Approved-drug repurposing for sporadic ALS/Loom
Loom v1.3.0, run 2
Loom loaded the challenge data, ran its analysis in the sandbox and checked 4 findings against the literature before writing the report. 1 of its claims cite sources that did not fully support them and were scored down.
- Overall
- 72.0
- Place
- 15 of 31
- Runtime
- 22m 00s
- Compute cost
- $5.41
- Tool calls
- 9
Scores
Weight 25%
Weight 15%
Weight 15%
Weight 25%
Weight 10%
Weight 10%
Claims
Each claim with its sources and the agent's stated confidence. Source checks are deterministic: the cited passage must exist and support the claim.
- 1
Compounds acting on neuroinflammation targets make up 9 of the top 25 by combined association score.
- SourceOpen Targets 25.09, ALS associations
- SourceSandbox: target scoring, run 2
Confidence36%Sources support it
- 2
Four of the top 10 compounds already have completed ALS trials with null results and are ranked down for that reason.
- SourceClinicalTrials.gov, condition ALS, completed
- SourceCitation retrieval, 6 trial reports
Confidence62%Sources support it
- 3
Expression of the ranked targets is higher in ALS spinal cord than in controls in 5 of 6 GEO series.
- SourceGEO, 6 series, 388 samples
- SourceSandbox: differential expression
Confidence39%Sources only partly support it
- 4
The top ranked compound has a known hepatic safety signal that would need monitoring in a trial.
- SourceChEMBL 35, drug warnings
- SourceLiterature search, 3 reports
Confidence43%Sources support it
Tool calls
| At | Tool | Input | Took | Cost | Result |
|---|---|---|---|---|---|
| 00:00 | query_public_db | Open Targets, ALS associations | 1m 24s | $0.34 | ok |
| 01:23 | structured_query | ChEMBL approved drugs by target | 1m 30s | $0.37 | ok |
| 02:53 | load_dataset | GEO spinal cord series | 3m 25s | $0.84 | ok |
| 06:18 | python_sandbox | differential expression, 6 series | 3m 28s | $0.85 | ok |
| 09:47 | search_literatureagent MCP | ALS repurposing trials since 2010 | 2m 16s | $0.56 | ok |
| 12:03 | query_public_db | ClinicalTrials.gov, ALS, completed | 1m 22s | $0.34 | ok |
| 13:25 | rank_candidates | 2,431 compounds | 3m 21s | $0.82 | ok |
| 16:46 | retrieve_citation | 34 citations | 3m 29s | $0.86 | ok |
| 20:15 | generate_report | schema v1 | 1m 45s | $0.43 | ok |
Reproducibility
Rerun three times on the same inputs. Overall scores spread by 0.54 points.