rewirebio.iobenchmarks
Evidence claim

Baseline: Select a patient-RNA splicing-variant validation workflow

Baseline of Select a patient-RNA splicing-variant validation workflow

FRASER and OUTRIDER, with a legacy splice-site vote

Baseline method for the use case, reviewed against its cited sources.

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.

27 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Claimed field
baseline
Context-only references
Detection of aberrant splicing events in RNA-seq data using FRASER

Original source ↗

amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Europe PMC fullTextXML retrieved 2026-10-07T12:23:57.289375+00:00
Retrieved: 2026-10-07T12:23:57.289375+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: 1f1f028cddd9145bd342422ec768ecdca6ecfeb6f9bc2e114ecfab061b5e93a6

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

Inspected artifact

Claimed field
baseline
Context-only references
saseR: juggling offsets unlocks RNA-seq tools for fast and scalable differential usage, aberrant splicing and expression retrieval

Original source ↗

amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Genome Biology 27:103, published online 2026-02-18; PMC13019952 full-text XML
Retrieved: 2026-10-09T20:30:42Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: af11b79beec80f945a14f13ce487193ad733d740cace922eba0bd6d63b9de560

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

Inspected artifact

Claimed field
baseline
Context-only references
Analyzing the performance of deep learning splice prediction algorithms (Fortier, Rudy and Scherer, PLOS One 2026)

Original source ↗

amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PLOS One 21(5):e0348885, published 2026-05-13; PMC13170886 full-text XML
Retrieved: 2026-10-11T21:37:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: dffe74cee7782cbdfdbc9423cf00f0a846b3d720b90b10e9732d6f768c485176

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

Inspected artifact

Method ids
3 values
  • rna-splicing-20261009-method-fraser
  • rna-splicing-20261009-method-outrider
  • rna-splicing-20261011-fortier2026-method-legacy-ensemble
Context-only references
Detection of aberrant splicing events in RNA-seq data using FRASER

Original source ↗

amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Europe PMC fullTextXML retrieved 2026-10-07T12:23:57.289375+00:00
Retrieved: 2026-10-07T12:23:57.289375+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.method_ids

Source artifact SHA-256: 1f1f028cddd9145bd342422ec768ecdca6ecfeb6f9bc2e114ecfab061b5e93a6

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

Inspected artifact

Method ids
3 values
  • rna-splicing-20261009-method-fraser
  • rna-splicing-20261009-method-outrider
  • rna-splicing-20261011-fortier2026-method-legacy-ensemble
Context-only references
saseR: juggling offsets unlocks RNA-seq tools for fast and scalable differential usage, aberrant splicing and expression retrieval

Original source ↗

amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Genome Biology 27:103, published online 2026-02-18; PMC13019952 full-text XML
Retrieved: 2026-10-09T20:30:42Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.method_ids

Source artifact SHA-256: af11b79beec80f945a14f13ce487193ad733d740cace922eba0bd6d63b9de560

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

Inspected artifact

Method ids
3 values
  • rna-splicing-20261009-method-fraser
  • rna-splicing-20261009-method-outrider
  • rna-splicing-20261011-fortier2026-method-legacy-ensemble
Context-only references
Analyzing the performance of deep learning splice prediction algorithms (Fortier, Rudy and Scherer, PLOS One 2026)

Original source ↗

amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PLOS One 21(5):e0348885, published 2026-05-13; PMC13170886 full-text XML
Retrieved: 2026-10-11T21:37:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.method_ids

Source artifact SHA-256: dffe74cee7782cbdfdbc9423cf00f0a846b3d720b90b10e9732d6f768c485176

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

Inspected artifact

Pinned records
4 values
  • record id
    amp-oncology-rna-20261007-source-pmc7822922
    fields
    • status
    • attributes.artifact_sha256
    sha256
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  • record id
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    fields
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    sha256
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  • record id
    rna-splicing-20261011-fortier2026-source-article
    fields
    • status
    • attributes.artifact_sha256
    sha256
    f632aac0a971c54f908ad18bc9965d498c05b69bd07552d9915807db55a22233
  • record id
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    fields
    • status
    • name
    • description
    • facets
    • attributes.question
    • attributes.decision
    • attributes.inputs
    • attributes.output
    • attributes.exclusions
    • attributes.setting
    • attributes.clinical_scope
    • attributes.intended_users
    sha256
    b85cad56e15fbfad66a2e70c3b193ed56c464e5e44b62a19b12f391e409ec897
Context-only references
Detection of aberrant splicing events in RNA-seq data using FRASER

Original source ↗

amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Europe PMC fullTextXML retrieved 2026-10-07T12:23:57.289375+00:00
Retrieved: 2026-10-07T12:23:57.289375+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.pins

Source artifact SHA-256: 1f1f028cddd9145bd342422ec768ecdca6ecfeb6f9bc2e114ecfab061b5e93a6

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

Inspected artifact

Pinned records
4 values
  • record id
    amp-oncology-rna-20261007-source-pmc7822922
    fields
    • status
    • attributes.artifact_sha256
    sha256
    bd7e82c3608d41aa8da0e2a6c2053e5ba1f5cae0a4ed9b0e3dbd853e2965d8cc
  • record id
    rna-splicing-20261009-source-segers2026
    fields
    • status
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    sha256
    1ccf092301c812c7f1c03608214280563a10a3c6e416acac5c9f48bf545ca2ec
  • record id
    rna-splicing-20261011-fortier2026-source-article
    fields
    • status
    • attributes.artifact_sha256
    sha256
    f632aac0a971c54f908ad18bc9965d498c05b69bd07552d9915807db55a22233
  • record id
    use-case-patient-rna-splicing-validation
    fields
    • status
    • name
    • description
    • facets
    • attributes.question
    • attributes.decision
    • attributes.inputs
    • attributes.output
    • attributes.exclusions
    • attributes.setting
    • attributes.clinical_scope
    • attributes.intended_users
    sha256
    b85cad56e15fbfad66a2e70c3b193ed56c464e5e44b62a19b12f391e409ec897
Context-only references
saseR: juggling offsets unlocks RNA-seq tools for fast and scalable differential usage, aberrant splicing and expression retrieval

Original source ↗

amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Genome Biology 27:103, published online 2026-02-18; PMC13019952 full-text XML
Retrieved: 2026-10-09T20:30:42Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.pins

Source artifact SHA-256: af11b79beec80f945a14f13ce487193ad733d740cace922eba0bd6d63b9de560

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

Inspected artifact

Pinned records
4 values
  • record id
    amp-oncology-rna-20261007-source-pmc7822922
    fields
    • status
    • attributes.artifact_sha256
    sha256
    bd7e82c3608d41aa8da0e2a6c2053e5ba1f5cae0a4ed9b0e3dbd853e2965d8cc
  • record id
    rna-splicing-20261009-source-segers2026
    fields
    • status
    • attributes.artifact_sha256
    sha256
    1ccf092301c812c7f1c03608214280563a10a3c6e416acac5c9f48bf545ca2ec
  • record id
    rna-splicing-20261011-fortier2026-source-article
    fields
    • status
    • attributes.artifact_sha256
    sha256
    f632aac0a971c54f908ad18bc9965d498c05b69bd07552d9915807db55a22233
  • record id
    use-case-patient-rna-splicing-validation
    fields
    • status
    • name
    • description
    • facets
    • attributes.question
    • attributes.decision
    • attributes.inputs
    • attributes.output
    • attributes.exclusions
    • attributes.setting
    • attributes.clinical_scope
    • attributes.intended_users
    sha256
    b85cad56e15fbfad66a2e70c3b193ed56c464e5e44b62a19b12f391e409ec897
Context-only references
Analyzing the performance of deep learning splice prediction algorithms (Fortier, Rudy and Scherer, PLOS One 2026)

Original source ↗

amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PLOS One 21(5):e0348885, published 2026-05-13; PMC13170886 full-text XML
Retrieved: 2026-10-11T21:37:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.pins

Source artifact SHA-256: dffe74cee7782cbdfdbc9423cf00f0a846b3d720b90b10e9732d6f768c485176

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

Inspected artifact

Rationale
On patient RNA, FRASER (splicing) and OUTRIDER (expression) are the standard outlier callers, run in the DROP workflow; they fit count models to the cohort and are not trained on labelled variants. On DNA, the reference is the Legacy Ensemble, a vote across MaxEntScan, NNSplice, GeneSplicer and a SpliceSiteFinder-style matrix; NNSplice is an early neural network, so this vote is a legacy comparator rather than a strictly pre-machine-learning one.
Context-only references
Detection of aberrant splicing events in RNA-seq data using FRASER

Original source ↗

amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Europe PMC fullTextXML retrieved 2026-10-07T12:23:57.289375+00:00
Retrieved: 2026-10-07T12:23:57.289375+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.rationale

Source artifact SHA-256: 1f1f028cddd9145bd342422ec768ecdca6ecfeb6f9bc2e114ecfab061b5e93a6

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

Inspected artifact

How to read the evidence

Sources and history

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

3 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: use-case-baseline-patient-rna-splicing-validation

field
baseline
value
FRASER and OUTRIDER, with a legacy splice-site vote
source locator
amp-oncology-rna-20261007-source-pmc7822922: Results (beta-binomial outlier test, denoising autoencoder, DROP workflow); rna-splicing-20261009-source-segers2026: Background (FRASER as state of the art, and OUTRIDER, OutSingle and FRASER); rna-splicing-20261011-fortier2026-source-article: Methods (Legacy Ensemble N-of-4 vote) and Introduction (NNSplice and machine learning)
method ids
rna-splicing-20261009-method-fraser; rna-splicing-20261009-method-outrider; rna-splicing-20261011-fortier2026-method-legacy-ensemble
rationale
On patient RNA, FRASER (splicing) and OUTRIDER (expression) are the standard outlier callers, run in the DROP workflow; they fit count models to the cohort and are not trained on labelled variants. On DNA, the reference is the Legacy Ensemble, a vote across MaxEntScan, NNSplice, GeneSplicer and a SpliceSiteFinder-style matrix; NNSplice is an early neural network, so this vote is a legacy comparator rather than a strictly pre-machine-learning one.
review
method: source-hash-verification; automated-source-review; reviewer: claude; reviewer note: Separate Claude review agent, independent of the agent that proposed the baseline; no human review claimed; reviewed at: 2026-10-12T18:00:00Z; note: Reviewer corrected value and rationale and source list. Sources re-retrieved and read; method records and their configuration links checked against the use case's active comparisons. Names the reference newer methods are compared with, not a recommendation. See docs/reviews/use-cases/baselines-2026-10-12.md.
pins
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