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Paper Citation Record · LEDGER

Can Large Language Models Replace Data Scientists in Biomedical Research?

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2410.21591.

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

pith.paper-citation-record.v1
2410.21591 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:03:41.271056Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T17:48:48.878482Z

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 d32b6a8a-f763-44cb-8cfe-80228985eace · inbound

How Well Can Modern LLMs Act as Agent Cores in Radiology Environments? cites this paper.

How Well Can Modern LLMs Act as Agent Cores in Radiology Environments? Can Large Language Models Replace Data Scientists in Biomedical Research?

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-11T17:03:41.271056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T17:03:41.271056Z digest=sha256:37fa11c01177da41ed66b827dbd4b0bbbc74fbcae023311282777ff409de638c

Observation 0d6ecc6e-7d30-47ff-94b4-c25dfa7a0ed4 · inbound

BioDSA-1K: Benchmarking Data Science Agents for Biomedical Research cites this paper.

BioDSA-1K: Benchmarking Data Science Agents for Biomedical Research Can Large Language Models Replace Data Scientists in Biomedical Research?

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T15:09:31.577938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:09:31.577938Z digest=sha256:ebdf331f7b2aaf69d0ebefadd22ea89388b814691d8fdfe1b9de796e1377f3c3

Observation ee7801c0-0422-45e7-8471-bcef022d6006 · inbound

CHI-Bench: Can AI Agents Automate End-to-End, Long-Horizon, Policy-Rich Healthcare Workflows? cites this paper.

CHI-Bench: Can AI Agents Automate End-to-End, Long-Horizon, Policy-Rich Healthcare Workflows? Can Large Language Models Replace Data Scientists in Biomedical Research?

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-20T17:48:48.880290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T17:45:02.896703Z digest=sha256:89fbbb2e46ae8e8e378a0b236b35d201bfae0e2d02d1b10b5a66e2e70b63a6c3