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Paper Citation Record · LEDGER

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records

As of 20 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2506.03068.

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

pith.paper-citation-record.v1
2506.03068 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:16:32.899903Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

39 of 39 outbound references displayed

  • verified exact5
  • verified fuzzy13
  • unresolved21
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a2359de-0790-4bdc-b390-5795357a2746 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:38.362593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation ecdf8f30-ef89-4d45-94d6-726b39eed3b6 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:38.243329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.034497Z digest=sha256:adeda030b36169de348d53e99c43b9f72456530b11c96166412f8de930e5156d

Observation 49aebc68-9874-45de-9f96-9141a7d441e8 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 3

Resolution
verified exact
doi, observed 2026-08-07T11:16:33.290962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation b922f99b-bf2f-4d87-87f9-e4075de6375c · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 4

Resolution
verified exact
doi, observed 2026-08-07T11:16:33.081686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.161319Z digest=sha256:a5a9dcd60a82ad8515e8c252c2f1b333100291d36c7007c6d45f79329f88c09f

Observation 1da22630-1f50-4801-84f0-dd5d769dbe55 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:38.131328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.209609Z digest=sha256:bba73c5ed68f811f83014cae83ed84ddafd622b9ad54ab541faca214f428e71f

Observation b4a9763a-f8f3-46be-90f2-e8a15e8946b1 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:38.020839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.257515Z digest=sha256:ea4382f2d4abcebe66d1c32b315a35b5bbaea4c991a56a77dbbb0716cd198f20

Observation cd555701-eb7a-4d77-bec1-d225ade67787 · outbound

This paper cites Uchida, K.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Uchida, K

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:37.880369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.310212Z digest=sha256:fd7690c8ce57d693ac49ca155f432c1b8bb240c8120814b53bfb8f1a8d4c022d

Observation aa79b1c7-4929-46b0-8401-ab39d44b5a3c · outbound

This paper cites Kotoku, A.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Kotoku, A

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:37.728171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.316384Z digest=sha256:1337183712ae1c83fb8475d21c4c49c533e3b1e629506530eb827eded08a68fc

Observation 30ad5b4b-c07e-4888-b7d7-9531040f025a · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:37.616549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.447799Z digest=sha256:c2b5560de555bf18ecc9d6e7a84d4417b8f4ee445f7b988ffedb99a2ac8c03b4

Observation 87944afb-5a67-40f9-9931-7ebbd4f29c09 · outbound

This paper cites Causal Inference in the Presence of Latent Variables and Selection Bias.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Causal Inference in the Presence of Latent Variables and Selection Bias

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T11:16:30.553400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:16:30.553400Z digest=sha256:89cd5ee42081cc7c9995096aa4de26d532834db37d98c388d092973b91073260

Observation 25168863-81f4-4279-959d-3860c404b293 · outbound

This paper cites Pearl, Causality, Cambridge university press, 2009.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Pearl, Causality, Cambridge university press, 2009

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:37.490321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.649336Z digest=sha256:3cbe3ce2ff40bc508e1501f4af9ed47121cb1e0fae35c687ff39801165e6a52c

Observation 84b7ae37-9fa8-4904-b283-8cf24b5eb28b · outbound

This paper cites Triantafillou, I.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Triantafillou, I

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:37.367013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.704548Z digest=sha256:0ba2114ccca8bf9747812f9c6127b893ae077e1e409296de912cf8b0677d4d0b

Observation 291a1890-cac6-4607-9e35-2b2c5f63ceb9 · outbound

This paper cites Verny, N.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Verny, N

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:37.210472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.814727Z digest=sha256:05b4bfba9912b30cfd0732cbe719acad3d14f468c18a6098e569b08cb0468f7d

Observation 152ef2dd-b6b9-47d2-a07d-aadf0e33a621 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:37.074374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:30.886034Z digest=sha256:1d1753717f3d826f914005f05e29650dfa160d4877461d476ab2ba47b8c6eabd

Observation caf767c9-9001-41fa-bdcd-ce4337659c42 · outbound

This paper cites Upadhyaya, K.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Upadhyaya, K

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:36.923676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:31.025349Z digest=sha256:61e15d8a300fb207defe58921c157527bf055722315ca7f29d1e3b69356586a9

Observation 507eab5b-e3a2-41d9-af44-94a58a9b77e7 · outbound

This paper cites Greedy equivalence search for nonparametric graphical models.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Greedy equivalence search for nonparametric graphical models

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:16:34.062809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:31.114609Z digest=sha256:2d317b433199374448722faaee63bb4d3b062d068f48bbf9afcd91435fe66aa7

Observation 2daf7962-5582-412d-8c76-ba8d9e543d5a · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:36.775879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:31.226126Z digest=sha256:ff58cb7c5ab3bfc52ba436738e54bfb2d902db16d241acafebbe2f3c4ed3be71

Observation 06054d98-0bf6-453d-bcd8-c0e3e542cc7e · outbound

This paper cites gCastle: A Python Toolbox for Causal Discovery.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records gCastle: A Python Toolbox for Causal Discovery

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T11:16:31.299829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:16:31.299829Z digest=sha256:dbed0ce9f8f98cfb10b5bc3af879ea4c048ce33d6ce26ae52fbb4a3e49d36391

Observation c646110b-3dd7-44b0-afd1-83eb6a4db642 · outbound

This paper cites Zheng, B.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Zheng, B

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:36.578806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:31.416945Z digest=sha256:e5d632456bd203ce1ef734a7285293b1dc0fd573175091d10c28a13dbe864ab9

Observation 8effcaf2-3164-4ebc-8abb-86b1ce9671ad · outbound

This paper cites Zheng, C.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Zheng, C

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:36.397551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:31.502720Z digest=sha256:011dd0fe363308d52df22b2c57eba33f2fc95a222ba20e45782380bc83ab8962

Observation e7fc5335-f085-4615-bae4-9a38269b00c3 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:36.220576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:31.597761Z digest=sha256:23691f2461cd2e89ebfe25b0ea9a6641fc5b5db888944a72e24f35a357742b2c

Observation d381dc6b-038e-4dfb-8998-f3248dea1054 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:36.055092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:31.672934Z digest=sha256:6d3177f56cd7fb033b8f40dbebb5cfd78fb8c25515e357d93537d66a2ccc1b25

Observation ce641556-18d1-446e-804a-05dafaf2f520 · outbound

This paper cites A novel method for Causal Structure Discovery from EHR data, a demonstration on type-2 diabetes mellitus.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records A novel method for Causal Structure Discovery from EHR data, a demonstration on type-2 diabetes mellitus

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:16:33.842088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:31.760742Z digest=sha256:f9ae5e29f3156cd8bcede1b097a0beedbffbf691ca37c132cb9588267a2bc14c

Observation 09138243-db10-4656-8536-a262a1987624 · outbound

This paper cites Shimizu, P.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Shimizu, P

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:35.897070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:31.846638Z digest=sha256:09069c8b7b9abc134ed0192bc902536045b1fe57f2a2f35f94bb214823c1c401

Observation 40819fc8-cb48-4f84-ba56-3a992f749985 · outbound

This paper cites A direct method for estimating a causal ordering in a linear non-Gaussian acyclic model.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records A direct method for estimating a causal ordering in a linear non-Gaussian acyclic model

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:16:33.621610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:31.917905Z digest=sha256:69ca550811991873f36800e36ecbb9a305e79810c7f4c04c2d22c3ceb5ba9f00

Observation 43dc256b-cc7f-48e0-b22c-974702167ce5 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T11:16:31.984122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:16:31.984122Z digest=sha256:a998d1ac30d04eb8f41a83ccfe4e12eab1640ee76a591ba0b0722efe80e5cc9c

Observation 23dabc35-2148-499d-a395-de8d4788ef1e · outbound

This paper cites Shimizu, T.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Shimizu, T

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:35.676141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:32.055651Z digest=sha256:49f51558b05164acc6f49252e53667b86601eaa6b6cee88e154f56e5613ae6ec

Observation b1e0e1df-967d-4b85-9851-657a7ed016e4 · outbound

This paper cites Glymour, K.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Glymour, K

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:35.468981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:32.164885Z digest=sha256:5aa90a801cda69298c3e4863c02f3b26635105ead3cb5551ab26fea7cf5a3ce7

Observation f24ce48f-5d10-4a97-8dc7-f0cc82aea0ee · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:35.289131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:32.267907Z digest=sha256:2bde45462097065c86d7406c06c8bb46cb3fc8001638351c847813ede88d1e3e

Observation b6a51556-e959-4fc1-b814-eaa2ef22fb37 · outbound

This paper cites Zanga, E.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Zanga, E

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T11:16:32.332155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:16:32.332155Z digest=sha256:56579ae60bc0906bba1287d2209d83f28c20255e570feda62a156f2e36c94ddf

Observation 3d2190fb-5d71-4cdc-ac22-88ef35c3c8e9 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:35.145257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:32.336204Z digest=sha256:6f18747d85cea47992363534be7246221a3c8fe178a705538c8d84f9c2f7e5e0

Observation 3aabb980-5d4f-4365-91a4-ca1a3e5fe301 · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:34.993502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:32.374185Z digest=sha256:820f3834bfaba536eba57a80ac4a4c9dd55b7dca8408192e2e0b12a7210fd3f6

Observation 47e5a641-3f4b-4ee0-8372-6b3e2c176357 · outbound

This paper cites Rashid, J.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Rashid, J

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:34.787220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:32.435519Z digest=sha256:bba88d308e1f00c8eb2d6ee785702055e3a7b710b2254b8e8a8ef3525b3384d1

Observation f1135010-bfa2-4413-acdf-b501b74dfa6c · outbound

This paper cites an unresolved cited work.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:16:34.613544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:32.502775Z digest=sha256:05c964fd9ec868df23ff6e593a493a3957ab7959bcbf225383b70fdfe79c1509

Observation 98f60626-4daa-4101-8687-7d4359e0aa21 · outbound

This paper cites Recent Advances in Predictive Modeling with Electronic Health Records.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Recent Advances in Predictive Modeling with Electronic Health Records

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T11:16:32.565971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:16:32.565971Z digest=sha256:cd9c48b5abecc3e35012d2138391caccf570b5208dae4eb2d45ce90f70e7e346

Observation 87a949ea-ccdc-4a6a-a179-9d71bec64561 · outbound

This paper cites Huang, M.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records Huang, M

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:16:34.428574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T11:16:32.629162Z digest=sha256:145c0d71f3b6fc0c2af5941c427ff750eeb958ea9975809d3b2a9c7a57fe3777

Observation fe3f735e-3f4d-4d0d-950a-83995536d5c7 · outbound

This paper cites of Us Research Program Investigators, J.

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records of Us Research Program Investigators, J

Reference 37

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Reference 38

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