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Paper Citation Record · LEDGER

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics

As of 22 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2509.05484.

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

pith.paper-citation-record.v1
2509.05484 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:26:44.964280Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

18 of 18 outbound references displayed

  • verified exact3
  • verified fuzzy6
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 04e5c7c7-dcdd-4fbb-8726-31af02d77377 · outbound

This paper cites an unresolved cited work.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:26:45.482982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.889772Z digest=sha256:070e058471466e5cac4d22fcf953c5c5c03e2762018385497eab6bd0990c5cd8

Observation 424ad56e-fccf-412f-ac55-f6e98821662f · outbound

This paper cites R., & Turner, K.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics R., & Turner, K

Reference 2

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T05:26:45.335244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.894421Z digest=sha256:ac0e9aa143f3bd50a200bf9dd39e62630fff3d8cfb1c892a45e1e87f1544263e

Observation 40dc78b4-7d19-4be1-b3c4-f6c48a5a8856 · outbound

This paper cites Comparative Analysis of Text Classification Approaches in Electronic Health Records.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics Comparative Analysis of Text Classification Approaches in Electronic Health Records

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-05T05:26:45.258808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.898911Z digest=sha256:4e12adb780f2ece498bfb6932074aac52c345758e37e0f01808ee56b8d2d1bb3

Observation 1162bdf9-2dc3-4967-a633-3311aa958c8d · outbound

This paper cites A Review of Challenges and Opportunities in Machine Learning for Health.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics A Review of Challenges and Opportunities in Machine Learning for Health

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T05:26:44.903750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:26:44.903750Z digest=sha256:966fbea203e12f1dcc1ac638072c4f1fbe0dcf4ed177b1b1120987a5f0a35875

Observation 6a18f038-7d65-4842-9c08-8bb453210c7d · outbound

This paper cites J., Crossley, S., Semere, W., Duran, N.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics J., Crossley, S., Semere, W., Duran, N

Reference 5

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T05:26:45.225563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.908341Z digest=sha256:79eae420f54cb408ce6eb485b11ce17ef4b25a053f2479a5e696ea272c4e18d8

Observation f4b7dfc7-08c5-49ca-bca3-c7b89fad6ba5 · outbound

This paper cites an unresolved cited work.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:26:45.469221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.912688Z digest=sha256:4c31cb62b86e73c4ccc12cb5be16ca7a42742aaedea2e2ef923b0f5533f97d50

Observation 501fbf02-10d1-4cb6-bf90-09380b812020 · outbound

This paper cites L., Xu, J., Xu, J., Zhou, X., & Zhang, K.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics L., Xu, J., Xu, J., Zhou, X., & Zhang, K

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:26:45.456277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.917433Z digest=sha256:5e3db02dc12d313e6b931571bcf1dd796fb051e7be36e44b3c1c5330016a0609

Observation 06fb79d6-f6e9-4911-a654-30633ea5159a · outbound

This paper cites E., Jackson, K., & DeShazo, J.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics E., Jackson, K., & DeShazo, J

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:26:45.443561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.922454Z digest=sha256:c76304c5cbadf0b987d9c7393bbe10e7299c130a47659fb5671b144136a388dd

Observation dfe15df4-fecd-49a2-8d9d-bac6c0f3ba8d · outbound

This paper cites an unresolved cited work.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:26:45.430448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.926821Z digest=sha256:f6f9a140da8220537bfaeb2080acd2f91afd8dd5e48dda819f01f53b11af6eea

Observation 83d694ef-1690-48d2-b4e2-da99a5d810f0 · outbound

This paper cites M., Jackson, G.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics M., Jackson, G

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:26:45.417654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.931070Z digest=sha256:bc0fffd4c250cf30b5faffb486d3f3261159e5be1ee8e01bd1889aff52bb5df5

Observation 87cf34cb-f7c0-4761-b1f2-18caa08fea86 · outbound

This paper cites W., Redfern, J., Thiagalingam, A., & Chow, C.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics W., Redfern, J., Thiagalingam, A., & Chow, C

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:26:45.404430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.935130Z digest=sha256:5c2a4337bb0dfb93da401852954ce53baa962c57c927ee7734bc8ed7e0a6c736

Observation bd08c11e-2641-4a43-b707-14c9ffa7dee3 · outbound

This paper cites W., Khurana, A., Fu, S., Wu, D., Hongfang, L., & Huang, M.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics W., Khurana, A., Fu, S., Wu, D., Hongfang, L., & Huang, M

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:26:45.390753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.939368Z digest=sha256:8c794e731b01db57000d06cfcdad49075aeb81c869b22c890990ebd23947f6fe

Observation 598b252b-2f7a-4e51-b79c-8801283fa9bc · outbound

This paper cites an unresolved cited work.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:26:45.377289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.943386Z digest=sha256:33dc6005614b5450d270cee9752b3c6a08616888fef945fd40f2c69fc5538e7a

Observation 5a565888-47ec-48a6-b578-ca0c55426e01 · outbound

This paper cites Large Language Models for Patient Comments Multi-Label Classification.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics Large Language Models for Patient Comments Multi-Label Classification

Reference 14

Resolution
metadata mismatch
local_arxiv, observed 2026-08-05T05:26:45.137283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.947399Z digest=sha256:f0707ca067f709200f446a7e2b53d90dfc38e888d95283dc740eb9ee1e59dfd6

Observation a9d036af-6f56-4338-a2b9-c10488681402 · outbound

This paper cites B., Jung, K.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics B., Jung, K

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:26:45.362830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.951910Z digest=sha256:1e51ac6b237013452aca31fa736e7c4d263fa6f187cf7db6f094b7b34bc2bc67

Observation 433c2708-77da-4ac4-aa5f-938a6c3acaae · outbound

This paper cites an unresolved cited work.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-05T05:26:45.349178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.956020Z digest=sha256:58301eb313428f7b52843b71280febe76445c2b2e5b3314eb5f15ab4fe653bc7

Observation 7142c708-fa96-4348-a176-971b6fac8434 · outbound

This paper cites an unresolved cited work.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics Unresolved cited work

Reference 17

Resolution
verified exact
raw_fallback, observed 2026-08-05T05:26:45.115369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.960202Z digest=sha256:026fee0a141824c5777832bc6f0b55e51455b81557ec76b06baca0f391d11e95

Observation 5563c15e-0831-4e6d-b196-2a9d5d6307d4 · outbound

This paper cites an unresolved cited work.

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics Unresolved cited work

Reference 18

Resolution
verified exact
doi, observed 2026-08-05T05:26:44.997319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-05T05:26:44.964280Z digest=sha256:168de249087addb81b13a5cba88acfad56be5b9df20a89c466a0a7e12047e94e

Pith citing papers

No inbound Pith citation observations are available.