Pith. sign in

Paper Citation Record · LEDGER

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

As of 14 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 2026-08-14T06:32:32.682623+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:fdb0a48c47ad891c754e6b88749f894eac410801a3f76d7ec3f7485e2d9e8000

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=sha256:131e6ea18fc8118a5baff2974f6ab242387e70276da2f1cc9f18993bd09232e3

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=sha256:719e35131e63efbaf288a3fa3bafc174d3b48bcf679ff30177aee6ff4d75fa0a

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.001837Z digest=sha256:a7b24676f8b7ca4a09e44683a539beb66224af9c04e60fcb740c565ec64de45c

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:ceff65f4ea4417c80b6c88e3a2fdaf5d1ea6ca5a584ea4e08a7cbabcb49113b9

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.191046Z digest=sha256:22574f58389af1e5631d1672f9e6a3e76fd1980780a48540fdeca839bb888eb5

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.334266Z digest=sha256:6e271484979676f0bde143366af039afe6e16a7d8920dff2dc7e4766acd8bf47

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.419066Z digest=sha256:cfae71d50c5979e00265eb6d4077f4b515e65bef99fb8170494501001e9d2f57

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.504713Z digest=sha256:75db8595d2ce586e93099d42426f278114e6c4ea0b3e727cc4319d7209f9772a

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.612696Z digest=sha256:5bfb28f090ccf3c65cd345cc7b6879130ee1065535e73dbc127c9e320ca15ca8

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.696790Z digest=sha256:77228a1d758f5edfbab252f00e52b55ef66f7174bffefd98774f8556f2e9bf72

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=sha256:4392dd86484d8b26f65849f1c817f2068289b0dc5934a7a23bcb6794a3ee0e7f

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:f13f917b0eae1951665fa75c36d23cc837a46186b882523b05c9b5491000e6a9

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.884979Z digest=sha256:194ae0341f05dd885b417ad1a41cf970dccc2f6994d7f4036ba807d479a776c0

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:49.968599Z digest=sha256:7eda8d942f7880d086ec784d57fa1911a4b5f4a2670a59b71aee7d4f635f7b55

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.042003Z digest=sha256:1d6d6f126ac222be8fab93de78b89291bac359f44ee74ffe144addaf901f12df

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.120954Z digest=sha256:b980de4eab8d96640c82f4a340b3439bbcf6be64d8ed81c2da9d83e448018c90

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.223496Z digest=sha256:d9a5f7576840d9c931ac6e64e0fad38cbba21ce47ee79faa86c304f5d30a3863

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.293142Z digest=sha256:e4389537f75e39349fbc6b1d18adb066ce8ca03b4420b6e887bc9bfce0666cc0

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.348655Z digest=sha256:f2ef2afa5690d76b0120c0a895dd58cce4f8f89e664e9e403c5e3811b6206970

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.392582Z digest=sha256:4341b1f997b3001c7413e5dd8039fe70caf5de5f00eb092f2d88c06e55d3f4b4

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=sha256:052111157936f3aa19e8d2682f75e9686e2bb6881fa8658378175f3fd21dfdd3

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.566243Z digest=sha256:263489ba3ad6230e81d0e50479197e029e4e19f55ff2ed7848e92a0f74eb680a

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.630233Z digest=sha256:452c766c5c8b65236fcd4d9f9202d40e05059257cf1c9059bcca2f77f76ac293

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=sha256:5ad1b41e335aef939ebf46e91c6eb0169befe24f03dddd8e2953accab800ae55

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=sha256:97b496a642a16bca1458dbb814dc50fd659e16b3014888ada0364b847d956ae3

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.823542Z digest=sha256:aa943fcab0d211b278430c8ab79594cf3b91d581ab7b144aada790975caaee94

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:50.899990Z digest=sha256:d6cf58ee52dd47a54afe8fb8d0f1c519664f22282e1c14c0e282dda366a429e5

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=sha256:72c37ff456434f515a1fd815fc92dfc8fa55ae6fdd96f845bc3ca400656ec704

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:d0991bd36aec2c6ead5d02153a2e0b45f2a3d34537fc289355d057a9dab32b5b

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=sha256:06a562f11c48853f7175c107fcdb946ceae34ba3aee1cfa24500f447e44fae88

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:51.190460Z digest=sha256:abe5ba07a24ffb70052bc3cc731230de79c8f9a36709dbf8481b9fd88ef02a3f

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T13:51:51.236404Z digest=sha256:ce1d0d4e29804e610c0ada8cb6c04f393bb447cfd65a4a01c8eee95cd5459bbf

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=sha256:7aa3fdf2521d85e5ff60885da17f21387f03094611c788ac7038113841db173e

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=sha256:2337f6764625044fe64801f228316eb1971bbd526db2327d3d46c6a6e8d95f1a