Random policy on AssayBench-Loop (one draw)
Source-supported random comparator; measured values belong to the linked evaluation.
Results on linked records
This baseline has no results of its own in this release. One linked record has results. They are not assigned to the underlying baseline: each record keeps its own settings and evaluations, and its scores are on its own page.
- Random policy (AssayBench-Loop) Configuration · implementation · 1 evaluation · 10 results
Applicable tests and references
Applicability is distinct from a completed evaluation.
- AssayBench-Loop adaptive hit discovery: 10 rounds of 100 genes on 20 held-out CRISPR screens · Proposed association
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
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Applicability source_supported Context-only references | Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Version: arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by data/omics/use-case-refresh-phenotype-20261022/extract/edwards2026assayloop.py |
| Baseline type null_control Context-only references | Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Version: arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by data/omics/use-case-refresh-phenotype-20261022/extract/edwards2026assayloop.py |
| Requirements Same 20 test screens, candidate pool and 10 x 100 budget as the other rows. Context-only references | Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Version: arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by data/omics/use-case-refresh-phenotype-20261022/extract/edwards2026assayloop.py |
| Scope note A single draw of the random policy, not its expectation. EF is itself defined against the random expectation, so its expected value under random selection is about 1; the printed 1.04 is one draw. Context-only references | Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Version: arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by data/omics/use-case-refresh-phenotype-20261022/extract/edwards2026assayloop.py |
| Source location Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Context-only references | Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Version: arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by data/omics/use-case-refresh-phenotype-20261022/extract/edwards2026assayloop.py |
| Description Source-supported random comparator; measured values belong to the linked evaluation. Context-only references | Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Version: arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by data/omics/use-case-refresh-phenotype-20261022/extract/edwards2026assayloop.py |
| Relationship: applicable to ucpheno-20261022-protocol-edwards2026-assaybench-loop-test-10x100 Context-only references | Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Version: arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by data/omics/use-case-refresh-phenotype-20261022/extract/edwards2026assayloop.py |
| Relationship: implemented by ucpheno-20261022-config-edwards2026-random Context-only references | Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Version: arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by data/omics/use-case-refresh-phenotype-20261022/extract/edwards2026assayloop.py |
| Relationship: measured in ucpheno-20261022-eval-edwards2026-random Context-only references | Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Version: arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by data/omics/use-case-refresh-phenotype-20261022/extract/edwards2026assayloop.py |
| Name Random policy on AssayBench-Loop (one draw) Context-only references | Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random' Version: arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: pdftotext -layout text layer, parsed by data/omics/use-case-refresh-phenotype-20261022/extract/edwards2026assayloop.py |
Sources and history
Release 2026-10-23-5347695500ed · Record review: source checked
1 source record and release history
- Biology-in-the-loop: Amortized Adaptive Hit Discovery in CRISPR Screens · Original source · arXiv:2609.11877 version 1, submitted 2026-09-10; not peer reviewed
Technical metadata and extraction receipts
Stable ID: ucpheno-20261022-baseline-edwards2026-random-policy
- areas
- cells-tissues
- contexts
- research
- baseline type
- null_control
- applicability
- source_supported
- requirements
- Same 20 test screens, candidate pool and 10 x 100 budget as the other rows.
- scope note
- A single draw of the random policy, not its expectation. EF is itself defined against the random expectation, so its expected value under random selection is about 1; the printed 1.04 is one draw.
- source locator
- Table 1 caption and row 'Random'; Supplementary Table 4 row 'Random'