Published developer benchmark; transcribed, not reproduced.
1 evaluation · 15 results. Different protocols are not a single leaderboard.
Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) · Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026)
Sorted by Bray curtis dissimilarity (RPM-based abundance profile; mean over mock communities; ANI-capped truth) (lower is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.
| Tested configuration | Bray curtis dissimilarity (RPM-based abundance profile; mean over mock communities; ANI-capped truth) | Bray curtis dissimilarity (RPM-based abundance profile; mean over six mock communities; rank family, strict truth) | Bray curtis dissimilarity (RPM-based abundance profile; mean over six mock communities; rank genus, strict truth) | Bray curtis dissimilarity (RPM-based abundance profile; mean over six mock communities; rank species, strict truth) | Bray curtis dissimilarity (RPM-based abundance profile; mean over six mock communities; rank subspecies, strict truth) | F1 (taxon detection; mean over mock communities; ANI-capped truth) | F1 (taxon detection; mean over six mock communities; rank family, strict truth) | F1 (taxon detection; mean over six mock communities; rank genus, strict truth) | F1 (taxon detection; mean over six mock communities; rank species, strict truth) | F1 (taxon detection; mean over six mock communities; rank subspecies, strict truth) | Pearson (abundance profile against truth; mean over mock communities; ANI-capped truth) | Pearson (abundance profile against truth; mean over six mock communities; rank family, strict truth) | Pearson (abundance profile against truth; mean over six mock communities; rank genus, strict truth) | Pearson (abundance profile against truth; mean over six mock communities; rank species, strict truth) | Pearson (abundance profile against truth; mean over six mock communities; rank subspecies, strict truth) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Metabuli v1.2.0, headline setting (Tisza et al. 2026)Evaluation | 0.733 | 0.279 | 0.341 | 0.727 | 0.422 | 0.593 | 0.919 | 0.785 | 0.692 | 0.702 | -0.026 | 0.698 | 0.545 | -0.053 | 0.58 |
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.733 Bray curtis dissimilarity (RPM-based abundance profile; mean over mock communities; ANI-capped truth) unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 27 (base_tool 'Metabuli', rank 'ani_capped', truth_mode 'capped'), column 'bray_curtis' (cell E27) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.593 F1 (taxon detection; mean over mock communities; ANI-capped truth) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 27 (base_tool 'Metabuli', rank 'ani_capped', truth_mode 'capped'), column 'F1' (cell D27) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | -0.026 Pearson (abundance profile against truth; mean over mock communities; ANI-capped truth) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 27 (base_tool 'Metabuli', rank 'ani_capped', truth_mode 'capped'), column 'pearson' (cell F27) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.279 Bray curtis dissimilarity (RPM-based abundance profile; mean over six mock communities; rank family, strict truth) unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 7 (base_tool 'Metabuli', rank 'family', truth_mode 'strict'), column 'bray_curtis' (cell E7) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.919 F1 (taxon detection; mean over six mock communities; rank family, strict truth) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 7 (base_tool 'Metabuli', rank 'family', truth_mode 'strict'), column 'F1' (cell D7) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.698 Pearson (abundance profile against truth; mean over six mock communities; rank family, strict truth) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 7 (base_tool 'Metabuli', rank 'family', truth_mode 'strict'), column 'pearson' (cell F7) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.341 Bray curtis dissimilarity (RPM-based abundance profile; mean over six mock communities; rank genus, strict truth) unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 12 (base_tool 'Metabuli', rank 'genus', truth_mode 'strict'), column 'bray_curtis' (cell E12) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.785 F1 (taxon detection; mean over six mock communities; rank genus, strict truth) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 12 (base_tool 'Metabuli', rank 'genus', truth_mode 'strict'), column 'F1' (cell D12) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.545 Pearson (abundance profile against truth; mean over six mock communities; rank genus, strict truth) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 12 (base_tool 'Metabuli', rank 'genus', truth_mode 'strict'), column 'pearson' (cell F12) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.727 Bray curtis dissimilarity (RPM-based abundance profile; mean over six mock communities; rank species, strict truth) unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 17 (base_tool 'Metabuli', rank 'species', truth_mode 'strict'), column 'bray_curtis' (cell E17) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.692 F1 (taxon detection; mean over six mock communities; rank species, strict truth) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 17 (base_tool 'Metabuli', rank 'species', truth_mode 'strict'), column 'F1' (cell D17) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | -0.053 Pearson (abundance profile against truth; mean over six mock communities; rank species, strict truth) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 17 (base_tool 'Metabuli', rank 'species', truth_mode 'strict'), column 'pearson' (cell F17) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.422 Bray curtis dissimilarity (RPM-based abundance profile; mean over six mock communities; rank subspecies, strict truth) unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 22 (base_tool 'Metabuli', rank 'subspecies', truth_mode 'strict'), column 'bray_curtis' (cell E22) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.702 F1 (taxon detection; mean over six mock communities; rank subspecies, strict truth) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 22 (base_tool 'Metabuli', rank 'subspecies', truth_mode 'strict'), column 'F1' (cell D22) |
| Configuration: Metabuli v1.2.0, headline setting (Tisza et al. 2026) | Protocol: Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9) Dataset: Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) | 0.58 Pearson (abundance profile against truth; mean over six mock communities; rank subspecies, strict truth) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcerna-pathogen-20261011-tisza2026-protocol-mock Aggregation: Not reported Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) · Supplemental Table S9, row 22 (base_tool 'Metabuli', rank 'subspecies', truth_mode 'strict'), column 'pearson' (cell F22) |
Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.
0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.
Release 2026-10-22-1b7cf027e4f6 · Evidence verified: Not verified
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Mutated virus mock-community profiling against ground truth (Tisza et al. 2026 Table S9)
Metadata review: source checked. Unreported conditions prevent automatic comparisons.
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One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
38 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Comparison: adaptation Headline setting: precision 1, minimum score 0.15 Context-only references | EsViritu is a sensitive and specific profiler for viral pathogen detection and genome recovery in metagenomes Supplemental Table S9, rows base_tool 'Metabuli' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bioRxiv 10.64898/2026.09.29.755457 v1, posted 2026-09-30; JATS XML | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: adaptation Headline setting: precision 1, minimum score 0.15 Context-only references | Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) Supplemental Table S9, rows base_tool 'Metabuli' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bioRxiv 10.64898/2026.09.29.755457 v1 supplementary file DC1 (755457_file02.xlsx) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: aggregation Mean over six communities Context-only references | EsViritu is a sensitive and specific profiler for viral pathogen detection and genome recovery in metagenomes Supplemental Table S9, rows base_tool 'Metabuli' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bioRxiv 10.64898/2026.09.29.755457 v1, posted 2026-09-30; JATS XML | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: aggregation Mean over six communities Context-only references | Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) Supplemental Table S9, rows base_tool 'Metabuli' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bioRxiv 10.64898/2026.09.29.755457 v1 supplementary file DC1 (755457_file02.xlsx) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: budget Not reported Context-only references | EsViritu is a sensitive and specific profiler for viral pathogen detection and genome recovery in metagenomes Supplemental Table S9, rows base_tool 'Metabuli' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bioRxiv 10.64898/2026.09.29.755457 v1, posted 2026-09-30; JATS XML | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: budget Not reported Context-only references | Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) Supplemental Table S9, rows base_tool 'Metabuli' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bioRxiv 10.64898/2026.09.29.755457 v1 supplementary file DC1 (755457_file02.xlsx) | missing or unspecified No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: dataset version Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) Context-only references | EsViritu is a sensitive and specific profiler for viral pathogen detection and genome recovery in metagenomes Supplemental Table S9, rows base_tool 'Metabuli' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bioRxiv 10.64898/2026.09.29.755457 v1, posted 2026-09-30; JATS XML | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: dataset version Six mutated virus mock communities with bacterial and human background (Tisza et al. 2026) Context-only references | Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) Supplemental Table S9, rows base_tool 'Metabuli' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bioRxiv 10.64898/2026.09.29.755457 v1 supplementary file DC1 (755457_file02.xlsx) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: inputs Synthetic NovaSeq read pairs (InSilicoSeq) Context-only references | EsViritu is a sensitive and specific profiler for viral pathogen detection and genome recovery in metagenomes Supplemental Table S9, rows base_tool 'Metabuli' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bioRxiv 10.64898/2026.09.29.755457 v1, posted 2026-09-30; JATS XML | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: inputs Synthetic NovaSeq read pairs (InSilicoSeq) Context-only references | Tisza et al. 2026 Supplemental Tables S1-S25 (bioRxiv media-1.xlsx) Supplemental Table S9, rows base_tool 'Metabuli' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: bioRxiv 10.64898/2026.09.29.755457 v1 supplementary file DC1 (755457_file02.xlsx) | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
Stable ID: rna-pathogen-20261011-tisza2026-eval-mock-metabuli