Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:43:49.777420Z
Paper Citation Record · LEDGER
As of 23 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2412.15258.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:43:49.777420Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
19 of 19 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 80afddd4-8646-48ce-9940-517832f2f7c0 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Generalist embedding models are better at short-context clinical semantic search than specialized embedding models, 2024
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ec4db0ca-90c6-4283-83f2-3071616a9dfa · outbound
DisEmbed: Transforming Disease Understanding through Embeddings International classification of diseases, tenth revision, clinical modification (icd-10-cm)
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e561e390-6211-4221-8b23-6776df23466b · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Neuml/pubmedbert-base-embeddings
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation de097ffd-889a-46b8-be9a-b158e4d72229 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Medcoder: A generative ai assistant for medical coding, 2023
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fea8ab82-423c-4e64-b1ab-0a37a6074bc3 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Medembed: Pre-trained medical embeddings
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1bf5fce4-5c88-4a5f-a63b-20499fd2f74a · outbound
DisEmbed: Transforming Disease Understanding through Embeddings SciBERT: A Pretrained Language Model for Scientific Text
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0fbcdb0-bfc0-48c4-9867-116fd7954c34 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8937d62-c291-474a-9afc-bfa4398491a5 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fd881a7-57b4-4853-8534-47a6bc30bbab · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Publicly Available Clinical BERT Embeddings
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e9960fe-e847-4e9b-b4ab-5e0bed1bdbb0 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Efficient natural language response suggestion for smart reply, 2017
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 33679bfa-3047-484d-b9f4-33bae24dfc71 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Disease database
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 87401d8d-be3f-4217-9b0b-43c4fce3bfaf · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Medical diagnosis dialogue workshop @ iclr 2021
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f06d4e47-0baf-4684-8f61-fba4eb6c1c55 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Cod-patientsymdisease
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 55a9a9fb-2108-4747-a990-5b65a112c547 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Task-oriented dialogue system for automatic diagnosis, 2018
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 301f51d9-7ed3-4019-87bf-99782f83fa5f · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Clinicalbert
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b87bd761-b2dd-41ee-8a55-bb9e58ccfc7f · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Bio-clinicalbert
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5e740216-8099-4ea2-bf33-41fa335acfa8 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Snowflake arctic
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 95596804-d0c7-48d8-b439-4f092f47ed16 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings Baai/bge-large-en
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 50e2cf8b-0c3a-487c-a9c6-061fc7a2b1c5 · outbound
DisEmbed: Transforming Disease Understanding through Embeddings biobert-v1.1
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
No inbound Pith citation observations are available.