rewirebio.iobenchmarks
Result

Normalized enrichment factor (NEF at the top 1% of the ranked library, LIT-PCBA target MAPK1) of Gnina (CNNscore) docking baseline on LIT-PCBA five-target subset as scored by Shen et al. 2025

0.016 Normalized enrichment factor (NEF at the top 1% of the ranked library, LIT-PCBA target MAPK1)

Methods

Tested configuration
Gnina (CNNscore) docking baseline
Protocol
LIT-PCBA five-target screening (Shen et al. 2025 Table 4)
Dataset
LIT-PCBA five-target subset as scored by Shen et al. 2025
Procedure
LIT-PCBA five-target screening (Shen et al. 2025 Table 4)
Evaluation
Gnina (CNNscore) on the LIT-PCBA five-target subset (Shen et al. 2025 Table 4)
Coverage
Not reported scored / Not reported eligible
Uncertainty
Not reported by the source: The source prints no interval or spread for this value
Evidence
Author-reported evaluation · source checkedShen et al. 2025, Chemical Science (Europe PMC full text) · Table 4, row 'Gnina (CNNscore)', column 'MAPK1' (NEF1%)

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
Five target sets, each with fewer than 100000 compounds; no training or test split applies
Adaptation
None; pretrained models and default or recommended settings
Scoring implementation
EF1% and NEF1%, where NEF1% is EF1% divided by its theoretical maximum at the 1% threshold

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
0.016
Individual claims
Shen et al. 2025, Chemical Science (Europe PMC full text)

Original source ↗

Table 4, row 'Gnina (CNNscore)', column 'MAPK1' (NEF1%)

Version: PMC12704515 (Chem Sci, published 2025-12-11)
Retrieved: 2026-10-22T11:52:32Z

source checked

["independent-cell-check","deterministic-table-parse"] · 2026-10-22

author reported

Audit details

Checked against the pinned source by an automated independent re-parse. Transcription checked; not reproduced and not reviewed by a human scientist.

Field: attributes.printed_value

Source artifact SHA-256: 11a4cee97057d9e72f9393024d22fdd169e3134f493367eee2f7869facf9ccf8

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

Extraction artifact SHA-256: 11a4cee97057d9e72f9393024d22fdd169e3134f493367eee2f7869facf9ccf8

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: hitdisc-20261022-result-litpcba5-dock-gnina-cnnscore-mapk1-nef1

metric
normalized-enrichment-factor
metric direction
higher
unit
unitless
metric qualifier
NEF at the top 1% of the ranked library, LIT-PCBA target MAPK1
printed value
0.016
numeric value
0.016
source locator
Table 4, row 'Gnina (CNNscore)', column 'MAPK1' (NEF1%)
missing metadata
uncertainty: reason: unreported; note: The source prints no interval or spread for this value
review
method: independent-cell-check; deterministic-table-parse; reviewer: claude; reviewer note: Claude review agent, independent of the extraction agent; no human review claimed; date: 2026-10-22; method note: Re-downloaded the pinned Europe PMC XML, matched its SHA-256, and re-parsed Tables 1 to 5 with a parser written for this review (myparse_shen.py), independent of the extractor's build_batch.py. Every printed value, row label and column header compared; the parser was proved on six seeded errors.; note: Checked against the pinned source by an automated independent re-parse. Transcription checked; not reproduced and not reviewed by a human scientist.; artifact sha256: 11a4cee97057d9e72f9393024d22fdd169e3134f493367eee2f7869facf9ccf8; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12704515/fullTextXML; receipt: data/omics/use-case-coverage-hitdisc-20261022/review.json
source table
Table 4
source warnings
Huang, Knight and Naprienko 2025 (arXiv:2507.21404v2, artifact e766c8aa4f94287672b2b1bacab2480a41ec7c806ecbaf5e2d1bf8773781310f, Abstract) audit LIT-PCBA and report extensive analogue and 2D-identical-compound leakage between its splits: 323 active training-validation analogue pairs at ECFP4 Tanimoto at or above 0.6 in ALDH1 alone and 2491 2D-identical inactives shared between training and validation across targets. They conclude that a parameter-free memorisation baseline matches or exceeds published deep-learning and 3D-similarity results, that nearly all published LIT-PCBA results are undermined, that zero-shot evaluations are also affected, and that the benchmark does not measure recovery of novel chemotypes. That bears on this value.; The actives-to-inactives ratio of LIT-PCBA is in dispute between the sources: the official page (artifact a2203612b553236d7f01da5573389d439d2f7aa0436080412f27da882e086e5e, data content table) gives 7761 actives and 382674 unique inactives for the 15 target sets, while Shen et al. 2025 (artifact 11a4cee97057d9e72f9393024d22fdd169e3134f493367eee2f7869facf9ccf8, Methods 'Datasets') give 10030 confirmed actives and 2798737 confirmed inactives. Neither source reconciles the other. NEF1% is defined as a correction for that ratio, so the normalised values rest on a count the sources disagree about.
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