rewirebio.iobenchmarks
Result

0.856 precision

drost2025-inhouse-pangolin-precision precision

Tested configuration
Pangolin (Drost et al.)
Protocol
Splice-effect prediction against patient-RNA or exon-trapping results, in-house diagnostic cohort (Drost et al. Data S1)
Dataset
Drost et al. in-house RNA-tested diagnostic variants, scorable subset
Procedure
rna-splicing-20261009-protocol-drost2025-inhouse
Evaluation
Pangolin on in-house scorable variants (count not printed)
Coverage
Not reported scored / Not reported eligible
Uncertainty
Not reported by the source
Evidence
Independent external evaluation · source checkedRoutine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'In House dataset', cell E33; row Pangolin, column Precision

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
No training split
Adaptation
None; pretrained predictors with literature thresholds
Scoring implementation
R: plotROC 2.3.1 (ROC), yardstick 1.2.0 (PR), caret 6.0.94 (binary statistics)

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.

2 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-10-7b8f80935f90
Property and statementOriginal source and locationReview and provenance
Reported result
0.855932203389831
Individual claims
Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools

Original source ↗

Data S1 Table S4 'In House dataset', cell E33; row Pangolin, column Precision

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

Version: HGG Advances 7(1):100521, published online 2025-09-22; PMC12547740 full-text XML
Retrieved: 2026-10-09T20:30:41Z

source checked

["source-hash-verification","deterministic-table-parse","independent-cell-check"] · 2026-10-09

independent paper

Audit details

Deterministic parse of the pinned XLSX cell XML (extract/extract_rna_splicing.py) with sheet title, block titles, column headers and row labels asserted; printed_value is the shortest round-trip decimal of the stored double, raw_xml_value keeps the stored text. Pending independent review. Independent review 2026-10-09: value and identity match the source.

Field: attributes.printed_value

Source artifact SHA-256: 2a2e970526e4348d505d26356b830d96da9e32688c4de84841ac8137b62d5d32

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

Inspected artifact

Extraction artifact SHA-256: a3a69202b8f0d9ecb7fa22a16991d5e4d583b5ae72fd598206ea5c2b4c5c14ca

Extraction artifact

Reported result
0.855932203389831
Individual claims
Drost et al. 2025, Data S1 (Tables S1-S6)

Original source ↗

Data S1 Table S4 'In House dataset', cell E33; row Pangolin, column Precision

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

Version: mmc2.xlsx (Data S1. Tables S1-S6) inside the Europe PMC supplementaryFiles zip for PMC12547740
Retrieved: 2026-10-09T20:31:37Z

source checked

["source-hash-verification","deterministic-table-parse","independent-cell-check"] · 2026-10-09

independent paper

Audit details

Deterministic parse of the pinned XLSX cell XML (extract/extract_rna_splicing.py) with sheet title, block titles, column headers and row labels asserted; printed_value is the shortest round-trip decimal of the stored double, raw_xml_value keeps the stored text. Pending independent review. Independent review 2026-10-09: value and identity match the source.

Field: attributes.printed_value

Source artifact SHA-256: a3a69202b8f0d9ecb7fa22a16991d5e4d583b5ae72fd598206ea5c2b4c5c14ca

Hash scope: SHA-256 of mmc2.xlsx as extracted from the supplementaryFiles zip (zip SHA-256 1c89a7ebc0bf686c6087d0fee86ba6f364a6d754d5bc7eb9c446b7db017f1ebc; the zip is re-built by Europe PMC on each request, so only the member hash is stable).

Inspected artifact

Extraction artifact SHA-256: a3a69202b8f0d9ecb7fa22a16991d5e4d583b5ae72fd598206ea5c2b4c5c14ca

Extraction artifact

Sources and history

Release 2026-10-10-7b8f80935f90 · Record review: source checked

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

Stable ID: rna-splicing-20261009-result-drost2025-inhouse-pangolin-precision

metric
precision
metric direction
higher
unit
fraction
printed value
0.855932203389831
numeric value
0.855932203389831
source locator
Data S1 Table S4 'In House dataset', cell E33; row Pangolin, column Precision
missing metadata
uncertainty: reason: unreported
review
method: source-hash-verification; deterministic-table-parse; independent-cell-check; reviewer: claude; reviewer note: Separate Claude review agent, independent of the extractor; no human review claimed; date: 2026-10-09; artifact sha256: a3a69202b8f0d9ecb7fa22a16991d5e4d583b5ae72fd598206ea5c2b4c5c14ca; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12547740/supplementaryFiles; method note: Re-downloaded the artifact and matched its SHA-256. Read Drost Data S1 Table S4 with a separate reader written for this review (the extractor's scripts were not run). Checked printed and numeric value, locator, metric, unit and direction, and the evaluation's configuration, protocol and dataset. Recovered integer TP and TN for each row and confirmed that the Entire Dataset counts equal CAGI6 plus In House for every tool.; note: Deterministic parse of the pinned XLSX cell XML (extract/extract_rna_splicing.py) with sheet title, block titles, column headers and row labels asserted; printed_value is the shortest round-trip decimal of the stored double, raw_xml_value keeps the stored text. Pending independent review. Independent review 2026-10-09: value and identity match the source.
metric qualifier
binarised at each tool's literature threshold; column 'Precision'
raw xml value
0.855932203389831
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