What this source contributed
Records in this release that cite this source. A record can cite several sources.
Results
Values as the source printed them. Compare results only under compatible protocols, datasets and metrics.
Claims
Statements this source supports, each with where in the source it was checked.
- ESM-1v (mean): uses model ESM-1v: Uses model ESM-1v (Table 3 Baseline methods; pooling methods immediately below; Tables 4–6)
- ESM-1v (mut mean): uses model ESM-1v: Uses model ESM-1v (Table 3 Baseline methods; pooling methods immediately below; Tables 4–6)
- ESM-1v (per AA): uses model ESM-1v: Uses model ESM-1v (Table 3 Baseline methods; pooling methods immediately below; Tables 4–6)
- FLIP AAV-1-VS-REST: part of discovery-benchmark-flip: Part of FLIP (Table 5, column(1-vs-rest))
- FLIP AAV-2-VS-REST: part of discovery-benchmark-flip: Part of FLIP (Table 5, column(2-vs-rest))
- FLIP AAV-7-VS-REST: part of discovery-benchmark-flip: Part of FLIP (Table 5, column(7-vs-rest))
- FLIP AAV-DES-MUT: part of discovery-benchmark-flip: Part of FLIP (Table 5, column(Des-Mut))
- FLIP AAV-LOW-VS-HIGH: part of discovery-benchmark-flip: Part of FLIP (Table 5, column(low-vs-high))
- FLIP AAV-MUT-DES: part of discovery-benchmark-flip: Part of FLIP (Table 5, column(Mut-Des))
- FLIP GB1-1-VS-REST: part of discovery-benchmark-flip: Part of FLIP (Table 4, column(1-vs-rest))
- FLIP GB1-2-VS-REST: part of discovery-benchmark-flip: Part of FLIP (Table 4, column(2-vs-rest))
- FLIP GB1-3-VS-REST: part of discovery-benchmark-flip: Part of FLIP (Table 4, column(3-vs-rest))
- FLIP GB1-LOW-VS-HIGH: part of discovery-benchmark-flip: Part of FLIP (Table 4, column(low-vs-high))
- FLIP RANDOM-SAMPLED-SPLITS-AAV: part of discovery-benchmark-flip: Part of FLIP (Table 7, column(AAV))
- FLIP RANDOM-SAMPLED-SPLITS-GB1: part of discovery-benchmark-flip: Part of FLIP (Table 7, column(GB1))
- FLIP THERMOSTABILITY-HUMAN-CELL: part of discovery-benchmark-flip: Part of FLIP (Table 6, column(Human-Cell))
- FLIP THERMOSTABILITY-HUMAN: part of discovery-benchmark-flip: Part of FLIP (Table 6, column(Human))
- FLIP THERMOSTABILITY-MIXED: part of discovery-benchmark-flip: Part of FLIP (Table 6, column(Mixed))
Models, benchmarks and other records
Methods (4)
Configurations (9)
Benchmarks (1)
Tasks (15)
- FLIP AAV-1-VS-REST: AAV fitness prediction, 1-vs-rest split
- FLIP AAV-2-VS-REST: AAV fitness prediction, 2-vs-rest split
- FLIP AAV-7-VS-REST: AAV fitness prediction, 7-vs-rest split
- FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split
- FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split
- FLIP AAV-MUT-DES: AAV fitness prediction, Mut-Des split
- FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split
- FLIP GB1-2-VS-REST: GB1 fitness prediction, 2-vs-rest split
- FLIP GB1-3-VS-REST: GB1 fitness prediction, 3-vs-rest split
- FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split
- FLIP RANDOM-SAMPLED-SPLITS-AAV: Random sampled splits fitness prediction, AAV split
- FLIP RANDOM-SAMPLED-SPLITS-GB1: Random sampled splits fitness prediction, GB1 split
- FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell split
- FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split
- FLIP THERMOSTABILITY-MIXED: Thermostability fitness prediction, Mixed split
Dataset subsets (15)
- FLIP AAV, 1-vs-rest split (FLIP split)
- FLIP AAV, 2-vs-rest split (FLIP split)
- FLIP AAV, 7-vs-rest split (FLIP split)
- FLIP AAV, Des-Mut split (FLIP split)
- FLIP AAV, low-vs-high split (FLIP split)
- FLIP AAV, Mut-Des split (FLIP split)
- FLIP GB1, 1-vs-rest split (FLIP split)
- FLIP GB1, 2-vs-rest split (FLIP split)
- FLIP GB1, 3-vs-rest split (FLIP split)
- FLIP GB1, low-vs-high split (FLIP split)
- FLIP Random sampled splits, AAV split (FLIP split)
- FLIP Random sampled splits, GB1 split (FLIP split)
- FLIP Thermostability, Human split (FLIP split)
- FLIP Thermostability, Human-Cell split (FLIP split)
- FLIP Thermostability, Mixed split (FLIP split)
Evaluations (155)
- BLOSUM62 on FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split
- BLOSUM62 on FLIP GB1-2-VS-REST: GB1 fitness prediction, 2-vs-rest split
- BLOSUM62 on FLIP GB1-3-VS-REST: GB1 fitness prediction, 3-vs-rest split
- BLOSUM62 on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split
- CNN on FLIP AAV-1-VS-REST: AAV fitness prediction, 1-vs-rest split
- CNN on FLIP AAV-2-VS-REST: AAV fitness prediction, 2-vs-rest split
- CNN on FLIP AAV-7-VS-REST: AAV fitness prediction, 7-vs-rest split
- CNN on FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split
- CNN on FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split
- CNN on FLIP AAV-MUT-DES: AAV fitness prediction, Mut-Des split
- CNN on FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split
- CNN on FLIP GB1-2-VS-REST: GB1 fitness prediction, 2-vs-rest split
- CNN on FLIP GB1-3-VS-REST: GB1 fitness prediction, 3-vs-rest split
- CNN on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split
- CNN on FLIP RANDOM-SAMPLED-SPLITS-AAV: Random sampled splits fitness prediction, AAV split
- CNN on FLIP RANDOM-SAMPLED-SPLITS-GB1: Random sampled splits fitness prediction, GB1 split
- CNN on FLIP THERMOSTABILITY-HUMAN-CELL: Thermostability fitness prediction, Human-Cell split
- CNN on FLIP THERMOSTABILITY-HUMAN: Thermostability fitness prediction, Human split
- CNN on FLIP THERMOSTABILITY-MIXED: Thermostability fitness prediction, Mixed split
- ESM-1b (mean) on FLIP AAV-1-VS-REST: AAV fitness prediction, 1-vs-rest split
- ESM-1b (mean) on FLIP AAV-2-VS-REST: AAV fitness prediction, 2-vs-rest split
- ESM-1b (mean) on FLIP AAV-7-VS-REST: AAV fitness prediction, 7-vs-rest split
- ESM-1b (mean) on FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split
- ESM-1b (mean) on FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split
- ESM-1b (mean) on FLIP AAV-MUT-DES: AAV fitness prediction, Mut-Des split
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.
15 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Artifact SHA-256 afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363 Source metadata | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Artifact url https://flip.protein.properties/assets/FLIP_2021_manuscript.pdf Source metadata | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Hash scope Exact retrieved primary paper artifact bytes. Source metadata | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Retrieved at 2026-09-16T21:07:13.889041+00:00 Source metadata | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
Review method1 values
| flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Review: scope Source identification and table transcription; no independent experimental reproduction. Source metadata | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Url https://flip.protein.properties/assets/FLIP_2021_manuscript.pdf Source metadata | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Version 2021 manuscript Source metadata | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Description Primary reference; inspect retrieval status and review scope. Source metadata | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Search facets None recorded Source metadata | flip primary benchmark evidence No field-specific location recorded Version: 2021 manuscript | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
Sources and history
Release 2026-11-02-a7f03c9e55a5 · Record review: source checked
Primary reference; inspect retrieval status and review scope.
Technical metadata and extraction receipts
Stable ID: expansion-p3-flip
- url
- https://flip.protein.properties/assets/FLIP_2021_manuscript.pdf
- version
- 2021 manuscript
- retrieved at
- 2026-09-16T21:07:13.889041+00:00
- artifact sha256
- afcf360c88a7a4ae153b3c2d8d4fa6d4ac0abe84f2131b94409abff6447ce363
- artifact url
- https://flip.protein.properties/assets/FLIP_2021_manuscript.pdf
- hash scope
- Exact retrieved primary paper artifact bytes.
- review
- scope: Source identification and table transcription; no independent experimental reproduction.; method: automated-source-review