Paper Citation Record · LEDGER

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries

As of 12 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 2 inbound Pith citation observations for arXiv:2411.16818.

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

pith.paper-citation-record.v1
2411.16818 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:02:13.287540Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T16:08:01.686119Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T06:26:27.424340Z

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy9
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ac00a4b3-6180-43f1-a123-055ad62b4e8f · outbound

This paper cites Publicly Available Clinical BERT Embeddings.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Publicly Available Clinical BERT Embeddings

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T13:02:13.241400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbd3562c-869d-4bcd-8b92-f699a9615bd2 · outbound

This paper cites Clinical decision support for early recognition of sepsis.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Clinical decision support for early recognition of sepsis

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:02:13.416611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 411cb693-8758-48c1-83d0-e6f0a0d5ad3c · outbound

This paper cites Hudson, Ehsan Adeli, Russ Altman, Simran Arora, Sydney von Arx, Michael S.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Hudson, Ehsan Adeli, Russ Altman, Simran Arora, Sydney von Arx, Michael S

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:02:13.409314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 309fac2d-dc52-4a13-9771-bbeba541459b · outbound

This paper cites an unresolved cited work.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T13:02:13.251248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f87db158-4e17-4305-b87d-96d2cd6121ad · outbound

This paper cites an unresolved cited work.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-12T13:02:13.398637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 05591ea8-4139-45b2-9d0a-26f1b542c979 · outbound

This paper cites Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T13:02:13.257566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3421624c-7c1c-4c09-83fa-d2f1bfcbb883 · outbound

This paper cites The relationship between precision-recall and roc curves.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries The relationship between precision-recall and roc curves

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:02:13.390382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0ec90900-d262-4740-89ad-8f0d227b0cdb · outbound

This paper cites A multivariate timeseries modeling approach to severity of illness assessment and forecasting in icu with sparse, heterogeneous clinical data.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries A multivariate timeseries modeling approach to severity of illness assessment and forecasting in icu with sparse, heterogeneous clinical data

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:02:13.383019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation eed79421-ec06-48c3-9f75-909dce26bf0b · outbound

This paper cites Icda: a platform for intelligent care delivery analytics.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Icda: a platform for intelligent care delivery analytics

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:02:13.375446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9cbce1f1-29e0-4509-93e5-c8a052de6b80 · outbound

This paper cites Multitask learning and benchmarking with clinical time series data.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Multitask learning and benchmarking with clinical time series data

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T13:02:13.267921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation add61cf3-4f17-4271-86a9-f22138f29155 · outbound

This paper cites Long short-term memory.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Long short-term memory

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T13:02:13.270731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d52e187-4869-48ee-a086-356fc37f11d4 · outbound

This paper cites Mimic-iii, a freely accessible critical care database.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Mimic-iii, a freely accessible critical care database

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:02:13.361165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 02df0506-e8a2-44d4-af0f-d639c9401d6a · outbound

This paper cites Biobert: a pre-trained biomedical language representation model for biomedical text mining.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Biobert: a pre-trained biomedical language representation model for biomedical text mining

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T13:02:13.276044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4d07521-fc07-4a17-a29d-6874a3f061d2 · outbound

This paper cites Attend and diagnose: Clinical time series analysis using attention models.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Attend and diagnose: Clinical time series analysis using attention models

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:02:13.350208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 88ca8652-c034-4c94-b371-89728ad1f106 · outbound

This paper cites Learning tasks for multitask learning: Het- erogenous patient populations in the icu.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Learning tasks for multitask learning: Het- erogenous patient populations in the icu

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:02:13.340999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 12125da4-5e73-4138-833e-2a722157ac1d · outbound

This paper cites Gpt responsible use.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Gpt responsible use

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T13:02:13.329329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c5fcc021-59a4-46dd-812b-2805211bf2ed · outbound

This paper cites an unresolved cited work.

Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-12T13:02:13.322024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation 83d05e43-119b-484b-a0ba-efcf43ec3357 · inbound

OC-Distill: Ontology-aware Contrastive Learning with Cross-Modal Distillation for ICU Risk Prediction cites this paper.

OC-Distill: Ontology-aware Contrastive Learning with Cross-Modal Distillation for ICU Risk Prediction Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:26:27.425905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 114d5ca9-1f0d-4b64-ab47-a72cb0118b00 · inbound

OC-Distill: Ontology-aware Contrastive Learning with Cross-Modal Distillation for ICU Risk Prediction cites this paper.

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-02T16:08:01.686119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.