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Evaluation

AF3 L-pLDDT re-ranking the AmpC beta-lactamase docking hit list (Kim, Correy, Hall et al. 2026)

Published result; transcribed, not reproduced.

Evaluation results

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Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: AF3 L-pLDDT (Kim, Correy, Hall et al. 2026 hit-list re-ranking)Protocol: Re-ranking the AmpC beta-lactamase docking hit list by co-folding and docking scores (Kim, Correy, Hall et al. 2026)
Dataset: AmpC beta-lactamase docking hit list, 1293 tested compounds
AUC = 60.5 AUROC (Discrimination of measured binders from high-ranking docking false positives in the tested AmpC beta-lactamase hit list)
unitless · higher

Uncertainty: Not reported by the source: The source prints no interval or spread for this value

Coverage: Not reported scored / Not reported eligible

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

AF3 L-pLDDT re-ranking the AmpC beta-lactamase docking hit list (Kim, Correy, Hall et al. 2026)

hitdisc-20261022-protocol-kim-ampc

Aggregation: Not reported

Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text) · Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC; printed in the body text as 'AUC = 60.5'

Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.

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0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-10-22-1b7cf027e4f6 · Evidence verified: Not verified

Evidence incomplete

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Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

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  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

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Investigate discrepancies

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Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

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  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
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  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

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Evaluation procedure

Re-ranking the AmpC beta-lactamase docking hit list by co-folding and docking scores (Kim, Correy, Hall et al. 2026)

Configuration
AF3 L-pLDDT (Kim, Correy, Hall et al. 2026 hit-list re-ranking)
Protocol
Re-ranking the AmpC beta-lactamase docking hit list by co-folding and docking scores (Kim, Correy, Hall et al. 2026)
Dataset
AmpC beta-lactamase docking hit list, 1293 tested compounds
origin
Author-reported evaluation
configuration
Not reported
protocol id
hitdisc-20261022-protocol-kim-ampc
dataset version
Tested compounds and measured potencies as provided in Supplementary file 5
split
Whole tested list; no training or test split applies
population
1293 tested compounds sampled from scoring bins within the top-scoring 1% of 1.7 billion docked molecules: 247 true hits and 1046 non-binders
inputs
Ligand SMILES and the protein sequence for the co-folding scores; the ligand SMILES and the receptor structure for DOCK3.7
adaptation
None; pretrained models and the published docking receptor
metric implementation
Area under the receiver operating characteristic curve for separating true hits from non-binders, printed as a percentage
aggregation
Pooled over the compounds of one target's tested list
budget
Not reported

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

Reproduction

Split
Whole tested list; no training or test split applies
Adaptation
None; pretrained models and the published docking receptor
Scoring implementation
Area under the receiver operating characteristic curve for separating true hits from non-binders, printed as a percentage

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.

19 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
Comparison: adaptation
None; pretrained models and the published docking receptor
Context-only references
Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text)

Original source ↗

Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC

Version: PMC13657626 (eLife 2026;15:RP110475, version of record published 2026-10-12)
Retrieved: 2026-10-22T11:52:32Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6

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

Comparison: aggregation
Pooled over the compounds of one target's tested list
Context-only references
Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text)

Original source ↗

Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC

Version: PMC13657626 (eLife 2026;15:RP110475, version of record published 2026-10-12)
Retrieved: 2026-10-22T11:52:32Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6

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

Comparison: budget
Not reported
Context-only references
Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text)

Original source ↗

Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC

Version: PMC13657626 (eLife 2026;15:RP110475, version of record published 2026-10-12)
Retrieved: 2026-10-22T11:52:32Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6

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

Comparison: dataset version
Tested compounds and measured potencies as provided in Supplementary file 5
Context-only references
Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text)

Original source ↗

Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC

Version: PMC13657626 (eLife 2026;15:RP110475, version of record published 2026-10-12)
Retrieved: 2026-10-22T11:52:32Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6

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

Comparison: inputs
Ligand SMILES and the protein sequence for the co-folding scores; the ligand SMILES and the receptor structure for DOCK3.7
Context-only references
Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text)

Original source ↗

Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC

Version: PMC13657626 (eLife 2026;15:RP110475, version of record published 2026-10-12)
Retrieved: 2026-10-22T11:52:32Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6

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

Comparison: metric implementation
Area under the receiver operating characteristic curve for separating true hits from non-binders, printed as a percentage
Context-only references
Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text)

Original source ↗

Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC

Version: PMC13657626 (eLife 2026;15:RP110475, version of record published 2026-10-12)
Retrieved: 2026-10-22T11:52:32Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6

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

Comparison: population
1293 tested compounds sampled from scoring bins within the top-scoring 1% of 1.7 billion docked molecules: 247 true hits and 1046 non-binders
Context-only references
Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text)

Original source ↗

Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC

Version: PMC13657626 (eLife 2026;15:RP110475, version of record published 2026-10-12)
Retrieved: 2026-10-22T11:52:32Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6

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

Comparison: protocol id
hitdisc-20261022-protocol-kim-ampc
Context-only references
Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text)

Original source ↗

Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC

Version: PMC13657626 (eLife 2026;15:RP110475, version of record published 2026-10-12)
Retrieved: 2026-10-22T11:52:32Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6

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

Comparison: split
Whole tested list; no training or test split applies
Context-only references
Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text)

Original source ↗

Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC

Version: PMC13657626 (eLife 2026;15:RP110475, version of record published 2026-10-12)
Retrieved: 2026-10-22T11:52:32Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6

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

Interpretation
The compounds were all synthesised and assayed, but the score comparison is a retrospective re-ranking of that tested set rather than a new prospective screen.
Context-only references
Kim, Correy, Hall et al. 2026, eLife 15:RP110475 (Europe PMC full text)

Original source ↗

Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC

Version: PMC13657626 (eLife 2026;15:RP110475, version of record published 2026-10-12)
Retrieved: 2026-10-22T11:52:32Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.interpretation

Source artifact SHA-256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6

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

How to read the evidence

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-eval-kim-ampc-kim-af3-lplddt

areas
molecular-interactions
contexts
research
origin
author_reported
protocol
hitdisc-20261022-protocol-kim-ampc
comparison
protocol id: hitdisc-20261022-protocol-kim-ampc; dataset version: Tested compounds and measured potencies as provided in Supplementary file 5; split: Whole tested list; no training or test split applies; population: 1293 tested compounds sampled from scoring bins within the top-scoring 1% of 1.7 billion docked molecules: 247 true hits and 1046 non-binders; inputs: Ligand SMILES and the protein sequence for the co-folding scores; the ligand SMILES and the receptor structure for DOCK3.7; adaptation: None; pretrained models and the published docking receptor; metric implementation: Area under the receiver operating characteristic curve for separating true hits from non-binders, printed as a percentage; aggregation: Pooled over the compounds of one target's tested list; budget: Not reported
source locator
Results 'Co-folding struggles to reliably re-rank docking hit lists', paragraph on AmpC
review
method: scope-review; automated-source-review; reviewer: claude; reviewer note: Claude review agent, independent of the extraction agent; no human review claimed; date: 2026-10-22; method note: Read the record against the pinned sources and against docs/use-cases.md and docs/record-contract.md.; note: Record checked against the pinned source and the record contract. Transcription checked; not reproduced and not reviewed by a human scientist.; artifact sha256: 9be510b7b0cc152ff56a03c96877bf06b6a6bdeffdb4baecf8e999a6bf155aa6; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC13657626/fullTextXML; receipt: data/omics/use-case-coverage-hitdisc-20261022/review.json
missing metadata
comparison.budget: reason: unreported; note: No compute budget is stated for this arm
retrospective
true
interpretation
The compounds were all synthesised and assayed, but the score comparison is a retrospective re-ranking of that tested set rather than a new prospective screen.
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