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1 evaluation · 1 result. Different protocols are not a single leaderboard.
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| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: Evo fine-tuned on IS200/IS605 elements (Nguyen et al. 2024) | Protocol: In vitro activity of Evo-generated mobile-element designs (Nguyen et al. 2024) Dataset: Evo-generated IS200-like and IS605-like designs selected for in vitro testing (Nguyen et al. 2024) | 3 Count (generated designs active in vitro, out of 24 tested; IS605-like family) count · higher Uncertainty: Not applicable: A single count of a binary assay outcome; no spread printed Coverage: 24/24 designs scored (All 24 selected designs of the family were tested; the number of generations the 24 were selected from is not printed.) | Author-reported evaluation · Source checkedMethods, coverage and sourceEvo-generated IS605-like designs, in vitro activity (Nguyen et al. 2024) gfm-guides-20261014-evo-generation-protocol-in-vitro-activity Aggregation: Not reported Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) · Results, section 'Generative design of transposon systems', sentence beginning 'We observed that 11 out of 24': '3 out of 24 Evo-generated IS605-like elements' |
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In vitro activity of Evo-generated mobile-element designs (Nguyen et al. 2024)
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18 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Comparison: adaptation Fine-tuned on mobile-element loci, then prompted Context-only references | Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) Results, section 'Generative design of transposon systems' (sentence beginning 'We observed that 11 out of 24') Version: Science 386, eado9336 (15 November 2024); PubMed Central author manuscript PMC12057570, PMC version 1, JATS full text | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of the retrieved efetch JATS XML bytes |
| Comparison: aggregation Not reported Context-only references | Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) Results, section 'Generative design of transposon systems' (sentence beginning 'We observed that 11 out of 24') Version: Science 386, eado9336 (15 November 2024); PubMed Central author manuscript PMC12057570, PMC version 1, JATS full text | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of the retrieved efetch JATS XML bytes |
| Comparison: budget Not reported Context-only references | Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) Results, section 'Generative design of transposon systems' (sentence beginning 'We observed that 11 out of 24') Version: Science 386, eado9336 (15 November 2024); PubMed Central author manuscript PMC12057570, PMC version 1, JATS full text | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of the retrieved efetch JATS XML bytes |
| Comparison: dataset version As published, Science 386, eado9336 (2024) Context-only references | Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) Results, section 'Generative design of transposon systems' (sentence beginning 'We observed that 11 out of 24') Version: Science 386, eado9336 (15 November 2024); PubMed Central author manuscript PMC12057570, PMC version 1, JATS full text | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of the retrieved efetch JATS XML bytes |
| Comparison: inputs Sequences generated by the fine-tuned model with the family prompt token Context-only references | Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) Results, section 'Generative design of transposon systems' (sentence beginning 'We observed that 11 out of 24') Version: Science 386, eado9336 (15 November 2024); PubMed Central author manuscript PMC12057570, PMC version 1, JATS full text | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of the retrieved efetch JATS XML bytes |
| Comparison: metric implementation Not reported Context-only references | Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) Results, section 'Generative design of transposon systems' (sentence beginning 'We observed that 11 out of 24') Version: Science 386, eado9336 (15 November 2024); PubMed Central author manuscript PMC12057570, PMC version 1, JATS full text | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of the retrieved efetch JATS XML bytes |
| Comparison: population 24 generated IS605-like designs selected for testing Context-only references | Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) Results, section 'Generative design of transposon systems' (sentence beginning 'We observed that 11 out of 24') Version: Science 386, eado9336 (15 November 2024); PubMed Central author manuscript PMC12057570, PMC version 1, JATS full text | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of the retrieved efetch JATS XML bytes |
| Comparison: protocol id gfm-guides-20261014-evo-generation-protocol-in-vitro-activity Context-only references | Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) Results, section 'Generative design of transposon systems' (sentence beginning 'We observed that 11 out of 24') Version: Science 386, eado9336 (15 November 2024); PubMed Central author manuscript PMC12057570, PMC version 1, JATS full text | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of the retrieved efetch JATS XML bytes |
| Comparison: split No split Context-only references | Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) Results, section 'Generative design of transposon systems' (sentence beginning 'We observed that 11 out of 24') Version: Science 386, eado9336 (15 November 2024); PubMed Central author manuscript PMC12057570, PMC version 1, JATS full text | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of the retrieved efetch JATS XML bytes |
| Origin author_reported Context-only references | Sequence modeling and design from molecular to genome scale with Evo (Nguyen et al., Science 2024) Results, section 'Generative design of transposon systems' (sentence beginning 'We observed that 11 out of 24') Version: Science 386, eado9336 (15 November 2024); PubMed Central author manuscript PMC12057570, PMC version 1, JATS full text | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: SHA-256 of the retrieved efetch JATS XML bytes |
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
Stable ID: gfm-guides-20261014-evo-generation-eval-evo-finetuned-is605