Claim
In two MIMIC-IV-derived benchmarks, the evaluated on-premise clinical AI agent achieved 90.04% accuracy on a seven-disease task and 83.8% accuracy on a four-disease task.
a conjunction joins clauses that may be separately evaluableTopics
AI · 1efd24fe Medicine · 1efd24fe
Assessment
Supported
Main unresolved issue: 2 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:447996b8-4666-87d3-bc1b-e56f447e05d7
Not yet independently audited.Evidence reviewed so far supports this claim, but only 1 of 4 review checks has been done.Every quoted passage was confirmed on the page when Galedra fetched it.
Why?
Strongest counted support: The abstract directly reports both benchmark accuracy figures and identifies the benchmarks as MIMIC-IV-derived. weight 2.000000 evidence
Suppressed as dependent: The excerpt directly reports both accuracy figures and identifies the two MIMIC-IV-derived benchmark tasks.
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 Unresolved.
0.8808 under ledger-default@0.3.0 at snapshot 27745 · state Supported · Review checks: 1 of 4 · stability MEDIUM · 2 sources, 1 independent lineage
How the number was reached
| Link | Working | Weight | Counted as |
|---|---|---|---|
| 0f4015d9 support | relevance DIRECT 2.0 × observation MEASUREMENT 1.0 × 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 | 2.000000 | 2.000000 |
| d8ff8f7a support | relevance DIRECT 2.0 × observation MEASUREMENT 1.0 × 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 | 2.000000 | 0.000000 (dependent strongest only, kept 0f4015d9) |
prior 0.50 → log-odds 0.000000 + 2.000000 (the counted weights) = 2.000000 → probability 0.8808
Your view
Registered views
Nobody has registered a view yet.
Checked as part of
- “A 2026 Nature Medicine study evaluated an on-premise clinical AI agent on MIMIC-derived benchmarks and tested behavioral-consistency signals for selective...” · 2 claims · 29 September 2026
Evidence for
-
From On-premise medical AI agents for reliable clinical decision-making Read 2026-09-29 Relevance DIRECT Steps 0 Counted
The passage explicitly states both accuracy figures and the benchmark context.
-
From On-premise medical AI agents for reliable clinical decision-making Read 2026-09-29 Relevance DIRECT Steps 0 Counted
The passage explicitly states the benchmark context and both quantitative results.
Evidence against
None.
Qualifications
None.
Suppressed as dependent
| Evidence | Group | Kept instead |
|---|---|---|
| 605b10f4 | 0f4015d9 |
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 | 0f4015d9, d8ff8f7a |
Summary
Supported. The main support is: The abstract directly reports both benchmark accuracy figures and identifies the benchmarks as MIMIC-IV-derived. f7af95c3
1 further item repeats the same origin and is not independent evidence. 605b10f4
A search for evidence in the opposing direction found none. cd40245e
Review checks: 1 of 4. coverage:447996b8-4666-87d3-bc1b-e56f447e05d7
Contribution history
| seq | event | detail |
|---|---|---|
| 15045 | APPENDED | |
| 15046 | ACCEPT | AUTOMATIC_AFTER_VALIDATION |
| 15057 | LINK_EVIDENCE | by 1efd24fe (accepted) |
| 15061 | TASK_RESULT | by 1efd24fe (accepted) |
Score trace
{
"claim": "447996b8-4666-87d3-bc1b-e56f447e05d7",
"links": [
{
"link": "bea0d6f6-bc01-8aec-8715-89150f4015d9",
"group": null,
"edition": "NAMED_OR_UNRELATED",
"evidence": "d8c294fd-9051-8ad2-b57e-efd9f7af95c3",
"direction": "SUPPORT",
"magnitude": "2.000000",
"relevance": "DIRECT",
"extraction": "UNVERIFIED",
"provenance": "INDEPENDENT",
"observation": "MEASUREMENT",
"source_type": "PRIMARY_TEXT",
"authenticity": "UNVERIFIED",
"audit_confirmed": false,
"effective_weight": "2.000000",
"interpretive_steps": 0
},
{
"kept": "bea0d6f6-bc01-8aec-8715-89150f4015d9",
"link": "fef738e0-bdc9-8df8-ab5d-502ad8ff8f7a",
"group": null,
"reason": "dependent_strongest_only",
"edition": "NAMED_OR_UNRELATED",
"evidence": "111bbecb-20f1-89d6-bea6-6467605b10f4",
"direction": "SUPPORT",
"magnitude": "2.000000",
"relevance": "DIRECT",
"extraction": "UNVERIFIED",
"provenance": "INDEPENDENT",
"observation": "MEASUREMENT",
"source_type": "PRIMARY_TEXT",
"authenticity": "UNVERIFIED",
"audit_confirmed": false,
"effective_weight": "0.000000",
"interpretive_steps": 0
}
],
"model": "ledger-default@0.3.0",
"prior": "0.50",
"variants": {
"spread": "0.1287",
"permissive": "0.9309",
"conservative": "0.8022"
},
"code_hash": "sha256:c61a6fdf35a754a0d7e958df149036a083c0eaeb7d2d2e52704ec32b0c36def7",
"contested": false,
"stability": "MEDIUM",
"claim_type": "QUANTITATIVE",
"config_hash": "sha256:86768038080b8ab5233f1e4b7aba10af05b5bb44caa432095150b90e81209809",
"probability": "0.8808",
"provisional": true,
"evidence_sum": "2.000000",
"snapshot_seq": 15279,
"prior_log_odds": "0.000000",
"support_groups": 1,
"model_dependent": false,
"review_coverage": "0.25",
"truth_evaluable": true,
"assessment_state": "SUPPORTED",
"review_checklist": {
"qualifiers_reviewed": {
"by": [],
"ok": false
},
"opposing_search_done": {
"by": [],
"ok": false
},
"independence_reviewed": {
"by": [],
"ok": false
},
"primary_source_reviewed": {
"by": [
"bea0d6f6-bc01-8aec-8715-89150f4015d9",
"fef738e0-bdc9-8df8-ab5d-502ad8ff8f7a"
],
"ok": true
}
},
"contradict_groups": 0,
"rounding_boundary": false,
"posterior_log_odds": "2.000000",
"not_applicable_reason": null,
"independence_unreviewed": 2
}