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Paper Citation Record · LEDGER

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models

As of 20 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2507.21980.

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

pith.paper-citation-record.v1
2507.21980 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:14:33.797544Z

measured 19 of 19 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

19 of 19 outbound references displayed

  • verified exact2
  • verified fuzzy9
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d3300f1e-0ae0-4ce3-8782-fd4781bf4881 · outbound

This paper cites Claude 3.7 sonnet and claude code.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models Claude 3.7 sonnet and claude code

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:14:35.081451Z

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 e9a26543-7b6b-4528-b287-17ae888006ce · outbound

This paper cites and Ackerman, G.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models and Ackerman, G

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:14:35.071300Z

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=arxiv_source observed=2026-08-06T12:14:32.460688Z digest=sha256:afdaf87216fd08111c7940fa7c29595434036bc753c4ffc8105c50cda13fe4fc

Observation dd6a89ba-d8aa-4ba8-8e68-39145a9f7f0c · outbound

This paper cites an unresolved cited work.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:14:35.061540Z

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=arxiv_source observed=2026-08-06T12:14:32.530391Z digest=sha256:c7aa09f63e00076438a23207aca64e42dfe5ce2d67b868764db2d7a50d564fbe

Observation 265f8bfb-eab6-406f-9ab9-77af927e8fb3 · outbound

This paper cites S., Brady, A.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models S., Brady, A

Reference 4

Resolution
verified exact
doi, observed 2026-08-06T12:14:33.964644Z

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=arxiv_source observed=2026-08-06T12:14:32.602559Z digest=sha256:72972a496b76ca2ac3c42356deca1e2edc54541a26366dddcbb638cedfe55d4b

Observation 7bc5a208-9e74-48c5-854f-06f6cbe1c5bf · outbound

This paper cites Detection of the *diadema antillarum* scuticociliatosis *philaster* clade on sympatric metazoa, plankton, and abiotic surfaces and assessment for its potential reemergence.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models Detection of the *diadema antillarum* scuticociliatosis *philaster* clade on sympatric metazoa, plankton, and abiotic surfaces and assessment for its potential reemergence

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:14:35.051439Z

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=arxiv_source observed=2026-08-06T12:14:32.672869Z digest=sha256:e73ee49d8a10227949617175511ff5b148c266bef059b2805fd470ab934b71cd

Observation 1c99edfc-1c58-4eff-b1ac-a7a21f3b957e · outbound

This paper cites M., Crielaard, W., and Brandt, B.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models M., Crielaard, W., and Brandt, B

Reference 6

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T12:14:34.149715Z

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=arxiv_source observed=2026-08-06T12:14:32.744517Z digest=sha256:6873e598f826ed8b8e227f4a1f2726d83234068ca91fa6a501276e894225c1dc

Observation 9084aed6-aa5e-4c2f-8091-c66a732bfabc · outbound

This paper cites K., and Knight, R.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models K., and Knight, R

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:14:35.039650Z

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=arxiv_source observed=2026-08-06T12:14:32.816733Z digest=sha256:964da105696cd5e69d11fdc2a976e3f26b85c263c97b785433ff142c0bf3ccb8

Observation 5a9246e9-cd92-4976-b82b-e66ae90af420 · outbound

This paper cites The llama 4 herd: The beginning of a new era of natively multimodal ai innovation.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models The llama 4 herd: The beginning of a new era of natively multimodal ai innovation

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:14:35.026266Z

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=arxiv_source observed=2026-08-06T12:14:32.885300Z digest=sha256:fbc944f3665baef450ea9b2a5111490f0e9e16ef9efee4b7769e83eeeb962a09

Observation 10124054-e5c7-4660-8aba-2eb2b03b8788 · outbound

This paper cites T., Douglas, G.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models T., Douglas, G

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T12:14:32.965149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:14:32.965149Z digest=sha256:82eab1603bcb49de44d8efae9f7a2ca3c55df9370df77cc8dc7a39f76871569a

Observation e6acb8b5-4b7d-4f49-ba31-aafb7ba40d32 · outbound

This paper cites GPT-4 Technical Report.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models GPT-4 Technical Report

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T12:14:33.097445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:14:33.097445Z digest=sha256:a3793a211a98b64aea8c9f101719c57cc651ae2054005dae71859ff3a1ae13f5

Observation c8586d3b-13df-45d7-8c3e-1cae66e80b47 · outbound

This paper cites T., Malik, F., Waldron, L., and Segata, N.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models T., Malik, F., Waldron, L., and Segata, N

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:14:35.012032Z

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=arxiv_source observed=2026-08-06T12:14:33.181563Z digest=sha256:abe58be8dc5b3f0c08b4e7310feed469ee88dbc0738b9426d54c26b58d95a43a

Observation c515f475-2f1f-4964-864a-61e54bfa0a3b · outbound

This paper cites S., Wei, J., Chung, H.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models S., Wei, J., Chung, H

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:14:34.900591Z

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=arxiv_source observed=2026-08-06T12:14:33.255399Z digest=sha256:04dbbbbcb9c203f182df6370f96360434234b9965eaee86c24dbacd7e4a17b5d

Observation e1c22673-9bd7-40ee-9326-09fe055c2b2d · outbound

This paper cites Recreational water quality criteria, 2012.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models Recreational water quality criteria, 2012

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:14:34.766403Z

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=arxiv_source observed=2026-08-06T12:14:33.331109Z digest=sha256:ba221de34d2c8a21f215f01c42ee9ebb8975cb1c82fc2282271375095f101c2c

Observation 286a258c-1866-43bb-bd5f-c92fcce44ede · outbound

This paper cites an unresolved cited work.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:14:34.656089Z

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=arxiv_source observed=2026-08-06T12:14:33.410328Z digest=sha256:78e32bc41069d1ad8983b352c6758c2884db97e91bb6de2f5247a15e45e811c2

Observation 3f7f0cf1-5573-4a7d-81ad-3089a6b0b45b · outbound

This paper cites L., Berrios, D.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models L., Berrios, D

Reference 15

Resolution
verified exact
doi, observed 2026-08-06T12:14:34.472963Z

Source-reported events for the cited work

correction dated 2021-05-10. Source: crossref record 10.1128/msystems.00273-21->10.1128/msystems.01194-20:correction, observed 2026-07-11T03:07:46.552847+00:00. This notice travels one citation hop only.

source=arxiv_source observed=2026-08-06T12:14:33.501591Z digest=sha256:c2bcbdf72ccdfbee779c6bb24790c1be892c536466bb39f307dd2f0f6b50f069

Observation b122bb41-0616-4e80-9a82-7a55b74f08ac · outbound

This paper cites Z., Peddada, S.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models Z., Peddada, S

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T12:14:33.566061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:14:33.566061Z digest=sha256:a64a9332a9c7f0dbc7661f50bce77c2c974e50fd5e038c157aa997cc35650f6d

Observation c1a73947-0eb3-4dbf-898b-5feca84b947e · outbound

This paper cites Grok 3 Beta --- The Age of Reasoning Agents.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models Grok 3 Beta --- The Age of Reasoning Agents

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:14:34.334144Z

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=arxiv_source observed=2026-08-06T12:14:33.644622Z digest=sha256:b87f2d3bc6e997bc75e82bd72b96dcd7ace38c3dfd8b796fc6f4331a1089e785

Observation 4a989e31-2e08-48a6-8442-b128cacb348d · outbound

This paper cites D., Ren, H., Huang, J., Chen, C., Zhou, Y., Fu, S., Liu, W., Liu, T., Li, X., Chen, Y., He, L., Zou, J., Li, Q., Liu, H., and Sun, L.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models D., Ren, H., Huang, J., Chen, C., Zhou, Y., Fu, S., Liu, W., Liu, T., Li, X., Chen, Y., He, L., Zou, J., Li, Q., Liu, H., and Sun, L

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T12:14:33.727733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:14:33.727733Z digest=sha256:2b8a75a6a298e88d46b606ce342a3c71b89b41a05626b71a11d57a8cdc247f02

Observation 599242fa-ccd9-4003-b93b-ae26957483fe · outbound

This paper cites write newline.

Predicting Microbial Ontology and Pathogen Risk from Environmental Metadata with Large Language Models write newline

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T12:14:33.797544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:14:33.797544Z digest=sha256:b2f88a9340eb83300f4cec22fdd8083fabaad0e8f834445c3028ae145c9cb550

Pith citing papers

No inbound Pith citation observations are available.