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Paper Citation Record · LEDGER

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

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.

pith.paper-citation-record.v1
2512.15888 v2

Coverage vector

measured 3 of 3 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T21:19:10.780873Z

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

3 of 3 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved0
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fcce4a19-71b4-4cab-acef-aed483ba9955 · outbound

This paper cites M., Asplund, M., Collet, R., & Leenaarts, J.

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

Resolution
verified exact
doi, observed 2026-05-16T21:21:16.727363Z

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.

source=pdf_text observed=2026-05-16T21:19:10.780873Z digest=sha256:afadaece4dce472563e7f720b7f226647168f2cb6a739add4a35eb5176b2d332

Observation 12e86a45-05ce-4c18-b474-8816f1c3752f · outbound

This paper cites The latter limits the output to within 0 to 1, consistent with the range of normalised spectra.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T21:21:17.881523Z

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.

source=pdf_text observed=2026-05-16T21:19:10.780873Z digest=sha256:4cad2c4bb995dcf8ef1c4d20838b2bc0b03ae47e199ed086c08f6c4e5572f581

Observation 9bb1e9dc-c477-43df-9189-2a38eb914083 · outbound

This paper cites For our network, reducing the number of training steps or training spec- tra by half had the smallest impact.

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

Resolution
malformed identifier
raw_fallback, observed 2026-05-16T21:21:17.883506Z

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.

source=pdf_text observed=2026-05-16T21:19:10.780873Z digest=sha256:61c3d9fe5d8234b393a6f685f2b001c79f1b06b7ff32409d5154706495b3319b

Pith citing papers

No inbound Pith citation observations are available.