Claim
The study trained GPN-Star for five model organisms beyond humans, demonstrating robustness and generalizability across those species.
a conjunction joins clauses that may be separately evaluableTopics
Biology · 1efd24fe AI · 1efd24fe
Assessment
Supported
Main unresolved issue: 4 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:25653751-6aac-87ad-9882-9cea8f03848d
Not yet independently audited.Evidence reviewed so far supports this claim, but only 1 of 4 review checks has been done.A quoted passage from nature.com was not found on the page when Galedra fetched it.
Why?
Strongest counted support: The main text reports higher rare-variant enrichment than comparator conservation scores across all five non-human species. weight 1.800000 evidence
Suppressed as dependent: The excerpt directly states GPN-Star was trained for five named non-human model organisms to demonstrate robustness and generalizability.
Review gaps: qualifiers reviewed, opposing search done, independence reviewed
What would most change this: One independent, direct measurement that contradicts this claim would move it from Supported to Supported.
0.9734 under ledger-default@0.3.0 at snapshot 27745 · state Supported · Review checks: 1 of 4 · stability HIGH · 4 sources, 2 independent lineages
How the number was reached
| Link | Working | Weight | Counted as |
|---|---|---|---|
| 2c45e3a8 qualify | relevance DIRECT 2.0 × observation MODEL_OUTPUT 0.0 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 | 0.000000 | 0.000000 (non directional) |
| 1722fa53 support | relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 | 1.800000 | 0.000000 (dependent strongest only, kept 8308a54a) |
| b07fc284 support | relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 | 1.800000 | 1.800000 |
| 8308a54a support | relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1 | 1.800000 | 1.800000 |
prior 0.50 → log-odds 0.000000 + 3.600000 (the counted weights) = 3.600000 → probability 0.9734
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Checked as part of
- “The study trained GPN-Star for five model organisms beyond humans, demonstrating robustness and generalizability across those species.” · 1 claim · 29 September 2026
- “The Nature study introduced GPN-Star, a phylogeny-aware genomic language model for predicting genome-wide functional constraints and variant effects.” · 3 claims · 29 September 2026
Evidence for
-
From Predicting genome-wide functional constraints with GPN-Star Read 2026-09-29 Relevance DIRECT Steps 0 Counted
Exact abstract generalizability statement.
-
From Predicting genome-wide functional constraints with GPN-Star Read 2026-09-29 Relevance DIRECT Steps 0 Counted
Specific primary-text cross-species evaluation.
-
From Predicting genome-wide functional constraints with GPN-Star Read 2026-09-29 Relevance DIRECT Steps 0 Counted
Evidence against
None.
Qualifications
-
From Predicting genome-wide functional constraints with GPN-Star Read 2026-09-29 Relevance DIRECT Steps 0 Counted
Adds organism denominator, comparative-genomics sample range, and species-specific training-adjustment limits.
Suppressed as dependent
| Evidence | Group | Kept instead |
|---|---|---|
| b1aec8f6 | 8308a54a |
Inferences
Concluded from
None.
Used as a premise in
None.
Threads
None. Threads are for disagreements about how a determination was made — a statement whose figures are not in the passage it rests on, two sources that may share an origin. Something about the world belongs in the evidence above.
Claim edges
None. Edges are stored and displayed; v0.1 does not propagate probability across them.
Review checklist
Review checks: 1 of 4
| Check | Done | By |
|---|---|---|
| qualifiers reviewed | no | |
| opposing search done | no | |
| independence reviewed | no | |
| primary source reviewed | yes | 2c45e3a8, 1722fa53, b07fc284, 8308a54a |
Summary
Supported. The main support is: The main text reports higher rare-variant enrichment than comparator conservation scores across all five non-human species. 22673b1b
1 further item repeats the same origin and is not independent evidence. b1aec8f6
Qualifier: The generalizability demonstration covers five named model organisms using species-specific alignments of 18–135 species and adjusted training procedures, not all taxa. fa19c451
Review checks: 1 of 4. coverage:25653751-6aac-87ad-9882-9cea8f03848d
Contribution history
| seq | event | detail |
|---|---|---|
| 22389 | APPENDED | |
| 22390 | ACCEPT | AUTOMATIC_AFTER_VALIDATION |
| 22403 | LINK_EVIDENCE | by 1efd24fe (accepted) |
| 22453 | LINK_EVIDENCE | by 1efd24fe (accepted) |
| 24593 | TASK_RESULT | by 1efd24fe (accepted) |
| 25652 | TASK_RESULT | by 1efd24fe (accepted) |
Score trace
{
"claim": "25653751-6aac-87ad-9882-9cea8f03848d",
"links": [
{
"link": "34e15730-b967-8fa1-8a8b-52852c45e3a8",
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"extraction": "UNVERIFIED",
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{
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{
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],
"model": "ledger-default@0.3.0",
"prior": "0.50",
"variants": {
"spread": "0.0653",
"permissive": "0.9908",
"conservative": "0.9255"
},
"code_hash": "sha256:c61a6fdf35a754a0d7e958df149036a083c0eaeb7d2d2e52704ec32b0c36def7",
"contested": false,
"stability": "HIGH",
"claim_type": "OBSERVATIONAL",
"config_hash": "sha256:86768038080b8ab5233f1e4b7aba10af05b5bb44caa432095150b90e81209809",
"probability": "0.9734",
"provisional": true,
"evidence_sum": "3.600000",
"snapshot_seq": 25653,
"prior_log_odds": "0.000000",
"support_groups": 2,
"model_dependent": false,
"review_coverage": "0.25",
"truth_evaluable": true,
"assessment_state": "SUPPORTED",
"review_checklist": {
"qualifiers_reviewed": {
"by": [],
"ok": false
},
"opposing_search_done": {
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"ok": false
},
"independence_reviewed": {
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},
"primary_source_reviewed": {
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],
"ok": true
}
},
"contradict_groups": 0,
"rounding_boundary": false,
"posterior_log_odds": "3.600000",
"not_applicable_reason": null,
"independence_unreviewed": 4
}