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Paper Citation Record · LEDGER

From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation

As of 15 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 1 inbound Pith citation observation for arXiv:2508.00581.

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

pith.paper-citation-record.v1
2508.00581 v1

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:08:11.437915Z

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T08:40:45.666978Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T08:42:37.029925Z

Reference resolution

6 of 6 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 20e4686e-eb12-45ab-8389-7c9a6acdd918 · outbound

This paper cites an unresolved cited work.

From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:08:11.701562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T10:08:11.373188Z digest=sha256:a02cce9fdb1fa7d0713fb1f7e236325db447bf6e7ff163bba66452e660ca943e

Observation cfad807e-5b1f-44fc-9e59-a36bf98856a6 · outbound

This paper cites ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission.

From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T10:08:11.410638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:08:11.410638Z digest=sha256:8f96170ac4ad00914b8289a764a163fd46ae2e2e479092fe173bbc7f747453a0

Observation ff970067-b124-4f5b-8722-e2a921775243 · outbound

This paper cites (2017).New patient intake form logbook: Medical bookkeeping forms book.

From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation (2017).New patient intake form logbook: Medical bookkeeping forms book

Reference 141

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:08:11.594647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T10:08:11.399453Z digest=sha256:0d1cb74c8b23e90fba7730e67b13f987eff48d6f6fac1af03973573ffa5fea39

Observation a554b83b-9428-42a0-a655-c5f634696707 · outbound

This paper cites GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records.

From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 158

Resolution
unresolved
no resolver link, observed 2026-08-06T10:08:11.437915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:08:11.437915Z digest=sha256:51785b99696d6ed3ebb4c4ceb0132347ecb51beef302e62b21baa26b18d7f8fc

Observation 43757500-77b4-4e69-8f03-d164cb44f856 · outbound

This paper cites M., Wu, H., Iqbal, E., Dzahini, O., Ibrahim, Z.

From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation M., Wu, H., Iqbal, E., Dzahini, O., Ibrahim, Z

Reference 541

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:08:11.645515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T10:08:11.380736Z digest=sha256:efeb7940308c7867a51c8156d5a4409174e845eb0c19e6deedaa1eee3c52cdfa

Observation 457621c0-d38e-4e18-baf4-4e7da7e9fc87 · outbound

This paper cites an unresolved cited work.

From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation Unresolved cited work

Reference 5994

Resolution
unresolved
raw_fallback, observed 2026-08-06T10:08:11.549177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T10:08:11.425519Z digest=sha256:1c8aaf1516881be84f02dd8ef951a4ba56e7509c1c8c882ba18b49f05b84e3f4

Pith citing papers

Observation 4dc524e1-6afb-480e-845e-6c8dd1bc7a15 · inbound

RE-MCDF: Closed-Loop Multi-Expert LLM Reasoning for Knowledge-Grounded Clinical Diagnosis cites this paper.

RE-MCDF: Closed-Loop Multi-Expert LLM Reasoning for Knowledge-Grounded Clinical Diagnosis From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-16T08:42:37.031824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-16T08:40:45.666978Z digest=sha256:f2b4be578de58ea4f236f5d2fdae4b067d65371647cb66d8ebb8b06e6c851ad8