rewirebio.iobenchmarks
Result

Accuracy (cancer signal origin among 127 jointly detected validation cancers) of Small somatic variant classifier with matched white-blood-cell background removal (GRAIL prototype), CCGA substudy 1 on CCGA substudy 1 validation cancers detected by all three representative classifiers (127)

35% Accuracy (cancer signal origin among 127 jointly detected validation cancers)

Methods

Tested configuration
Small somatic variant classifier with matched white-blood-cell background removal (GRAIL prototype), CCGA substudy 1
Protocol
CCGA substudy 1 validation set: cancer signal origin accuracy among jointly detected cancers
Dataset
CCGA substudy 1 validation cancers detected by all three representative classifiers (127)
Procedure
CCGA substudy 1 validation set: cancer signal origin accuracy among jointly detected cancers
Evaluation
SNV-WBC on CCGA substudy 1 validation set: cancer signal origin accuracy among jointly detected cancers
Coverage
Not reported scored / Not reported eligible
Uncertainty
Not reported by the source
Evidence
Author-reported evaluation · source checkedEvaluation of cell-free DNA approaches for multi-cancer early detection · Results, cancer signal origin prediction: 35% (44/127)

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
Independent validation set
Adaptation
Separate multinomial origin classifier trained on the training set, using the detection classifier's features
Scoring implementation
Share of correct origin labels; 'other' counted as correct for six cancer types

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 2026-10-10-cbb3da59bc08
Property and statementOriginal source and locationReview and provenance
Reported result
35%
Individual claims
Evaluation of cell-free DNA approaches for multi-cancer early detection

Original source ↗

Results, cancer signal origin prediction: 35% (44/127)

Version: Cancer Cell 40(12):1537-1549.e12, published 2022-12-12; publisher PDF (1-s2.0-S153561082200513X-main.pdf) as deposited by the Francis Crick Institute on figshare, 10.25418/crick.21731870.v1
Retrieved: 2026-10-10T06:05:17Z

source checked

["source-hash-verification","pdf-text-parse","independent-cell-check"] · 2026-10-10

author reported

Audit details

Extracted by deterministic parse of the PDF text layer (pdftotext -layout). Independent review 2026-10-10: value, interval and identity match the source.

Field: attributes.printed_value

Source artifact SHA-256: 5159294dd203d511dd437837a34555b276e14e0edf615bcb58bae5d9a1246d9a

Hash scope: pdftotext -layout text layer, parsed by extract/extract_ctdna_jamshidi.py

Inspected artifact

Extraction artifact SHA-256: 5159294dd203d511dd437837a34555b276e14e0edf615bcb58bae5d9a1246d9a

Extraction artifact

Sources and history

Release 2026-10-10-cbb3da59bc08 · Record review: source checked

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

Stable ID: ctdnajam-20261010-result-cso-snv-wbc-accuracy

metric
accuracy
metric qualifier
cancer signal origin among 127 jointly detected validation cancers
metric direction
higher
unit
percent
printed value
35%
numeric value
35
source locator
Results, cancer signal origin prediction: 35% (44/127)
review
method: source-hash-verification; pdf-text-parse; independent-cell-check; method note: Re-downloaded the figshare file and matched its SHA-256 and the figshare MD5. Read the text layer with pdftotext and a separate parser. Checked the percentage and count in the Results sentence and recomputed the percentage from the count.; reviewer: claude; reviewer note: Separate Claude review agent, independent of the extractor; no human review claimed; date: 2026-10-10; artifact sha256: 5159294dd203d511dd437837a34555b276e14e0edf615bcb58bae5d9a1246d9a; retrieval url: https://ndownloader.figshare.com/files/38559380; note: Extracted by deterministic parse of the PDF text layer (pdftotext -layout). Independent review 2026-10-10: value, interval and identity match the source.
missing metadata
uncertainty: reason: unreported
numerator
44
denominator
127
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