rewirebio.iobenchmarks
Evaluation

geNomad: Genome-wide prophage detection

Evaluation results

1 evaluation · 6 results. Different protocols are not a single leaderboard.

Protocol: Genome-wide prophage detection (Genome-wide prophage detection) · Dataset: LAMBDA genome-wide prophage test

Sorted by F1 (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configurationF1False positive rateMCCPrecisionRecallSpecificity
geNomadEvaluation0.7860.0090.7940.7610.8730.991
All 6 result rows with coverage, uncertainty and sources
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Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: geNomadProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.794 MCC
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

geNomad: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models; LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5, geNomad row, MCC column
Configuration: geNomadProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.786 F1
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

geNomad: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row geNomad, column F1; XML row3 column6
Configuration: geNomadProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.009 False positive rate
fraction · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

geNomad: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row geNomad, column FPR; XML row3 column5
Configuration: geNomadProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.873 Recall
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

geNomad: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row geNomad, column Recall; XML row3 column3
Configuration: geNomadProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.991 Specificity
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

geNomad: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row geNomad, column Specificity; XML row3 column4
Configuration: geNomadProtocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.761 Precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

geNomad: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5., row geNomad, column Precision; XML row3 column2

Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.

Research readiness

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 2026-11-02-a7f03c9e55a5 · 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.
  • 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

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.
  • 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

  • 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
  • Independent validation data exist: not yet verified
  • 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.

Artifacts and reproduction

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

Evaluation procedure

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Configuration
geNomad
Protocol
Genome-wide prophage detection (Genome-wide prophage detection)
Dataset
LAMBDA genome-wide prophage test
origin
Independent external evaluation
configuration
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
protocol id
paper-protocol-41c6e227215346177d
dataset version
Not reported
split
80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.
subset
Genome-wide prophage detection
population
Not reported
aggregation
Region-level metrics macro-averaged across genomes.
inputs
Not reported
adaptation
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
budget
Not reported
metric implementation
Not reported

Metadata review: needs review. Unreported conditions prevent automatic comparisons.

Reproduction

Split
80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.
Adaptation
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Scoring implementation
Not reported

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.

38 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
Comparison: adaptation
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: MCC, Genome-wide prophage detection

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

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

Inspected artifact

Comparison: adaptation
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: MCC, Genome-wide prophage detection

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: aggregation
Region-level metrics macro-averaged across genomes.
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: MCC, Genome-wide prophage detection

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

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

Inspected artifact

Comparison: aggregation
Region-level metrics macro-averaged across genomes.
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: MCC, Genome-wide prophage detection

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: budget
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: MCC, Genome-wide prophage detection

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

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

Inspected artifact

Comparison: budget
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: MCC, Genome-wide prophage detection

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: dataset version
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: MCC, Genome-wide prophage detection

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

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

Inspected artifact

Comparison: dataset version
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: MCC, Genome-wide prophage detection

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: inputs
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: MCC, Genome-wide prophage detection

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC13041943.1
Retrieved: 2026-09-16T10:33:36.240Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

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

Inspected artifact

Comparison: inputs
Not reported
Context-only references
LAMBDA: A Prophage Detection Benchmark for Genomic Language Models

Original source ↗

Table 5.: MCC, Genome-wide prophage detection

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: PMC13041943.1
Retrieved: 2026-09-17T07:56:21.006973+00:00

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 22c2e218e87dce757907f6086a0e2ad37c13f785b34fff5bea7cfa1a6c276b16

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: needs review

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: evaluation-lit-038

areas
microbes-communities
tasks
Genome-wide prophage detection
origin
independent_paper
protocol
Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.
version
Paper-specific evaluated pipeline; exact checkpoint not inferred from label
comparison
protocol id: paper-protocol-41c6e227215346177d; dataset version: Not reported; split: 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.; subset: Genome-wide prophage detection; population: Not reported; aggregation: Region-level metrics macro-averaged across genomes.; inputs: Not reported; adaptation: Paper-specific evaluated pipeline; exact checkpoint not inferred from label; budget: Not reported; metric implementation: Not reported
missing metadata
budget: reason: unreported; checkpoint revision: reason: unextracted; split manifest: reason: unextracted
source locator
Table 5.: MCC, Genome-wide prophage detection
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