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Abstract: Unified rational protein engineering with sequence-based deep representation learning

Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 · Peer-reviewed

Evidence

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One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

27 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-10-cbb3da59bc08
Property and statement	Original source and location	Review and provenance
attributes.artifact_sha256 a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643 Source metadata	Abstract: Unified rational protein engineering with sequence-based deep representation learning Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 Retrieved: 2026-10-10T06:44:12Z	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_sha256` Source artifact SHA-256: `a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Artifact url https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID%3A31636460+AND+SRC%3AMED&format=json&resultType=core Source metadata	Abstract: Unified rational protein engineering with sequence-based deep representation learning Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 Retrieved: 2026-10-10T06:44:12Z	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_url` Source artifact SHA-256: `a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Doi 10.1038/s41592-019-0598-1 Source metadata	Abstract: Unified rational protein engineering with sequence-based deep representation learning Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 Retrieved: 2026-10-10T06:44:12Z	catalogued No individual claim review recorded Audit details Field: `attributes.doi` Source artifact SHA-256: `a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Hash scope SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Source metadata	Abstract: Unified rational protein engineering with sequence-based deep representation learning Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 Retrieved: 2026-10-10T06:44:12Z	catalogued No individual claim review recorded Audit details Field: `attributes.hash_scope` Source artifact SHA-256: `a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Media type application/json Source metadata	Abstract: Unified rational protein engineering with sequence-based deep representation learning Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 Retrieved: 2026-10-10T06:44:12Z	catalogued No individual claim review recorded Audit details Field: `attributes.media_type` Source artifact SHA-256: `a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Missing metadata: licence: note Europe PMC record gives no licence Source metadata	Abstract: Unified rational protein engineering with sequence-based deep representation learning Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 Retrieved: 2026-10-10T06:44:12Z	catalogued No individual claim review recorded Audit details Field: `attributes.missing_metadata.licence.note` Source artifact SHA-256: `a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Missing metadata: licence: reason unreported Source metadata	Abstract: Unified rational protein engineering with sequence-based deep representation learning Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 Retrieved: 2026-10-10T06:44:12Z	catalogued No individual claim review recorded Audit details Field: `attributes.missing_metadata.licence.reason` Source artifact SHA-256: `a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Publication status peer_reviewed Source metadata	Abstract: Unified rational protein engineering with sequence-based deep representation learning Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 Retrieved: 2026-10-10T06:44:12Z	catalogued No individual claim review recorded Audit details Field: `attributes.publication_status` Source artifact SHA-256: `a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
Retrieved at 2026-10-10T06:44:12Z Source metadata	Abstract: Unified rational protein engineering with sequence-based deep representation learning Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 Retrieved: 2026-10-10T06:44:12Z	catalogued No individual claim review recorded Audit details Field: `attributes.retrieved_at` Source artifact SHA-256: `a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact
attributes.review.artifact_sha256 a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643 Source metadata	Abstract: Unified rational protein engineering with sequence-based deep representation learning Original source ↗ No field-specific location recorded Version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019 Retrieved: 2026-10-10T06:44:12Z	catalogued No individual claim review recorded Audit details Field: `attributes.review.artifact_sha256` Source artifact SHA-256: `a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643` Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence. Inspected artifact

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Release 2026-10-10-cbb3da59bc08 · Record review: source checked

Source text retrieved and hashed for the issue #88a functional-description fix.

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Technical metadata and extraction receipts

Stable ID: qa-descriptions-20261010-source-unirep

url: https://doi.org/10.1038/s41592-019-0598-1
artifact url: https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID%3A31636460+AND+SRC%3AMED&format=json&resultType=core
version: Europe PMC core record MED/31636460 (title and abstract), Nature methods 2019
retrieved at: 2026-10-10T06:44:12Z
artifact sha256: a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643
publication status: peer_reviewed
media type: application/json
source locator: abstractText
doi: 10.1038/s41592-019-0598-1
missing metadata: licence: reason: unreported; note: Europe PMC record gives no licence
hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. The response is not byte-stable: on 2026-10-10 a second retrieval of 10 of these 31 records differed only in JSON key order and parsed to identical content. The title and abstractText fields are the evidence.
review: method: source-hash-verification; ai-assisted-source-review; reviewer: claude; reviewer note: Separate Claude review agent, independent of the extractor; no human review claimed; date: 2026-10-10; artifact sha256: a634d5a0b076d1af23b9fdb68f64740c80cdcd2917e9fca9610c954e9105d643; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID%3A31636460+AND+SRC%3AMED&format=json&resultType=core; method note: Re-downloaded the artifact, compared its SHA-256 with the pin and read the title and abstract (or the cited section).; note: Re-downloaded on 2026-10-10; the bytes differ from artifact_sha256 only in JSON key order. The collector's saved copy matches artifact_sha256 and parses to the same content. The record identifies the original paper (title, DOI or arXiv identifier) and the text supports the descriptions that cite it.

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