Relevance of MassSpecGym mass-based retrieval, Hit rate@20 (MassSpecGym in the Wild Table 2) to "Shortlist molecular identities from tandem mass spectra"
- Use case
- Shortlist molecular identities from tandem mass spectra
- Assessed by
- MassSpecGym mass-based retrieval, Hit rate@20 (MassSpecGym in the Wild Table 2)
- Relevance
- Proxy evidence
- Endpoint
- Hit rate@20 (mean over MassSpecGym test spectra, 99.9% bootstrap CI) for ranking the true structure among mass-matched PubChem candidates
MassSpecGym mass-based retrieval Hit rate@20 as evidence for shortlisting candidate structures without a known formula.
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.
20 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
Citation locations1 values
| MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison group massspecgym-in-the-wild-mass-retrieval Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison title MassSpecGym in the Wild, mass-based retrieval (Table 2) Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Constraints4 values
| MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Endpoint Hit rate@20 (mean over MassSpecGym test spectra, 99.9% bootstrap CI) for ranking the true structure among mass-matched PubChem candidates Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Excluded evaluations4 values
| MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Claimed field links:assessed_by:lit-otheromics-20261011-msgwild-protocol-mass-retrieval-hit-rate-20 Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Headline metric top-20-accuracy Context-only references | MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Limitations6 values
| MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Pinned records7 values
| MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20' Version: arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
Release 2026-10-23-5347695500ed · Record review: source checked
1 source record and release history
- MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery · Original source · arXiv:2606.19624v1 (submitted 2026-06-17), arXiv HTML rendering
Technical metadata and extraction receipts
Stable ID: use-case-mapping-lit-otheromics-20261011-msgwild-mass-retrieval-hit-rate-20
- field
- links:assessed_by:lit-otheromics-20261011-msgwild-protocol-mass-retrieval-hit-rate-20
- value
- lit-otheromics-20261011-msgwild-protocol-mass-retrieval-hit-rate-20
- relevance
- proxy
- endpoint
- Hit rate@20 (mean over MassSpecGym test spectra, 99.9% bootstrap CI) for ranking the true structure among mass-matched PubChem candidates
- rationale
- Proxy, not direct. The mass-based track withholds the formula, which matches the use case's formula-free input and shortlist endpoint. MIST here takes the top-1 formula predicted from the spectrum by a MIST-CF retrained on the MassSpecGym training split only, and that formula is not used to filter candidates (Section 4.3), so the pipeline needs only the spectrum and precursor mass. This differs from the formula-conditioned MIST the use case excludes, which receives the true formula. Only two valid configurations are measured (random ranking and this MIST pipeline), and the candidate pool and split differ from the MSAlign settings the use case was built on.
- constraints
- Use only the two non-grey evaluations; the grey rows leak ground-truth or test-trained formula information and are excluded.; Treat MIST with the MIST-CF top-1 formula as a two-model pipeline (formula annotator plus formula-aware retriever). Do not transfer its score to MIST given a known formula, or to MIST-CF checkpoints trained on test spectra.; Do not combine with the formula-known (bonus) retrieval results of Table 3 or with MSAlign's split-specific pools.; Compare within this table only; corrected MassSpecGym v1.5 candidate canonicalization may change other published values.
- limitations
- Authors include the MIST, MIST-CF and MassSpecGym developers (author_reported).; Preprint (arXiv:2606.19624v1).; The true structure must be in the candidate set; not open-world identification.; Retrieval inherits the errors of the formula annotator; its formula accuracy is in Table 7, not extracted.; Table 8 reports a further non-grey variant (MIST-CF top-5 formulas, element-wise max), not extracted.; Values are percentages printed without a percent sign in Table 2.
- citation locators
- source id: lit-otheromics-20261011-msgwild-source-liu2026; locator: Table 2, column 'Hit rate@20'; Section 4.3; Appendix 'Confidence Intervals'
- source locator
- lit-otheromics-20261011-msgwild-source-liu2026: Table 2, column 'Hit rate@20'
- headline metric
- top-20-accuracy
- reason
- Add a relevance judgement for the MassSpecGym in the Wild mass-based retrieval protocol from the 2026-10-11 other-omics literature pass.
- comparison group
- massspecgym-in-the-wild-mass-retrieval
- comparison title
- MassSpecGym in the Wild, mass-based retrieval (Table 2)
- stratum label
- Hit rate@20
- stratum order
- 2
- excluded evaluations
- id: lit-otheromics-20261011-msgwild-eval-random-ranking-among-candidates-filtered-by-the-ground-truth-formula-mass-retrieval-hit-rate-20; reason: Grey in the source: Grey: ground-truth formula leaks into the mass-based track. Not a valid formula-free result.; id: lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-top-1-formula-from-mist-cf-trained-on-test-data-only-mass-retrieval-hit-rate-20; reason: Grey in the source: Grey: formula annotator trained on test spectra. Not a valid formula-free result.; id: lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-top-1-formula-from-mist-cf-trained-on-train-and-test-data-mass-retrieval-hit-rate-20; reason: Grey in the source: Grey: formula annotator trained on test spectra. Not a valid formula-free result.; id: lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-the-ground-truth-formula-mass-retrieval-hit-rate-20; reason: Grey in the source: Grey: ground-truth formula leaks into the mass-based track. Not a valid formula-free result.
- reviewed evaluations
- lit-otheromics-20261011-msgwild-eval-random-ranking-mass-retrieval-hit-rate-20; lit-otheromics-20261011-msgwild-eval-mist-retrieval-with-mist-cf-top-1-predicted-formula-mass-retrieval-hit-rate-20
- review
- method: automated-source-review; reviewer: claude; reviewer note: Claude review agent reviewer-ro-2, independent of the extractor lit-rna-otheromics; no human review claimed; reviewed at: 2026-10-12T07:44:06Z; note: Independent review of endpoint fit, relevance grade, grey-row exclusions and transfer limits against the use case and MassSpecGym in the Wild (arXiv:2606.19624v1) Table 2 and Section 4.3, with every Table 2 value checked against the source. Rationale, constraints and limitations are the reviewer's text (M8). No execution, reproduction, human scientific review or clinical validation.
- pins
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