Paper Citation Record · LEDGER

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture

As of 15 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2412.11557.

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

pith.paper-citation-record.v1
2412.11557 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:51:30.919041Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

32 of 32 outbound references displayed

verified exact1
verified fuzzy19
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b1ab795b-d90b-4c77-85b2-7581147a93fa · outbound

This paper cites Journal of medical Internet research, 2016.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Journal of medical Internet research, 2016

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.584682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cfe76ab7-c2a9-4f5c-81f5-496c10edfcaa · outbound

This paper cites Health and Technology, 2015.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Health and Technology, 2015

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.567060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 22b44954-c184-478b-aad3-804b27779847 · outbound

This paper cites Automated Scoring of Clinical Patient Notes using Advanced NLP and Pseudo Labeling.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Automated Scoring of Clinical Patient Notes using Advanced NLP and Pseudo Labeling

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.552063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7d290544-9e96-4bda-aa26-960eed31c177 · outbound

This paper cites Applied Sciences, 2024.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Applied Sciences, 2024

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.533739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ded878b2-19c7-4136-a77c-c682622cb5be · outbound

This paper cites Rendle, and R.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Rendle, and R

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.516040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 74a5b651-deda-4713-b6de-c73827d137bb · outbound

This paper cites an unresolved cited work.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:51:31.499854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d73dab45-6ed0-4a21-8d69-a651c66f854b · outbound

This paper cites Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T14:51:31.037180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ff9e327e-83a7-4e08-a3fa-81976aca27eb · outbound

This paper cites an unresolved cited work.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:51:31.482532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 40668fa9-e472-4f9e-bfec-31cc7e8f896e · outbound

This paper cites Customer Segment Classification Prediction in the Australian Retail Based on Machine Learning Algorithms.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Customer Segment Classification Prediction in the Australian Retail Based on Machine Learning Algorithms

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.466493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d9fed5f6-9f01-40cb-ac7a-c3e1946875a9 · outbound

This paper cites an unresolved cited work.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:51:31.449497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d3c56e0f-cef7-45b6-a59a-0374ac439315 · outbound

This paper cites an unresolved cited work.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:51:31.433061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 21882a08-da0f-46a3-95a0-64a33d67d5d2 · outbound

This paper cites Nature medicine, 2023.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Nature medicine, 2023

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.415623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 098fb3ee-5c67-4300-8ec4-86fbd7564037 · outbound

This paper cites Hybrid Model Integration of LightGBM, DeepFM, and DIN for Enhanced Purchase Prediction on the Elo Dataset.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Hybrid Model Integration of LightGBM, DeepFM, and DIN for Enhanced Purchase Prediction on the Elo Dataset

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.396801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0f445744-d4d7-4546-ace1-14315b4b7917 · outbound

This paper cites Applied Sciences, 2024.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Applied Sciences, 2024

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.378729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c7da09f3-fd7a-46a6-b5ef-2f670dbb01e9 · outbound

This paper cites Konstan, and J.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Konstan, and J

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.360536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c08b3e13-b61e-4687-aa2e-6a080ea6fd3b · outbound

This paper cites Zhou, and X.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Zhou, and X

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.342323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a6698f13-856c-4b35-a354-5c50a50bc888 · outbound

This paper cites Scientific Reports, 2022.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Scientific Reports, 2022

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.324819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9e9201e6-f776-491f-a200-ca648e8a5d7f · outbound

This paper cites an unresolved cited work.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:51:31.307205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6e590aff-2b09-4a0c-b27f-31b513a957be · outbound

This paper cites A Survey on Visual Transformer.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture A Survey on Visual Transformer

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T14:51:30.850119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 068ba81c-aad1-44b2-b8e4-bdc13e228a3c · outbound

This paper cites Ye, and R.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Ye, and R

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.286142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fa60a075-779b-4393-9b03-d2250489572a · outbound

This paper cites Neural Computation, 2020.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Neural Computation, 2020

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.266044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d4e85a33-fe90-40a5-bfdf-fccfa7b18792 · outbound

This paper cites Ensemble BERT: A student social network text sentiment classification model based on ensemble learning and BERT architecture.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Ensemble BERT: A student social network text sentiment classification model based on ensemble learning and BERT architecture

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.239412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d2942b1c-2e82-45ee-b144-889946a6b6c6 · outbound

This paper cites Multimedia systems,.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Multimedia systems,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.221275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c2c71644-9bb3-4cec-a757-1c6d1d01488f · outbound

This paper cites Advances in Neural Information Processing Systems, 2017.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Advances in Neural Information Processing Systems, 2017

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.204656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 70f1d282-9a41-473c-adb1-f3d6f6fcc407 · outbound

This paper cites Identifying Factors Influencing China Junior High Students' Cognitive Ability through Educational Data Mining: Utilizing LASSO, Random Forest, and XGBoost.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Identifying Factors Influencing China Junior High Students' Cognitive Ability through Educational Data Mining: Utilizing LASSO, Random Forest, and XGBoost

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.184934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 09e124c1-d1e1-432b-9d87-e3769c73b46a · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Adam: A Method for Stochastic Optimization

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T14:51:30.884976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9abc5b4f-169a-4d4b-a6ff-4e8c37570479 · outbound

This paper cites Tianfield, and V.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Tianfield, and V

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:51:31.138071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d37c4b6b-7cce-4b08-ade4-fb0cb0c7e051 · outbound

This paper cites an unresolved cited work.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:51:31.117326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 20d4c2d5-ba80-4b31-96cf-c7ded201e0ee · outbound

This paper cites an unresolved cited work.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:51:31.100719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 11d46ff4-18c6-4ad8-a6c8-68250fec724c · outbound

This paper cites an unresolved cited work.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:51:31.082873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation be2ed4ed-c468-4348-ae88-9ffb4f7e088f · outbound

This paper cites Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-11T14:51:30.967391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4020b25a-2a1e-432e-8abe-50915184f9ee · outbound

This paper cites an unresolved cited work.

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:51:31.061404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.