Pith. sign in

Paper Citation Record · LEDGER

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation

As of 9 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2505.23806.

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

pith.paper-citation-record.v1
2505.23806 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:51:51.288957Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T19:04:53.145025Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

34 of 34 outbound references displayed

  • verified exact15
  • verified fuzzy1
  • unresolved16
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b06c1842-3512-4f53-b2b2-f70c67ea1b9d · outbound

This paper cites online" 'onlinestring :=.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation online" 'onlinestring :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:48.778419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:48.778419Z digest=sha256:ff7e5073c99ec567b1f1d0859473fe298711184cd94e80fdfffec3c7cd0a16f3

Observation 75829911-c4da-4f8f-9d69-e2d98ed69125 · outbound

This paper cites write newline.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:48.828942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:48.828942Z digest=sha256:d1bd001fd1c1c58cb683b6555b1d10fb045cbd0a8a0e2516c6cc239692c9aeeb

Observation 09d2b062-34e8-4e25-9b2f-95d736224189 · outbound

This paper cites RadioRAG: Online Retrieval-augmented Generation for Radiology Question Answering.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation RadioRAG: Online Retrieval-augmented Generation for Radiology Question Answering

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:48.907113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:48.907113Z digest=sha256:5c209ce6f1b7074d72499513d9cdfbc908bff48198a642049323f9599d068734

Observation c9aff326-6dc3-4452-8dfc-40c7d35256d6 · outbound

This paper cites Fine-Tuning In-House Large Language Models to Infer Differential Diagnosis from Radiology Reports.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Fine-Tuning In-House Large Language Models to Infer Differential Diagnosis from Radiology Reports

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:51:53.936842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.001837Z digest=sha256:db443953894fe2fd21f3d31937610012647a5e030cc7514c56006627d8b4fc34

Observation 55b20ac1-9a57-4552-8f07-66cbf413b275 · outbound

This paper cites Mann, and Simone Schiaffino.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Mann, and Simone Schiaffino

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:49.083322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:49.083322Z digest=sha256:5ee26fc094e59ea2592bf61653d5e5f7a12434ee7ed586a89b2a2c65cda4df2f

Observation 423980b4-175d-4ba1-866f-113aeea31735 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:51:54.704808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.191046Z digest=sha256:637e2217cb5b91eb7fcf18dcd1ad3907020f772a9c7d0853380da39d07aae396

Observation de39c348-ff86-457a-834d-b1cca1bc8a71 · outbound

This paper cites Putora, Marlene Schmerder, and Nikola Cihoric.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Putora, Marlene Schmerder, and Nikola Cihoric

Reference 7

Resolution
verified exact
doi, observed 2026-08-07T13:51:52.723754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.334266Z digest=sha256:0d7b1391ea3240081295aac768dfe7be7e8a299bc758a7bc0adb805034c8b2d2

Observation bc3957aa-cc2a-409f-a1c5-9eca42838f21 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:51:54.429170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.419066Z digest=sha256:b50de79378ee885a99cbcce0322029e5d97b7253fbe0d277c30a9c0ce5f30080

Observation a3fd5f29-ec96-474d-a853-6d10e36cf8c9 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 9

Resolution
verified exact
doi, observed 2026-08-07T13:51:52.624303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.504713Z digest=sha256:42b7efe4c659e0577b345d6d98c4f3478103604edf9d0b1f55f06fede3c0837a

Observation b3b7fba0-27b0-4061-8fd9-6aa0f5c6d189 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 10

Resolution
verified exact
doi, observed 2026-08-07T13:51:52.486502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.612696Z digest=sha256:45eb5c69c5d87374fa60c1f8733f21b95352d20d4cc719e857b7474d429d14de

Observation 9a98ce9d-e7dc-4531-98fe-72db26104b64 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 11

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T13:51:53.810087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.696790Z digest=sha256:9789d64b83202bb13d021a79eee7c9cb366f36dbaced3d51f4ba9d00b30ba051

Observation ca17a770-2e6e-46af-acb2-b066cfbb71ad · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:49.760282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:49.760282Z digest=sha256:a5fac65c1fb43985effa9f3b2bed32c5b2b0f537edcea17b2c37a6be8ad6d372

Observation 2d83f9b0-760a-4c4a-a16c-2a992a1973f9 · outbound

This paper cites Decomposed Prompting: A Modular Approach for Solving Complex Tasks.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Decomposed Prompting: A Modular Approach for Solving Complex Tasks

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:49.797711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:49.797711Z digest=sha256:b31e7aea14ff2fe79cc753c52904c44ee23c6ee885e280ef037b37d3364e2545

Observation f266b1c6-1322-449c-a1a2-355cf2d89d0a · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 14

Resolution
verified exact
raw_fallback, observed 2026-08-07T13:51:53.564595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.884979Z digest=sha256:57df5e576ecb291ff8bbb73f37610434d90866b326bf3f5f638d07d4418a2be2

Observation 60573fff-ec09-4bed-a822-d084e1869186 · outbound

This paper cites Kumbhakarna, Sonali B.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Kumbhakarna, Sonali B

Reference 15

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T13:51:53.360848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.968599Z digest=sha256:cbdd7bd7a3cba87d8fc6d3fc467e0e34b399fc983268e1820afbf9fbd7993a10

Observation b68dfc7d-0547-4865-a104-74f42754f087 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-08-07T13:51:52.327765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.042003Z digest=sha256:a600af8b1bf65d2bb790486d976f983ed5126543f7b948b5fc3b8f07a08ebd02

Observation 145594ab-035b-4367-8dff-5187dcba7585 · outbound

This paper cites Aligning Large Language Models for Clinical Tasks.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Aligning Large Language Models for Clinical Tasks

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:51:53.174349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.120954Z digest=sha256:85711c5dc5609546e851a8beae08d9caf98d3eaef2049c8b62f4751ebd6750cd

Observation 64348ebe-1840-46a2-b3ef-c4e004f58597 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 18

Resolution
verified exact
raw_fallback, observed 2026-08-07T13:51:53.080369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.223496Z digest=sha256:7e5616f0508bd6b1a33f6a99698c17d6cc7562212db27965849e7c5a3235c72f

Observation ff928961-549c-4f88-a1cf-b81d0fc378d7 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:51:54.299938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.293142Z digest=sha256:716dc47e75fe0e39f18a52b6f7c46e4e90e68a71f6ad000f32d8f56214889e6b

Observation a30ced0f-f4d5-44fa-98e5-38673eefa690 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 20

Resolution
verified exact
doi, observed 2026-08-07T13:51:52.215375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.348655Z digest=sha256:1bf52d31cddef09e24629f83c6d09387e30b8e6228bf594afa22fd704ead2b65

Observation 9d12ea50-674d-4232-b380-fc2951000353 · outbound

This paper cites including pet-ct and validation towards clinical use.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation including pet-ct and validation towards clinical use

Reference 21

Resolution
verified exact
doi, observed 2026-08-07T13:51:52.052121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.392582Z digest=sha256:6f4223f700dd407962c1ea972a4edb4954b6c128225af0c83b3f30dc5046f900

Observation ac6965e5-7228-4770-b043-f4d096571392 · outbound

This paper cites GPT-4o System Card.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation GPT-4o System Card

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:50.487884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:50.487884Z digest=sha256:f37e7476d2d2d5d0dae334bf47e1fc33b18587190fc411a8ece55f5ff71735e4

Observation 46a9fcc4-23ce-454e-bc67-f290ce579fd7 · outbound

This paper cites Chen, Eric Fosler-Lussier, and Albert M.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Chen, Eric Fosler-Lussier, and Albert M

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:51:54.072388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.566243Z digest=sha256:d26d378c60d9b8e13444c011f6d95cce86b72a48fa1ccc8fe983c18c51ab536e

Observation dcf0bc5f-89e7-4e00-bb15-e130cbc5956f · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 24

Resolution
verified exact
doi, observed 2026-08-07T13:51:51.933502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.630233Z digest=sha256:3b5201fc1d38f67f2cc3742e55649e2f9af5bad032da9b46f6df0d0f8f08b519

Observation afe05f8f-866e-4536-b9fc-20328323b42c · outbound

This paper cites Toolformer: Language Models Can Teach Themselves to Use Tools.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Toolformer: Language Models Can Teach Themselves to Use Tools

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:50.663737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:50.663737Z digest=sha256:ec504a4366f0441c733418cc64ac7b80a556792b22e138b9078b4009727f0688

Observation 2c122545-e580-48f2-990c-974d3e17b2ba · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:50.724718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:50.724718Z digest=sha256:450a48449adc0dcc091aa54c762ff219dfbb97cc19955468f8f48135d749f18a

Observation 408be538-1958-4bac-a4e2-e68b639543d2 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 27

Resolution
verified exact
doi, observed 2026-08-07T13:51:51.776830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.823542Z digest=sha256:a520a04658fe6aa00fad7e1af557bbef731e7162b8171ddadf85a5487afffaa3

Observation c3104d71-a4bb-4dc3-a650-0ab72765bfb8 · outbound

This paper cites Duong, Jeremy Lampert, Paul Kovatch, Robert Freeman, Edgar Argulian, Lincoln Croft, Sotirios Lerakis, Matthew Goldman, Rohan Khera, and Girish N.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Duong, Jeremy Lampert, Paul Kovatch, Robert Freeman, Edgar Argulian, Lincoln Croft, Sotirios Lerakis, Matthew Goldman, Rohan Khera, and Girish N

Reference 28

Resolution
verified exact
doi, observed 2026-08-07T13:51:51.602524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.899990Z digest=sha256:4178b680ec4acc54d9144500bc1788f3983518b8d25ed779740692925b6deef1

Observation fb40e75e-2cfc-4642-b6de-53c4b6028e7f · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:50.950933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:50.950933Z digest=sha256:ff1706a32d76803be8b61a6133d6c75a892ec145b68c062e8add5af0fc020f07

Observation a9a30a73-eace-49b3-b8a2-b391f5ac171f · outbound

This paper cites A Comprehensive Survey of Small Language Models in the Era of Large Language Models: Techniques, Enhancements, Applications, Collaboration with LLMs, and Trustworthiness.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation A Comprehensive Survey of Small Language Models in the Era of Large Language Models: Techniques, Enhancements, Applications, Collaboration with LLMs, and Trustworthiness

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:51.006745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:51.006745Z digest=sha256:ad2f5858eed0497004574ddd7e4b2b9124e62fd942f8990e3c7ac95e8397ba1c

Observation 7c061b2c-1c38-417e-a242-7a4f87b34f3c · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:51.095189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:51.095189Z digest=sha256:56c447a32b2b085dbeaedaf9c976e39ee683da30be6715dc43ddfedea4088ab3

Observation 285b2676-f616-41a6-a8b6-0f79dbb06628 · outbound

This paper cites an unresolved cited work.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Unresolved cited work

Reference 32

Resolution
verified exact
doi, observed 2026-08-07T13:51:51.464785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:51.190460Z digest=sha256:66773e952495cc7f6c4f2df683dfa634341f127eb617dfc993bfbc9a3dac5052

Observation e4855dbf-8158-4e48-97cb-870829f005a3 · outbound

This paper cites Exploring Large Language Models in Healthcare: Insights into Corpora Sources, Customization Strategies, and Evaluation Metrics.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Exploring Large Language Models in Healthcare: Insights into Corpora Sources, Customization Strategies, and Evaluation Metrics

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:51:52.843834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T13:51:51.236404Z digest=sha256:1a67f8b4cb3deb169b5352028477224832ff2c6e378b874bfd238db1b7c18a8b

Observation d1574eb6-3138-44d8-87e8-aca657cd4a80 · outbound

This paper cites Multimodal Large Language Model driven Radiology Report Generation with Clinical Knowledge Enhancement.

MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation Multimodal Large Language Model driven Radiology Report Generation with Clinical Knowledge Enhancement

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T13:51:51.288957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:51:51.288957Z digest=sha256:434ba6e1675a2918b75bed611bf062e9f94cc5e352dbf045f821297aa187acd1

Pith citing papers

Observation db70680b-35c9-402b-bac3-7c480bd17d65 · inbound

Changing the Paradigm from Dynamic Queries to LLM-generated SQL Queries with Human Intervention cites this paper.

Changing the Paradigm from Dynamic Queries to LLM-generated SQL Queries with Human Intervention MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T19:04:53.145025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T19:04:53.145025Z digest=sha256:89152e3361dd181ecd170a33168591f9b61724d8c9126ce9e64a4f6b85cc7812