.531816+00:00

catalogued

No individual claim review recorded

Audit details

Field: facets

Source artifact SHA-256: 3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

Release 2026-09-17-d277315f7d76 · Record review: source checked

No supporting source is linked yet.

Read original source

Download this release
Technical metadata and extraction receipts

Stable ID: evidence-expansion-p2-proteinmpnn-original-3e9042dc0ac2

url
https://www.ebi.ac.uk/europepmc/webservices/rest/PMC9997061/fullTextXML
doi
10.1126/science.add2187
version
PMC primary-source artifact, version pinned by SHA256
retrieved at
2026-09-17T08:05:52.531816+00:00
artifact sha256
3e9042dc0ac2837e07654a43e74abcbcdd7dc4cf017fa81e2d9869b1fdb3c52e
artifact url
https://www.ebi.ac.uk/europepmc/webservices/rest/PMC9997061/fullTextXML
hash scope
Exact retrieved primary paper artifact bytes.
review scope
Source identification and table transcription; no independent experimental reproduction.
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