Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T20:18:42.298254Z
Paper Citation Record · LEDGER
Batch effects can impair federated learning in multi-center omics studies
As of 14 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 0 inbound Pith citation observations for arXiv:2412.05894.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
2 of 2 outbound references displayed
- verified exact1
- verified fuzzy0
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation b5cce567-21fe-41a0-bf20-9a5c9a213dd0 · outbound
This paper cites & Ahmed, Z.
Batch effects can impair federated learning in multi-center omics studies & Ahmed, Z
Reference 1
- Resolution
- verified exact
- raw_fallback, observed 2026-08-11T20:18:42.480931Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2f9f854a-d9a4-48ac-b481-106c00656b5e · outbound
This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.
Batch effects can impair federated learning in multi-center omics studies UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T20:18:42.298254Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.