rewire.itbenchmarks
Evaluation

Morgan + MLP on TDC ADMET benchmark group TDC-DILI: Toxicity: TDC.DILI

TDC ADMET benchmark group evaluation of Morgan + MLP on Toxicity: TDC.DILI, scored with AUROC.

Research readiness

These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.

Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing
  • annotations: verification is missing
  • dependence: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • recipe pinned: verification is missing
  • resource estimate: verification is missing

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • independent validation: verification is missing
  • overlap checked: verification is missing

Verified: Not verified

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No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Read reviewed discrepancy investigations

Evaluation results

1 evaluation · 1 result. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Method: Morgan + MLPTask: TDC ADMET benchmark group TDC-DILI: Toxicity: TDC.DILI
Dataset subset: TDC.DILI (TDC ADMET benchmark group split)
0.832 ± 0.021 auroc
fraction · higher

Uncertainty: type: reported_plus_minus_type_unresolved; value: 0.021

Coverage: Not reported scored / Not reported eligible

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

Morgan + MLP on TDC ADMET benchmark group TDC-DILI: Toxicity: TDC.DILI

Scaffold split, as the ADMET benchmark group defines it. Table 4 reports a value and a plus-or-minus spread but does not identify the spread's statistical meaning.

Aggregation: Not reported

Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development · Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.

Evaluation procedure

Scaffold split, as the ADMET benchmark group defines it. Table 4 reports a value and a plus-or-minus spread but does not identify the spread's statistical meaning.

Method
Morgan + MLP
Task
TDC ADMET benchmark group TDC-DILI: Toxicity: TDC.DILI
Dataset subset
TDC.DILI (TDC ADMET benchmark group split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
tdc-task-tdc-dili
metric implementation
AUROC

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

Reproduction

Split
Not reported
Adaptation
Not reported
Scoring implementation
AUROC

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.

10 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statementOriginal source and locationReview and provenance
attributes.comparison.metric_implementation
AUROC
Context-only references
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development

Original source ↗

Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Version: arXiv 2102.09548v1; later NSF v2 discovery retrieved partially but full artifact unavailable
Retrieved: 2026-09-16T21:04:55.709744+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: aaa5526f6f100093bc06c9921a8564ad08cfd5332270d614d7681051c2dd66bc

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.protocol_id
tdc-task-tdc-dili
Context-only references
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development

Original source ↗

Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Version: arXiv 2102.09548v1; later NSF v2 discovery retrieved partially but full artifact unavailable
Retrieved: 2026-09-16T21:04:55.709744+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: aaa5526f6f100093bc06c9921a8564ad08cfd5332270d614d7681051c2dd66bc

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.origin
author_reported
Context-only references
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development

Original source ↗

Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Version: arXiv 2102.09548v1; later NSF v2 discovery retrieved partially but full artifact unavailable
Retrieved: 2026-09-16T21:04:55.709744+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: aaa5526f6f100093bc06c9921a8564ad08cfd5332270d614d7681051c2dd66bc

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.protocol
Scaffold split, as the ADMET benchmark group defines it. Table 4 reports a value and a plus-or-minus spread but does not identify the spread's statistical meaning.
Context-only references
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development

Original source ↗

Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Version: arXiv 2102.09548v1; later NSF v2 discovery retrieved partially but full artifact unavailable
Retrieved: 2026-09-16T21:04:55.709744+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.protocol

Source artifact SHA-256: aaa5526f6f100093bc06c9921a8564ad08cfd5332270d614d7681051c2dd66bc

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.source_locator
Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)
Context-only references
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development

Original source ↗

Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Version: arXiv 2102.09548v1; later NSF v2 discovery retrieved partially but full artifact unavailable
Retrieved: 2026-09-16T21:04:55.709744+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.source_locator

Source artifact SHA-256: aaa5526f6f100093bc06c9921a8564ad08cfd5332270d614d7681051c2dd66bc

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

description
TDC ADMET benchmark group evaluation of Morgan + MLP on Toxicity: TDC.DILI, scored with AUROC.
Context-only references
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development

Original source ↗

Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Version: arXiv 2102.09548v1; later NSF v2 discovery retrieved partially but full artifact unavailable
Retrieved: 2026-09-16T21:04:55.709744+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: description

Source artifact SHA-256: aaa5526f6f100093bc06c9921a8564ad08cfd5332270d614d7681051c2dd66bc

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: benchmark
tdc-task-tdc-dili
Context-only references
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development

Original source ↗

Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Version: arXiv 2102.09548v1; later NSF v2 discovery retrieved partially but full artifact unavailable
Retrieved: 2026-09-16T21:04:55.709744+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:benchmark:tdc-task-tdc-dili

Source artifact SHA-256: aaa5526f6f100093bc06c9921a8564ad08cfd5332270d614d7681051c2dd66bc

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: dataset
tdc-dataset-tdc-dili
Context-only references
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development

Original source ↗

Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Version: arXiv 2102.09548v1; later NSF v2 discovery retrieved partially but full artifact unavailable
Retrieved: 2026-09-16T21:04:55.709744+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:dataset:tdc-dataset-tdc-dili

Source artifact SHA-256: aaa5526f6f100093bc06c9921a8564ad08cfd5332270d614d7681051c2dd66bc

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: model
tdc-method-morgan-plus-mlp
Context-only references
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development

Original source ↗

Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Version: arXiv 2102.09548v1; later NSF v2 discovery retrieved partially but full artifact unavailable
Retrieved: 2026-09-16T21:04:55.709744+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:model:tdc-method-morgan-plus-mlp

Source artifact SHA-256: aaa5526f6f100093bc06c9921a8564ad08cfd5332270d614d7681051c2dd66bc

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name
Morgan + MLP on TDC ADMET benchmark group TDC-DILI: Toxicity: TDC.DILI
Context-only references
Therapeutics Data Commons: Machine Learning Datasets and Tasks for Drug Discovery and Development

Original source ↗

Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)

Version: arXiv 2102.09548v1; later NSF v2 discovery retrieved partially but full artifact unavailable
Retrieved: 2026-09-16T21:04:55.709744+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: name

Source artifact SHA-256: aaa5526f6f100093bc06c9921a8564ad08cfd5332270d614d7681051c2dd66bc

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: source checked

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: tdc-evaluation-morgan-plus-mlp-tdc-dili

areas
molecular-interactions
tasks
Toxicity: TDC.DILI
origin
author_reported
protocol
Scaffold split, as the ADMET benchmark group defines it. Table 4 reports a value and a plus-or-minus spread but does not identify the spread's statistical meaning.
comparison
protocol id: tdc-task-tdc-dili; metric implementation: AUROC
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Table 4, block(Toxicity), row(Morgan + MLP), column(TDC.DILI)
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