Abstract: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction
Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 · Peer-reviewed
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.
26 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.artifact_sha256 16e588f151dd7baebc624ed95cc203d4774759edd8db9c8ffbdc6be02e50e8da Source metadata | Abstract: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction No field-specific location recorded Version: Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: 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. |
| Artifact url https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID%3A40487750+AND+SRC%3AMED&format=json&resultType=core Source metadata | Abstract: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction No field-specific location recorded Version: Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: 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. |
| 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: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction No field-specific location recorded Version: Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: 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. |
| Media type application/json Source metadata | Abstract: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction No field-specific location recorded Version: Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: 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. |
| Missing metadata: licence: note Europe PMC record gives no licence Source metadata | Abstract: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction No field-specific location recorded Version: Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: 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. |
| Missing metadata: licence: reason unreported Source metadata | Abstract: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction No field-specific location recorded Version: Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: 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. |
| Publication status peer_reviewed Source metadata | Abstract: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction No field-specific location recorded Version: Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: 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. |
| Retrieved at 2026-10-10T06:44:11Z Source metadata | Abstract: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction No field-specific location recorded Version: Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: 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. |
| attributes.review.artifact_sha256 16e588f151dd7baebc624ed95cc203d4774759edd8db9c8ffbdc6be02e50e8da Source metadata | Abstract: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction No field-specific location recorded Version: Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: 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: date 2026-10-10 Source metadata | Abstract: Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction No field-specific location recorded Version: Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024 | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: 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. |
Sources and history
Release 2026-10-10-cbb3da59bc08 · Record review: source checked
Source text retrieved and hashed for the issue #88a functional-description fix.
Technical metadata and extraction receipts
Stable ID: qa-descriptions-20261010-source-siterm
- url
- https://europepmc.org/article/MED/40487750
- artifact url
- https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID%3A40487750+AND+SRC%3AMED&format=json&resultType=core
- version
- Europe PMC core record MED/40487750 (title and abstract), Advances in neural information processing systems 2024
- retrieved at
- 2026-10-10T06:44:11Z
- artifact sha256
- 16e588f151dd7baebc624ed95cc203d4774759edd8db9c8ffbdc6be02e50e8da
- publication status
- peer_reviewed
- media type
- application/json
- source locator
- abstractText
- 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: 16e588f151dd7baebc624ed95cc203d4774759edd8db9c8ffbdc6be02e50e8da; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/search?query=EXT_ID%3A40487750+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.