pith:J2IKCVXE
When Brains Disagree: Biological Ambiguity Underlies the Challenge of Amyloid PET Synthesis from Structural MRI
Biological ambiguity from decoupled brain processes makes MRI-to-amyloid PET synthesis inherently inconsistent.
arxiv:2605.11867 v2 · 2026-05-12 · cs.CV
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\pithnumber{J2IKCVXEVOUQ2DG2MNWYT6SEEV}
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Record completeness
Claims
limited and inconsistent performance in MRI-to-amyloid PET synthesis is explained by intrinsic biological ambiguity, and that stable, meaningful progress requires multimodal integration rather than architectural complexity.
That stratifying paired MRI-PET data by amyloid and neurodegeneration status cleanly isolates unambiguous mappings without introducing selection bias or unmeasured confounders that could explain the performance collapse.
Biological ambiguity between neurodegeneration on MRI and amyloid on PET makes one-to-one synthesis ill-posed, but stratifying data or adding plasma biomarkers restores performance.
Formal links
Receipt and verification
| First computed | 2026-05-27T01:05:56.985270Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
4e90a156e4aba90d0cda636d89fa442569e9dff627e77fb9acc6d56cc019ecb8
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/J2IKCVXEVOUQ2DG2MNWYT6SEEV \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 4e90a156e4aba90d0cda636d89fa442569e9dff627e77fb9acc6d56cc019ecb8
Canonical record JSON
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"license": "http://creativecommons.org/licenses/by/4.0/",
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"submitted_at": "2026-05-12T09:47:44Z",
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