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Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

bioRxiv 2026.07.23.740433v1

DOI: 10.64898/2026.07.23.740433Original source

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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.

16 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Artifact SHA-256
f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f
Source metadata
Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

Original source ↗

No field-specific location recorded

Version: bioRxiv 2026.07.23.740433v1
Retrieved: 2026-09-17T08:11:09.614783+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_sha256

Source artifact SHA-256: f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Artifact url
https://www.biorxiv.org/content/10.64898/2026.07.23.740433v1.full
Source metadata
Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

Original source ↗

No field-specific location recorded

Version: bioRxiv 2026.07.23.740433v1
Retrieved: 2026-09-17T08:11:09.614783+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_url

Source artifact SHA-256: f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Doi
10.64898/2026.07.23.740433
Source metadata
Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

Original source ↗

No field-specific location recorded

Version: bioRxiv 2026.07.23.740433v1
Retrieved: 2026-09-17T08:11:09.614783+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.doi

Source artifact SHA-256: f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Hash scope
Exact retrieved primary paper artifact bytes.
Source metadata
Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

Original source ↗

No field-specific location recorded

Version: bioRxiv 2026.07.23.740433v1
Retrieved: 2026-09-17T08:11:09.614783+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.hash_scope

Source artifact SHA-256: f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Retrieved at
2026-09-17T08:11:09.614783+00:00
Source metadata
Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

Original source ↗

No field-specific location recorded

Version: bioRxiv 2026.07.23.740433v1
Retrieved: 2026-09-17T08:11:09.614783+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.retrieved_at

Source artifact SHA-256: f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Review method
1 values
  • automated-source-review
Source metadata
Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

Original source ↗

No field-specific location recorded

Version: bioRxiv 2026.07.23.740433v1
Retrieved: 2026-09-17T08:11:09.614783+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.review.method

Source artifact SHA-256: f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Review: scope
Source identification and table transcription; no independent experimental reproduction.
Source metadata
Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

Original source ↗

No field-specific location recorded

Version: bioRxiv 2026.07.23.740433v1
Retrieved: 2026-09-17T08:11:09.614783+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.review.scope

Source artifact SHA-256: f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Url
https://www.biorxiv.org/content/10.64898/2026.07.23.740433v1.full
Source metadata
Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

Original source ↗

No field-specific location recorded

Version: bioRxiv 2026.07.23.740433v1
Retrieved: 2026-09-17T08:11:09.614783+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.url

Source artifact SHA-256: f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Version
bioRxiv 2026.07.23.740433v1
Source metadata
Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

Original source ↗

No field-specific location recorded

Version: bioRxiv 2026.07.23.740433v1
Retrieved: 2026-09-17T08:11:09.614783+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Description
Primary reference; inspect retrieval status and review scope.
Source metadata
Towards Principled Evaluation of Single-Cell Perturbation Prediction Models

Original source ↗

No field-specific location recorded

Version: bioRxiv 2026.07.23.740433v1
Retrieved: 2026-09-17T08:11:09.614783+00:00

catalogued

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

Primary reference; inspect retrieval status and review scope.

Release history

No supporting source is linked yet.

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Technical metadata and extraction receipts

Stable ID: expansion-p3-scperteval-paper

url
https://www.biorxiv.org/content/10.64898/2026.07.23.740433v1.full
doi
10.64898/2026.07.23.740433
version
bioRxiv 2026.07.23.740433v1
retrieved at
2026-09-17T08:11:09.614783+00:00
artifact sha256
f3502ecd2b96c06447b2fb59d060d5fae946b8a426e41c06e47bb0c17c311c5f
artifact url
https://www.biorxiv.org/content/10.64898/2026.07.23.740433v1.full
hash scope
Exact retrieved primary paper artifact bytes.
review
scope: Source identification and table transcription; no independent experimental reproduction.; method: automated-source-review
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