rewire.it
Task

Phage / pathogen reads

This task area covers microbial sequence-read classification. Identifying a phage and identifying a pathogen are distinct endpoints.

Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

0 evaluations · 0 metric rows

At a glance

Inputs, training, access and other details

Explanatory profile: source reviewed · Automated source review, 2026-09-16. Review applies to the cited claims; unresolved fields are listed below. Numerical results retain their own review status.

Data, procedure and scoring
PropertyDescription and evidence
Entity typeTask guide; concrete protocol identities remain separate.
Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
DatasetsNo single dataset is fixed by this guide. Select a linked protocol and its versioned data release. · Not applicable
Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
OrganismsNo shared organism population is defined at this guide level. Record it for each selected dataset. · Not applicable
Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
AssaysNo single measurement assay is fixed by this guide; the endpoint and assay belong to the selected protocol. · Not applicable
Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
SplitsNo executable split is attached to this task identity. Use the selected protocol’s split manifest. · Not applicable
Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
Allowed inputsSequence reads or fragments with task-specific reference labels; reference database identity and version are part of the protocol.
Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
AdaptationNo common fitting regime is imposed here. Keep pretrained, frozen, probed, fine-tuned and conventional methods distinct where applicable. · Not applicable
Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
MetricsLabel-specific classification metrics and explicit false-positive/negative counts. State the unit scored and the treatment of unclassified reads.
Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
BaselinesCompare against the conventional classifier specified by the selected protocol using the same reference information; candidate tools alone are not evidence.
Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

How it works

How it worksConceptual evaluation workflow
Conceptual evaluation workflow1. Define the classification endpoint. Then: 2. Document reference and holdout scope. Then: 3. Classify held-out reads. Then: 4. Report label-specific errorsConceptual evaluation workflow1. Define the classification endpoint. Then: 2. Document reference and holdout scope. Then: 3. Classify held-out reads. Then: 4. Report label-specific errorsConceptual evaluation workflow1. Define the classification endpoint. Then: 2. Document reference and holdout scope. Then: 3. Classify held-out reads. Then: 4. Report label-specific errors

Conceptual task guide. Dataset preparation, parameters and scoring must come from a separately identified protocol.

Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
Choosing an evaluation

Choose a concrete label definition before evaluating read classifications. A phage-versus-non-phage benchmark does not establish clinical pathogenicity or organism abundance. Record reference-library coverage and the taxonomic or sequence separation between training and assessment. This guide describes evaluation scope and introduces no sequence-design procedure.

Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
Task scope

This is a task guide, not a single versioned benchmark protocol. The connected resources provide examples or concrete procedures. A candidate method or proposed control is not evidence that an evaluation has been completed.

Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Tested entities and results

Release 2026-09-17-d277315f7d76 · 0 evaluations · 0 metric rows. Different protocols are not a single leaderboard.

No evaluations linked in this release.

Papers and result coverage

Last literature check: 2026-09-17. Primary-paper discovery and source inspection. Source-checked results are not independently reproduced experiments.

Paper or primary resourceVersionReference
ProkBERT family: genomic language models for microbiome applicationsPMC full-text XML snapshot PMC10810988 at retrieval; byte-pinned by SHA-256Read source
DOI: 10.3389/fmicb.2023.1331233

What is still missing

  • The broad guide has no single common test population. No sequence-design instructions or pathogen enhancement content is needed for detection benchmarking.
  • Full paired numerical figure data remain unextracted; no estimated graph heights.
Search and extraction details

broad task primary protocol linked

Searches

  • Open Problems single cell label projection benchmark v1.0.0 paper
  • CAPRI assessment rounds 46 54 protein docking results
  • GEARS predicting transcriptional outcomes multigene perturbations 2023
  • scVI scANVI reference mapping benchmark primary paper
  • Boltz-2 affinity benchmark paper
  • ESMFold monomer structure benchmark Science 2023
  • "ProkBERT" "paper" "2024"
  • "scPertEval"
  • ProkBERT family prokaryotic language models microbe paper
  • Probabilistic harmonization annotation single-cell transcriptomics scANVI Nature Methods 2021
  • Evolutionary-scale prediction atomic-level protein structure language model ESMFold Science Lin 2023
  • Towards Principled Evaluation Single-Cell Perturbation Prediction Models Schäfer 2026

Evidence locations

  • Sections 2.4 and 3.4
  • Phage classification comparison figure

Strengths and limitations

Strengths supported by sources

  • A defined label and held-out reference relationship make sequence-classification claims testable.
    Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Limitations and conditions

  • Do not use a phage-detection score as evidence of pathogenicity, diagnostic accuracy or community abundance.
    Sourcesnbrg-ppcu/prokbert: README.md · ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.
Profile review details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Stable record: catalog-task-phage-pathogen-reads

Applicable tests and references

Applicability is distinct from a completed evaluation.

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.

17 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-d277315f7d76
Property and statementOriginal source and locationReview and provenance
Diagram caption

Conceptual task guide. Dataset preparation, parameters and scoring must come from a separately identified protocol.

Individual claims
nbrg-ppcu/prokbert: README.md

Original source ↗

ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Version: 8670ae92b816cff158a0b85647a8dea122e251eb
Retrieved: 2026-09-16T19:46:19.913949+00:00

source checked

automated source review · 2026-09-16

Audit details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Field: attributes.profile.diagram.caption

Source artifact SHA-256: 29de39c6ad006ce704ab14240cfd97af93da411fb63ec89ebe499c2646928cfc

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram steps

["Define the classification endpoint","Document reference and holdout scope","Classify held-out reads","Report label-specific errors"]

Individual claims
nbrg-ppcu/prokbert: README.md

Original source ↗

ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Version: 8670ae92b816cff158a0b85647a8dea122e251eb
Retrieved: 2026-09-16T19:46:19.913949+00:00

source checked

automated source review · 2026-09-16

Audit details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Field: attributes.profile.diagram.steps

Source artifact SHA-256: 29de39c6ad006ce704ab14240cfd97af93da411fb63ec89ebe499c2646928cfc

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram title

Conceptual evaluation workflow

Individual claims
nbrg-ppcu/prokbert: README.md

Original source ↗

ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Version: 8670ae92b816cff158a0b85647a8dea122e251eb
Retrieved: 2026-09-16T19:46:19.913949+00:00

source checked

automated source review · 2026-09-16

Audit details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Field: attributes.profile.diagram.title

Source artifact SHA-256: 29de39c6ad006ce704ab14240cfd97af93da411fb63ec89ebe499c2646928cfc

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Entity type

Task guide; concrete protocol identities remain separate.

Individual claims
nbrg-ppcu/prokbert: README.md

Original source ↗

ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Version: 8670ae92b816cff158a0b85647a8dea122e251eb
Retrieved: 2026-09-16T19:46:19.913949+00:00

source checked

automated source review · 2026-09-16

Audit details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Field: attributes.profile.facts.0.value

Source artifact SHA-256: 29de39c6ad006ce704ab14240cfd97af93da411fb63ec89ebe499c2646928cfc

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Datasets

No single dataset is fixed by this guide. Select a linked protocol and its versioned data release.

Individual claims
nbrg-ppcu/prokbert: README.md

Original source ↗

ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Version: 8670ae92b816cff158a0b85647a8dea122e251eb
Retrieved: 2026-09-16T19:46:19.913949+00:00

inapplicable

automated source review · 2026-09-16

Audit details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Field: attributes.profile.facts.1.value

Source artifact SHA-256: 29de39c6ad006ce704ab14240cfd97af93da411fb63ec89ebe499c2646928cfc

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Organisms

No shared organism population is defined at this guide level. Record it for each selected dataset.

Individual claims
nbrg-ppcu/prokbert: README.md

Original source ↗

ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Version: 8670ae92b816cff158a0b85647a8dea122e251eb
Retrieved: 2026-09-16T19:46:19.913949+00:00

inapplicable

automated source review · 2026-09-16

Audit details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Field: attributes.profile.facts.2.value

Source artifact SHA-256: 29de39c6ad006ce704ab14240cfd97af93da411fb63ec89ebe499c2646928cfc

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Assays

No single measurement assay is fixed by this guide; the endpoint and assay belong to the selected protocol.

Individual claims
nbrg-ppcu/prokbert: README.md

Original source ↗

ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Version: 8670ae92b816cff158a0b85647a8dea122e251eb
Retrieved: 2026-09-16T19:46:19.913949+00:00

inapplicable

automated source review · 2026-09-16

Audit details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Field: attributes.profile.facts.3.value

Source artifact SHA-256: 29de39c6ad006ce704ab14240cfd97af93da411fb63ec89ebe499c2646928cfc

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Splits

No executable split is attached to this task identity. Use the selected protocol’s split manifest.

Individual claims
nbrg-ppcu/prokbert: README.md

Original source ↗

ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Version: 8670ae92b816cff158a0b85647a8dea122e251eb
Retrieved: 2026-09-16T19:46:19.913949+00:00

inapplicable

automated source review · 2026-09-16

Audit details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Field: attributes.profile.facts.4.value

Source artifact SHA-256: 29de39c6ad006ce704ab14240cfd97af93da411fb63ec89ebe499c2646928cfc

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Allowed inputs

Sequence reads or fragments with task-specific reference labels; reference database identity and version are part of the protocol.

Individual claims
nbrg-ppcu/prokbert: README.md

Original source ↗

ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Version: 8670ae92b816cff158a0b85647a8dea122e251eb
Retrieved: 2026-09-16T19:46:19.913949+00:00

source checked

automated source review · 2026-09-16

Audit details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Field: attributes.profile.facts.5.value

Source artifact SHA-256: 29de39c6ad006ce704ab14240cfd97af93da411fb63ec89ebe499c2646928cfc

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Adaptation

No common fitting regime is imposed here. Keep pretrained, frozen, probed, fine-tuned and conventional methods distinct where applicable.

Individual claims
nbrg-ppcu/prokbert: README.md

Original source ↗

ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.

Version: 8670ae92b816cff158a0b85647a8dea122e251eb
Retrieved: 2026-09-16T19:46:19.913949+00:00

inapplicable

automated source review · 2026-09-16

Audit details

Reviewed named primary documentation and existing protocol records. Editorial task scope is distinguished from source-reported procedures. No model execution or new numerical result; a reviewed guide is not a complete runnable protocol.

Field: attributes.profile.facts.6.value

Source artifact SHA-256: 29de39c6ad006ce704ab14240cfd97af93da411fb63ec89ebe499c2646928cfc

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Sources and history

Release 2026-09-17-d277315f7d76 · Record review: discovered

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

Stable ID: catalog-task-phage-pathogen-reads

areas
microbes-communities
entity level
task
version
Not reported
task
Phage / pathogen reads
scope note
Classify held-out phage or pathogen sequences and record taxonomic distance.
benchmark research
review date: 2026-09-17; status: broad_task_primary_protocol_linked; primary sources: expansion-p3-prokbert; inspected locators: Sections 2.4 and 3.4; Phage classification comparison figure; searched queries: Open Problems single cell label projection benchmark v1.0.0 paper; CAPRI assessment rounds 46 54 protein docking results; GEARS predicting transcriptional outcomes multigene perturbations 2023; scVI scANVI reference mapping benchmark primary paper; Boltz-2 affinity benchmark paper; ESMFold monomer structure benchmark Science 2023; "ProkBERT" "paper" "2024"; "scPertEval"; ProkBERT family prokaryotic language models microbe paper; Probabilistic harmonization annotation single-cell transcriptomics scANVI Nature Methods 2021; Evolutionary-scale prediction atomic-level protein structure language model ESMFold Science Lin 2023; Towards Principled Evaluation Single-Cell Perturbation Prediction Models Schäfer 2026; gaps: The broad guide has no single common test population. No sequence-design instructions or pathogen enhancement content is needed for detection benchmarking.; Full paired numerical figure data remain unextracted; no estimated graph heights.; claim scope: Primary-paper discovery and source inspection. Source-checked results are not independently reproduced experiments.
historical missing metadata
protocol version: not_yet_extracted
metadata review scope
historical_missing_metadata preserves the original discovery state. Current descriptive evidence and missingness are recorded in profile.facts; numerical-result review is separate.
legacy kinds
benchmark
entity classification
review date: 2026-09-17; rationale: This record identifies the biological prediction question or a suite-specific task, rather than a uniquely fixed evaluated procedure. Preserve its task identity and leave split, model adaptation and scoring details on linked protocols/evaluations.; source ids: evidence-official-2efbfaba5a1c09f4f7fa; source locator: ProkBERT README: phage identification and downstream tasks. The combined task label is catalogue scope, not a claim that phage identity establishes pathogenicity.; ambiguities: None recorded
Related records

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