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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 20 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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.889772Z digest=sha256:1173539c72710ea6f83d6ab4b629b1452cc9598b334808054ebe243a69cfe3c1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.894421Z digest=sha256:a14c1eda49bb76f99ed6d3c54dc30c1fb7d613483680cd9de96f1217942795db

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.898911Z digest=sha256:3ee06550ee6cbf9cced70aa0237c8dce502300d366cfbf7e4e43c010cb8da674

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=sha256:29707dd06fd584ef5b56540df6dccf1df5054fe70a20f5c376c9ff688be04a04

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.908341Z digest=sha256:394775ca51b5789f0b3585b6abd161cfba82cd9b839bbf712b774fe43e2a40d6

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.912688Z digest=sha256:4436143753a325b9c47af9de91ada441d0b36cc579f6a59a19558c112387c154

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.917433Z digest=sha256:09489b35c5fa1e3703891fa40aae8d9a0a28927cd8216df36138723667e38c39

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.922454Z digest=sha256:c74f07f9136973e02870685809cf903aa1a0ee3e83b2c9f778dc9bbbf28ea3bb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.926821Z digest=sha256:1ed03dd9f5c79ef70238cc17e2b901aa4ce51cf3beb8454ffbadf2caa26d44e6

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.931070Z digest=sha256:1c0dc10aa2ee668bca2d73c2d05eaf917ee055911034168e010a425c39b804ab

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.935130Z digest=sha256:e1c530727850628c7e00267f78605377b0c749ac3fe19ba90d79eed2ee2da023

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.939368Z digest=sha256:3ab21398da1584724cc730c485b49ac67c5005862198189b832859ced80a7de2

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.943386Z digest=sha256:feb8166fcba52bd547d6e7384ba198a6c367cc44f8c8b5397f4b3fad58be708f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.947399Z digest=sha256:f71e6f8a8d1b576c71cf6fcff90e51660883ccd6e8cfa1a5a0757cb52caecfc3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.951910Z digest=sha256:e557bdcdb43fb1125d846a531cefab794923160793d796248bb36790af39de44

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.956020Z digest=sha256:79e7fc34fd984086f9e1e3310b0648a355d65fda05e6764ab3a3005e94b84f59

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.960202Z digest=sha256:ef8d026d9c9a91a1cb747ba131d00f19cc448fefcb55440a69e1a53681fdbb53

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:26:44.964280Z digest=sha256:87cb5348d90fdc39192e55a6e56e5b3e42448fae7752b2073ddef199e39bbf8e

Pith citing papers

No inbound Pith citation observations are available.