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Paper Citation Record · LEDGER

Effect of the output activation function on the probabilities and errors in medical image segmentation

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 1 inbound Pith citation observation for arXiv:2109.00903.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2109.00903 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 1 of 1 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T02:31:00.193228Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a42d7f52-9ea3-458b-a137-cecf4266b195 · inbound

Beyond scalar losses: calibrating segmentation models via gradient vector field surgery cites this paper.

Beyond scalar losses: calibrating segmentation models via gradient vector field surgery Effect of the output activation function on the probabilities and errors in medical image segmentation

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-02T02:31:00.193228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T02:31:00.193228Z digest=sha256:3e911fde4798d36c1e76656270c03c26459b9625bd248a7881869e89cd7e2c57