rewirebio.iobenchmarks
Result

Recall (genus level; mean across all 81 isolates (species in and out of the database)) of Kraken2 (main database, Peres da Silva et al. 2024) on ONT reads from 81 bacterial isolates (Peres da Silva et al. 2024)

0.79 Recall (genus level; mean across all 81 isolates (species in and out of the database))

Methods

Tested configuration
Kraken2 (main database, Peres da Silva et al. 2024)
Protocol
Genus-level read classification of ONT bacterial isolates, main database (Peres da Silva et al. 2024)
Dataset
ONT reads from 81 bacterial isolates (Peres da Silva et al. 2024)
Procedure
Genus-level read classification of ONT bacterial isolates, main database (Peres da Silva et al. 2024)
Evaluation
Kraken2 on genus-level read classification of ONT bacterial isolates, main database (Peres da Silva et al. 2024)
Coverage
Not reported scored / Not reported eligible
Uncertainty
Not reported by the source: Figure 3 shows standard-deviation error bars; no value is printed in the text
Evidence
Author-reported evaluation · source checkedMetageNN: a memory-efficient neural network taxonomic classifier robust to sequencing errors and missing genomes · Results 'Results for all genomes' paragraph 1, sentence 4 (values shown in Fig. 3a)

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.

Reproduction

Split
Test sets 'Species in the database' (47 isolates) and 'Species out of the database' (34 isolates)
Adaptation
All tools use the 516-genome main database
Scoring implementation
For each taxon, sensitivity is the proportion of its reads classified as such and precision the proportion of correctly classified reads; F1 is their harmonic mean. Averages are across bacterial isolates; Wilcoxon rank-sum tests compare MetageNN with each tool.

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

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.

1 evidence row matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Reported result
0.79
Individual claims
MetageNN: a memory-efficient neural network taxonomic classifier robust to sequencing errors and missing genomes

Original source ↗

Results 'Results for all genomes' paragraph 1, sentence 4 (values shown in Fig. 3a)

Version: BMC Bioinformatics 25:153, published 2024-04-16; PMC11022314 full-text XML
Retrieved: 2026-10-12T20:50:20Z

source checked

["source-hash-verification","independent-cell-check"] · 2026-10-12

author reported

Audit details

Re-downloaded the Europe PMC full-text XML and matched its SHA-256; compared the value with a separate parser of the Table 1 table-wrap and of the Results sentences written for this review.

Field: attributes.printed_value

Source artifact SHA-256: ac4b137508d295d5e04e9be263bef40bdcf2c494e096407e5896611194f14e12

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Extraction artifact SHA-256: ac4b137508d295d5e04e9be263bef40bdcf2c494e096407e5896611194f14e12

Extraction artifact

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: dna-pathogen-20261012-metagenn-result-kraken2-isolates-all-recall

metric
recall
metric direction
higher
unit
fraction
printed value
0.79
metric qualifier
genus level; mean across all 81 isolates (species in and out of the database)
source locator
Results 'Results for all genomes' paragraph 1, sentence 4 (values shown in Fig. 3a)
missing metadata
uncertainty: reason: unreported; note: Figure 3 shows standard-deviation error bars; no value is printed in the text
review
method: source-hash-verification; independent-cell-check; reviewer: claude; reviewer note: Separate Claude review agent (rev-mlvb), independent of the extracting agent; no human review claimed; date: 2026-10-12; artifact sha256: ac4b137508d295d5e04e9be263bef40bdcf2c494e096407e5896611194f14e12; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC11022314/fullTextXML; method note: Transcribed from a Results sentence of the pinned XML; extract/extract_metagenn.py asserts the exact sentence before writing the value.; note: Re-downloaded the Europe PMC full-text XML and matched its SHA-256; compared the value with a separate parser of the Table 1 table-wrap and of the Results sentences written for this review.
numeric value
0.79
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