Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-16T21:19:10.780873Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 3 of 3 outbound references and 0 inbound Pith citation observations for arXiv:2512.15888.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-16T21:19:10.780873Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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
3 of 3 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation fcce4a19-71b4-4cab-acef-aed483ba9955 · outbound
Observational constraints on the origin of the elements. X. Combining NLTE and machine learning for chemical diagnostics of 4 million stars in the 4MIDABLE-HR survey M., Asplund, M., Collet, R., & Leenaarts, J
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 12e86a45-05ce-4c18-b474-8816f1c3752f · outbound
Observational constraints on the origin of the elements. X. Combining NLTE and machine learning for chemical diagnostics of 4 million stars in the 4MIDABLE-HR survey The latter limits the output to within 0 to 1, consistent with the range of normalised spectra
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9bb1e9dc-c477-43df-9189-2a38eb914083 · outbound
Observational constraints on the origin of the elements. X. Combining NLTE and machine learning for chemical diagnostics of 4 million stars in the 4MIDABLE-HR survey For our network, reducing the number of training steps or training spec- tra by half had the smallest impact
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
No inbound Pith citation observations are available.