rewirebio.iobenchmarks
Source

Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Primary source retrieved and hashed for the protein stability use-case pass.

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.

17 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-10-7fcc3e48a123
Property and statementOriginal source and locationReview and provenance
attributes.artifact_sha256
ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010
Source metadata
Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Original source ↗

No field-specific location recorded

Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Retrieved: 2026-10-09T21:01:06Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_sha256

Source artifact SHA-256: ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010

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

Inspected artifact

attributes.artifact_url
https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10861915/fullTextXML
Source metadata
Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Original source ↗

No field-specific location recorded

Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Retrieved: 2026-10-09T21:01:06Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_url

Source artifact SHA-256: ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010

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

Inspected artifact

attributes.doi
10.1073/pnas.2314853121
Source metadata
Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Original source ↗

No field-specific location recorded

Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Retrieved: 2026-10-09T21:01:06Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.doi

Source artifact SHA-256: ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010

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

Inspected artifact

attributes.licence
CC-BY-NC-ND-4.0
Source metadata
Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Original source ↗

No field-specific location recorded

Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Retrieved: 2026-10-09T21:01:06Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.licence

Source artifact SHA-256: ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010

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

Inspected artifact

attributes.media_type
application/xml
Source metadata
Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Original source ↗

No field-specific location recorded

Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Retrieved: 2026-10-09T21:01:06Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.media_type

Source artifact SHA-256: ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010

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

Inspected artifact

attributes.publication_status
peer_reviewed
Source metadata
Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Original source ↗

No field-specific location recorded

Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Retrieved: 2026-10-09T21:01:06Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.publication_status

Source artifact SHA-256: ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010

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

Inspected artifact

attributes.retrieved_at
2026-10-09T21:01:06Z
Source metadata
Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Original source ↗

No field-specific location recorded

Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Retrieved: 2026-10-09T21:01:06Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.retrieved_at

Source artifact SHA-256: ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010

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

Inspected artifact

attributes.url
https://doi.org/10.1073/pnas.2314853121
Source metadata
Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Original source ↗

No field-specific location recorded

Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Retrieved: 2026-10-09T21:01:06Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.url

Source artifact SHA-256: ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010

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

Inspected artifact

attributes.version
PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Source metadata
Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Original source ↗

No field-specific location recorded

Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Retrieved: 2026-10-09T21:01:06Z

catalogued

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010

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

Inspected artifact

description
Primary source retrieved and hashed for the protein stability use-case pass.
Source metadata
Transfer learning to leverage larger datasets for improved prediction of protein stability changes

Original source ↗

No field-specific location recorded

Version: PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
Retrieved: 2026-10-09T21:01:06Z

catalogued

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010

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

Inspected artifact

Sources and history

Release 2026-10-10-7fcc3e48a123 · Record review: source checked

0 source records and release history

No supporting source is linked yet.

Read original source

Download this release (gzip)
Technical metadata and extraction receipts

Stable ID: protein-stability-20261009-source-dieckhaus2024

areas
proteins-complexes
contexts
research
url
https://doi.org/10.1073/pnas.2314853121
artifact url
https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10861915/fullTextXML
version
PNAS 121(6):e2314853121, published 2024-01-29; PMC10861915 full-text XML
retrieved at
2026-10-09T21:01:06Z
artifact sha256
ba9a763c388eeea47d70fd0d8e2fbf497f61fc8a88dc93d5dac261572daa8010
doi
10.1073/pnas.2314853121
publication status
peer_reviewed
licence
CC-BY-NC-ND-4.0
media type
application/xml
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