rewirebio.iobenchmarks
Evaluation

UCSF respiratory RNA mNGS original-testing sensitivity

UCSF respiratory RNA mNGS original-testing sensitivity; bounded primary-source candidate.

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Release 2026-10-07-1448159e6a81 · Evidence verified: Not verified

Evidence incomplete

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Investigate discrepancies

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Verified: Not verified

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Validate independently

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Evaluation results

1 evaluation · 1 result. Different protocols are not a single leaderboard.

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Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: UCSF respiratory RNA mNGS original-testing sensitivity tested configurationProtocol: UCSF respiratory RNA mNGS original-testing sensitivity protocol
Dataset: UCSF respiratory RNA mNGS original-testing sensitivity cohort
93.6% (103 of 110) sensitivity_against_original_rvp_testing
percent · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

UCSF respiratory RNA mNGS original-testing sensitivity

amp-20261007-rna-pathogens-protocol

Aggregation: Not reported

Tan et al., Nature Communications 15, 9016 (2024) · PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Source checking is not independent reproduction. Release 2026-10-07-1448159e6a81.

Evaluation procedure

amp-20261007-rna-pathogens-protocol

Configuration
UCSF respiratory RNA mNGS original-testing sensitivity tested configuration
Protocol
UCSF respiratory RNA mNGS original-testing sensitivity protocol
Dataset
UCSF respiratory RNA mNGS original-testing sensitivity cohort
origin
Author-reported evaluation
configuration
Not reported
adaptation
Conventional sequence alignment pipeline; no foundation-model adaptation
aggregation
Not reported
budget
Not reported
dataset version
Not reported
inputs
Respiratory RNA (DNase-treated), reverse-transcribed cDNA libraries; original clinical multiplex RT-PCR reference
metric implementation
sensitivity_against_original_rvp_testing
population
191 residual UCSF clinical samples: 110 RVP-virus-positive, 81 negative. Results says positive 104 upper respiratory swabs + 6 BAL; Methods instead 103 + 7, retained unresolved.
protocol id
amp-20261007-rna-pathogens-protocol
split
Residual clinical accuracy cohort; no model training/test split reported

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
Residual clinical accuracy cohort; no model training/test split reported
Adaptation
Conventional sequence alignment pipeline; no foundation-model adaptation
Scoring implementation
sensitivity_against_original_rvp_testing

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

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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.

20 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-07-1448159e6a81
Property and statementOriginal source and locationReview and provenance
attributes.comparison.adaptation
Conventional sequence alignment pipeline; no foundation-model adaptation
Context-only references
Tan et al., Nature Communications 15, 9016 (2024)

Original source ↗

PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Version: Tan et al., Nature Communications 15, 9016 (2024)
Retrieved: 2026-10-07T12:24:59.206377+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 4b701cdeaf16c948591a34576390dbaed033a123ea9c8bace661b6822889abf6

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

attributes.comparison.aggregation
Not reported
Context-only references
Tan et al., Nature Communications 15, 9016 (2024)

Original source ↗

PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Version: Tan et al., Nature Communications 15, 9016 (2024)
Retrieved: 2026-10-07T12:24:59.206377+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 4b701cdeaf16c948591a34576390dbaed033a123ea9c8bace661b6822889abf6

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

attributes.comparison.budget
Not reported
Context-only references
Tan et al., Nature Communications 15, 9016 (2024)

Original source ↗

PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Version: Tan et al., Nature Communications 15, 9016 (2024)
Retrieved: 2026-10-07T12:24:59.206377+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 4b701cdeaf16c948591a34576390dbaed033a123ea9c8bace661b6822889abf6

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

attributes.comparison.dataset_version
Not reported
Context-only references
Tan et al., Nature Communications 15, 9016 (2024)

Original source ↗

PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Version: Tan et al., Nature Communications 15, 9016 (2024)
Retrieved: 2026-10-07T12:24:59.206377+00:00

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 4b701cdeaf16c948591a34576390dbaed033a123ea9c8bace661b6822889abf6

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

attributes.comparison.inputs
Respiratory RNA (DNase-treated), reverse-transcribed cDNA libraries; original clinical multiplex RT-PCR reference
Context-only references
Tan et al., Nature Communications 15, 9016 (2024)

Original source ↗

PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Version: Tan et al., Nature Communications 15, 9016 (2024)
Retrieved: 2026-10-07T12:24:59.206377+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 4b701cdeaf16c948591a34576390dbaed033a123ea9c8bace661b6822889abf6

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

attributes.comparison.metric_implementation
sensitivity_against_original_rvp_testing
Context-only references
Tan et al., Nature Communications 15, 9016 (2024)

Original source ↗

PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Version: Tan et al., Nature Communications 15, 9016 (2024)
Retrieved: 2026-10-07T12:24:59.206377+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 4b701cdeaf16c948591a34576390dbaed033a123ea9c8bace661b6822889abf6

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

attributes.comparison.population
191 residual UCSF clinical samples: 110 RVP-virus-positive, 81 negative. Results says positive 104 upper respiratory swabs + 6 BAL; Methods instead 103 + 7, retained unresolved.
Context-only references
Tan et al., Nature Communications 15, 9016 (2024)

Original source ↗

PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Version: Tan et al., Nature Communications 15, 9016 (2024)
Retrieved: 2026-10-07T12:24:59.206377+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: 4b701cdeaf16c948591a34576390dbaed033a123ea9c8bace661b6822889abf6

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

attributes.comparison.protocol_id
amp-20261007-rna-pathogens-protocol
Context-only references
Tan et al., Nature Communications 15, 9016 (2024)

Original source ↗

PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Version: Tan et al., Nature Communications 15, 9016 (2024)
Retrieved: 2026-10-07T12:24:59.206377+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 4b701cdeaf16c948591a34576390dbaed033a123ea9c8bace661b6822889abf6

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

attributes.comparison.split
Residual clinical accuracy cohort; no model training/test split reported
Context-only references
Tan et al., Nature Communications 15, 9016 (2024)

Original source ↗

PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Version: Tan et al., Nature Communications 15, 9016 (2024)
Retrieved: 2026-10-07T12:24:59.206377+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: 4b701cdeaf16c948591a34576390dbaed033a123ea9c8bace661b6822889abf6

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

attributes.conventional_baseline
Original clinical RVP assays: GenMark ePlex, Luminex NxTAG and/or Verigene RP Flex. Same cohort specificity 93.8% (76/81), accuracy 93.7% (179/191). DTCA agreements are separate endpoints and excluded.
Context-only references
Tan et al., Nature Communications 15, 9016 (2024)

Original source ↗

PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.

Version: Tan et al., Nature Communications 15, 9016 (2024)
Retrieved: 2026-10-07T12:24:59.206377+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.conventional_baseline

Source artifact SHA-256: 4b701cdeaf16c948591a34576390dbaed033a123ea9c8bace661b6822889abf6

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

Sources and history

View linked audit checks and correction history

Release 2026-10-07-1448159e6a81 · Record review: source checked

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: amp-20261007-rna-pathogens-evaluation

areas
rna-transcriptomes
method types
conventional_pipeline
tasks
pathogen_detection
comparison
adaptation: Conventional sequence alignment pipeline; no foundation-model adaptation; aggregation: Not reported; budget: Not reported; dataset version: Not reported; inputs: Respiratory RNA (DNase-treated), reverse-transcribed cDNA libraries; original clinical multiplex RT-PCR reference; metric implementation: sensitivity_against_original_rvp_testing; population: 191 residual UCSF clinical samples: 110 RVP-virus-positive, 81 negative. Results says positive 104 upper respiratory swabs + 6 BAL; Methods instead 103 + 7, retained unresolved.; protocol id: amp-20261007-rna-pathogens-protocol; split: Residual clinical accuracy cohort; no model training/test split reported
conventional baseline
Original clinical RVP assays: GenMark ePlex, Luminex NxTAG and/or Verigene RP Flex. Same cohort specificity 93.8% (76/81), accuracy 93.7% (179/191). DTCA agreements are separate endpoints and excluded.
limitations
RNA-only specimen preparation supports RNA pathogen-detection workflow; tested target mix includes adenovirus, a DNA virus detected via transcription. Do not describe the 93.6% as a pure RNA-virus-only subgroup score.; Multiple detected targets are weighted so each specimen contributes one observation; out-of-panel mNGS positive calls are not counted as false positives.; Positive-specimen BAL/swab count disagreement in Results vs Methods remains unresolved; total 110 positives and 81 negatives agree.; No confidence interval extracted for original sensitivity. After selective discrepancy adjudication, report PPA/NPA rather than sensitivity; DTCA measurements must remain separate.; No foundation model or independent external replication; clinical residual-sample validation study supplies conventional baseline evidence.
missing metadata
aggregation: Endpoint-specific weighting in source where noted; budget: Not extracted; no execution
origin
author_reported
protocol
amp-20261007-rna-pathogens-protocol
source locator
PMC11558004 Results paragraph Par15; Table 1 Tab1 Accuracy / Original testing; Fig. 6A. Methods Par34 and Par38 define reference assays and mixed-target weighting.
version
Not reported
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