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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 14 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=sha256:7fec880a77a4af835e0d90b3ba0f31002273d3fe2bec70417af8c5b1f52d5c68

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:b53a3c4d3ddecb0c20ccb72e7fb6135b712a1057be5a89b6ea7d9d6ada3ab8a8

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=sha256:66149fa0247c9de3d798b7796b706cb898c815b6c079fb51bc38a8ac62f6d893

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=sha256:612164ff93111fd7d6d5864e7b6c840a9c12c0dd0b2b2e597a010ee16023d447

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=sha256:80527d3b937d101dc170449610b534ef0872bc5abfb129169e50429b6314542d

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:ad65098d80c0f94543e2d201aa13c8b7e62f0e813db94382553698a7659645eb

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=sha256:17182124e3ca3b73c620419559693fc3cd9b36a6c34fa26e653bc7a9fe2660f7