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Paper Citation Record · LEDGER

DisEmbed: Transforming Disease Understanding through Embeddings

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.

pith.paper-citation-record.v1
2412.15258 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:43:49.777420Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

19 of 19 outbound references displayed

  • verified exact0
  • verified fuzzy14
  • unresolved4
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 80afddd4-8646-48ce-9940-517832f2f7c0 · outbound

This paper cites Generalist embedding models are better at short-context clinical semantic search than specialized embedding models, 2024.

DisEmbed: Transforming Disease Understanding through Embeddings Generalist embedding models are better at short-context clinical semantic search than specialized embedding models, 2024

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.322763Z

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.

source=pdf_text observed=2026-08-11T14:43:49.644346Z digest=sha256:909fe721959b7c5521b48a5fabf099b85278447435bbd1da9bc778b4f9a9fb7c

Observation ec4db0ca-90c6-4283-83f2-3071616a9dfa · outbound

This paper cites International classification of diseases, tenth revision, clinical modification (icd-10-cm).

DisEmbed: Transforming Disease Understanding through Embeddings International classification of diseases, tenth revision, clinical modification (icd-10-cm)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.297425Z

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.

source=pdf_text observed=2026-08-11T14:43:49.650673Z digest=sha256:9004135f9ef400265f01738b0f7cc35f9893004511e7a9e6f7c20af2fb7df79a

Observation e561e390-6211-4221-8b23-6776df23466b · outbound

This paper cites Neuml/pubmedbert-base-embeddings.

DisEmbed: Transforming Disease Understanding through Embeddings Neuml/pubmedbert-base-embeddings

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.276909Z

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.

source=pdf_text observed=2026-08-11T14:43:49.655978Z digest=sha256:739f514188ac2feed3d544df12daf193fca291c448bcc67dd634a8dd8a698168

Observation de097ffd-889a-46b8-be9a-b158e4d72229 · outbound

This paper cites Medcoder: A generative ai assistant for medical coding, 2023.

DisEmbed: Transforming Disease Understanding through Embeddings Medcoder: A generative ai assistant for medical coding, 2023

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.256940Z

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.

source=pdf_text observed=2026-08-11T14:43:49.661616Z digest=sha256:787911977d8abc5337ecf42ce39d157e9ef4d14cc8135a5c2fe6d1c113762867

Observation fea8ab82-423c-4e64-b1ab-0a37a6074bc3 · outbound

This paper cites Medembed: Pre-trained medical embeddings.

DisEmbed: Transforming Disease Understanding through Embeddings Medembed: Pre-trained medical embeddings

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.232942Z

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.

source=pdf_text observed=2026-08-11T14:43:49.666693Z digest=sha256:a151c12b1d3fc11adfc5f7443ce903808a4f1212db55132a0d864ad81138faec

Observation 1bf5fce4-5c88-4a5f-a63b-20499fd2f74a · outbound

This paper cites SciBERT: A Pretrained Language Model for Scientific Text.

DisEmbed: Transforming Disease Understanding through Embeddings SciBERT: A Pretrained Language Model for Scientific Text

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T14:43:49.673164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:43:49.673164Z digest=sha256:89fd961defbb50b0e2e025bf3f7f408b2598db99a78a3c44010c3cf457887407

Observation b0fbcdb0-bfc0-48c4-9867-116fd7954c34 · outbound

This paper cites Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T14:43:49.680543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:43:49.680543Z digest=sha256:8a08531d32ad1c9097976ec48c399e980745bdcc02fc1e04347b038a356fbe6e

Observation f8937d62-c291-474a-9afc-bfa4398491a5 · outbound

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

DisEmbed: Transforming Disease Understanding through Embeddings ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-11T14:43:49.689350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:43:49.689350Z digest=sha256:d82c679d63d6d520e43fb5e2416e758c65a6ef63aa13d24a924ae6ccbff7d3fa

Observation 0fd881a7-57b4-4853-8534-47a6bc30bbab · outbound

This paper cites Publicly Available Clinical BERT Embeddings.

DisEmbed: Transforming Disease Understanding through Embeddings Publicly Available Clinical BERT Embeddings

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-11T14:43:49.697223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:43:49.697223Z digest=sha256:fe11f4c101b1a6252de41b8ca54dc7c8000fdf2920648ec60ddab8a08e55e39e

Observation 2e9960fe-e847-4e9b-b4ab-5e0bed1bdbb0 · outbound

This paper cites Efficient natural language response suggestion for smart reply, 2017.

DisEmbed: Transforming Disease Understanding through Embeddings Efficient natural language response suggestion for smart reply, 2017

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.204964Z

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.

source=pdf_text observed=2026-08-11T14:43:49.704973Z digest=sha256:65ea3b930bd9c2272c425bfaa5faad4da29e35230a82414d0fe51cae03ce0d61

Observation 33679bfa-3047-484d-b9f4-33bae24dfc71 · outbound

This paper cites Disease database.

DisEmbed: Transforming Disease Understanding through Embeddings Disease database

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.168811Z

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.

source=pdf_text observed=2026-08-11T14:43:49.711472Z digest=sha256:18d457d4056507265f49a829569122cc46a38b8fe39c8a8079c7b3e8a22ee8de

Observation 87401d8d-be3f-4217-9b0b-43c4fce3bfaf · outbound

This paper cites Medical diagnosis dialogue workshop @ iclr 2021.

DisEmbed: Transforming Disease Understanding through Embeddings Medical diagnosis dialogue workshop @ iclr 2021

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.140585Z

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.

source=pdf_text observed=2026-08-11T14:43:49.716519Z digest=sha256:7029b09b7dcc3681bd2ad228e39b6a2010313e5053afd3cb3a5cbc2b5edcda76

Observation f06d4e47-0baf-4684-8f61-fba4eb6c1c55 · outbound

This paper cites Cod-patientsymdisease.

DisEmbed: Transforming Disease Understanding through Embeddings Cod-patientsymdisease

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.112519Z

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.

source=pdf_text observed=2026-08-11T14:43:49.721652Z digest=sha256:303171caf19e7edcca7243e17ced9124510855a3ad6876a5a7c42e0e34bfc15f

Observation 55a9a9fb-2108-4747-a990-5b65a112c547 · outbound

This paper cites Task-oriented dialogue system for automatic diagnosis, 2018.

DisEmbed: Transforming Disease Understanding through Embeddings Task-oriented dialogue system for automatic diagnosis, 2018

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.080699Z

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.

source=pdf_text observed=2026-08-11T14:43:49.728359Z digest=sha256:44507c1af27e3f88f932be4e76903e60f376ec34ce9f984dd1535234882ad68d

Observation 301f51d9-7ed3-4019-87bf-99782f83fa5f · outbound

This paper cites Clinicalbert.

DisEmbed: Transforming Disease Understanding through Embeddings Clinicalbert

Reference 15

Resolution
parse uncertain
raw_fallback, observed 2026-08-11T14:43:50.054664Z

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.

source=pdf_text observed=2026-08-11T14:43:49.741019Z digest=sha256:2a96609efe17897e86fdc47640280fba0542ab6890a82186d0875432fe06a00d

Observation b87bd761-b2dd-41ee-8a55-bb9e58ccfc7f · outbound

This paper cites Bio-clinicalbert.

DisEmbed: Transforming Disease Understanding through Embeddings Bio-clinicalbert

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:50.025085Z

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.

source=pdf_text observed=2026-08-11T14:43:49.747810Z digest=sha256:4f4bf76eccda89c3a7fdb746f8a4773b6b947213cc949cd6fe0a10fb1170f769

Observation 5e740216-8099-4ea2-bf33-41fa335acfa8 · outbound

This paper cites Snowflake arctic.

DisEmbed: Transforming Disease Understanding through Embeddings Snowflake arctic

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:49.997808Z

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.

source=pdf_text observed=2026-08-11T14:43:49.761367Z digest=sha256:5ecbaffa743538329a5b6f20d8c212386911367fce15e93f584a2aa38984a75e

Observation 95596804-d0c7-48d8-b439-4f092f47ed16 · outbound

This paper cites Baai/bge-large-en.

DisEmbed: Transforming Disease Understanding through Embeddings Baai/bge-large-en

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:49.975379Z

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.

source=pdf_text observed=2026-08-11T14:43:49.768204Z digest=sha256:192d9f8385d1bbe8acea73bedeca0cdc2df6780b04c0e8315fcfb568dcd0d60e

Observation 50e2cf8b-0c3a-487c-a9c6-061fc7a2b1c5 · outbound

This paper cites biobert-v1.1.

DisEmbed: Transforming Disease Understanding through Embeddings biobert-v1.1

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:43:49.955315Z

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.

source=pdf_text observed=2026-08-11T14:43:49.777420Z digest=sha256:d36165d15dd4da8787dac1590909babd6d9ad79e12fd68bc62d620783de47cab

Pith citing papers

No inbound Pith citation observations are available.