{"as_of":"2026-08-08T04:07:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:1715e8234abc876a64fb338909ac21c7e8a854a1971b87dfbf0360d1d8e3fb31","coverage":[{"denominator":40,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":40,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T10:46:00.335254Z","state":"measured"},{"denominator":40,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":40,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2506.04429/citation-record","integrity":"/paper/2506.04429/integrity","json":"/paper/2506.04429/citation-record.json","paper":"/paper/2506.04429"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.206784Z","title":"Results from the second year of a collaborative effort to forecast influenza seasons in the united states","venue":null,"work_id":"0fc6c631-a781-42aa-af0a-4c1a451c0596","year":2018},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.096107Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:b55c8ed1bc861346ac1921a8111acd65eb497c01884723cf69886cb8d5aa1686","observation_id":"8b89ad6f-b503-48dc-81d4-557c8721b969","resolution":{"observed_at":"2026-08-07T10:46:01.213040Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.184358Z","title":"A review on outlier/anomaly detection in time series data","venue":null,"work_id":"eab9c0f0-9608-45ba-9462-64eb5f6f9385","year":2021},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.104235Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:5509a1907452f3b87dfe54d5032c968596939dbc892d00b5c47c893ca7c18a49","observation_id":"e24a7131-2cb4-4782-ae1d-1edbbd9dd9a1","resolution":{"observed_at":"2026-08-07T10:46:01.190924Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.165894Z","title":"Outbreak detection through automated surveillance: a review of the determinants of detection","venue":null,"work_id":"806f351f-adbb-41ff-a571-9ca387d2c060","year":2007},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.111077Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:6a9153709b8edd55f42e57d33b4055641a9631f8158d1719958a9017bb54bdf4","observation_id":"a9ef0e40-fda7-4be8-8a0e-bead2d66e87c","resolution":{"observed_at":"2026-08-07T10:46:01.172023Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.137832Z","title":"Evolution of public health surveillance: status and recommendations, 2017","venue":null,"work_id":"1ceb3490-a4de-4ae4-bfec-2e16d0b0f7f9","year":2017},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.121518Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:aea89f8507d8b0946b30906c65ae3e9860a18c991fc8e581d9abe842c672db78","observation_id":"41f123ce-dbca-45c4-b571-aceddf1d39c7","resolution":{"observed_at":"2026-08-07T10:46:01.151399Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.119602Z","title":"Voila: Visual anomaly detection and monitoring with streaming spatiotemporal data","venue":null,"work_id":"24e7ff87-ae0e-4ccd-93ad-6c9e21fcef20","year":2017},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.128869Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:e3cb6f14f22fd8e408d1f53b8df19d36d55e73233708c3d0a851b455d2c39727","observation_id":"250872bd-7e2f-43fe-9018-90c837e0522c","resolution":{"observed_at":"2026-08-07T10:46:01.125323Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.101972Z","title":"Visualization and analytics tools for infectious disease epidemiology: a systematic review","venue":null,"work_id":"7c55e412-a09f-47ca-9d8d-b7fd4fd64ddc","year":2014},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.134617Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:a3eab0d1c62cb751c7c66936c4ac19f4091664c9873f6aad9dc0ee07293909bb","observation_id":"9ea517ce-8476-499b-9f8a-aad917b13ddb","resolution":{"observed_at":"2026-08-07T10:46:01.107796Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.078918Z","title":"Infectious disease informatics: syndromic surveillance for public health and biodefense , volume 21","venue":null,"work_id":"992c26db-f1ea-4f0a-9f80-34f4a0fd3512","year":2010},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.140442Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:4dffdea5cc68508e804fb927817b5a0b48d79064493f52fde23cb3cea4ece4c7","observation_id":"19ea6f00-e3f3-404c-96f9-668826cf1c5b","resolution":{"observed_at":"2026-08-07T10:46:01.085919Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.059392Z","title":"Data visualization, information dissemination, and alerting","venue":null,"work_id":"dd7a8204-340b-4e1e-be15-ad9c3a661e7d","year":2010},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.146018Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:18faa1015675749b1bc93e01ed790d9bcc4ed66178f80db5285fe5eda41e79ec","observation_id":"e185b62a-53e9-45c9-97f1-a808c1ef902e","resolution":{"observed_at":"2026-08-07T10:46:01.065725Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.040525Z","title":"What can you really do with 35,000 statistical alerts a week anyways? Online Journal of Public Health Informatics , 11(1), 2019","venue":null,"work_id":"2f2efcce-b4f2-4cb4-bee1-7186f752eb8c","year":2019},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.151052Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:f73bbc74475d9d0c937e39f1ec161de30588c9e156658ad04d7437ded911f88e","observation_id":"2d7e6b62-cb28-4ee8-b890-14a608ca3ee2","resolution":{"observed_at":"2026-08-07T10:46:01.047044Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.021972Z","title":"A survey of urban visual analytics: Advances and future directions","venue":null,"work_id":"53b52498-6767-4f79-ae5e-ee62b8f6e3ef","year":2023},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.156284Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:96b7ab7bd8afc9d402f0bfb52385bad17e65ec36f96f9ec2b96d8f5a8199fe11","observation_id":"2e608c20-b298-42d6-9899-ebb63f41b119","resolution":{"observed_at":"2026-08-07T10:46:01.027713Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2304.03368","last_updated":"2023-04-06T20:49:36Z","snapshot_observed_at":"2026-07-06T15:13:09.865221Z","submitted_at":"2023-04-06T20:49:36Z","title":"From Explanation to Action: An End-to-End Human-in-the-loop Framework for Anomaly Reasoning and Management","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.03368","snapshot_observed_at":"2026-08-07T10:46:00.161827Z","title":"From explanation to action: An end-to-end human-in-the-loop framework for anomaly reasoning and management","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.161827Z"},"links":{"cited_paper":"/paper/2304.03368","citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:30365a78ecd8dbe56cd20b394ae6f89f43964ca053d321db5260f810e9d558b8","observation_id":"dbfc381e-422e-4a78-ad37-23d49b18ed58","resolution":{"observed_at":"2026-08-07T10:46:00.161827Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:01.002740Z","title":"The johns hopkins university center for systems science and engineering covid-19 dashboard: data collection process, challenges faced, and lessons learned","venue":null,"work_id":"64fd0bea-d657-4a95-bd3f-c19dc0b75e61","year":2022},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.168279Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:132dc698c8bce1d442a99bc1cfd4c8127c70cd5e6b0aa9794b7dae9d2c50ee9b","observation_id":"e5209094-c604-4587-97fe-174ab107ce05","resolution":{"observed_at":"2026-08-07T10:46:01.008916Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.984533Z","title":"Challenges of big data analysis","venue":null,"work_id":"0ab7aae6-c0da-4ba6-a4b0-0a620d82e2a4","year":2014},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.173660Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:72327d1c8ae2ee7666c56355398f9b101193f6f66004506ab5ae749a9b1c05d3","observation_id":"00a17205-3098-4786-9fb6-c892e193b0d9","resolution":{"observed_at":"2026-08-07T10:46:00.989559Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.965982Z","title":"National syndromic surveillance program (nssp) new users","venue":null,"work_id":"5c003a2c-503a-4d82-b125-ce9832a3dece","year":2023},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.178911Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:dd4973117326d3496e916453029415c1c6f5d8d364120eb8805515e90efee155","observation_id":"5d4e7866-b720-47c7-b5ef-432904f1d023","resolution":{"observed_at":"2026-08-07T10:46:00.971294Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.947528Z","title":"High output management","venue":null,"work_id":"ace724ee-5ff6-455b-be34-4ed2ae4e0ec5","year":2015},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.185019Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:06b07b02ceff0ad3f9cc569c74371d4cd847163d16d52edc63685451941d0eee","observation_id":"01057b80-7d68-4689-bb05-8738fdfd6141","resolution":{"observed_at":"2026-08-07T10:46:00.953648Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.927607Z","title":"A review on the development of big data analytics and effective data visualization techniques in the context of massive and multidimensional data","venue":null,"work_id":"a7199944-6e46-4cb3-85e7-9935b0c1ae06","year":2016},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.190599Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:df64ba164920a7f6d474442d20502b56e4297de83739ff8b0925bca22449a774","observation_id":"640655c1-ba13-43d8-8542-d06b7bf5e905","resolution":{"observed_at":"2026-08-07T10:46:00.933442Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.910183Z","title":"A practitioner-driven research agenda for syndromic surveillance","venue":null,"work_id":"eb511fb2-b2b2-4267-989e-2d757d2b7efe","year":2017},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.195551Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:8c808467aeada3c5059ce352045d06f77fe5d43a3c00ba65e03f68bb2d2e7beb","observation_id":"9cf98cc5-6344-4d34-86db-7a9a61a32b80","resolution":{"observed_at":"2026-08-07T10:46:00.915247Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.892503Z","title":"Syndromic surveillance on the epidemiologist’s desktop: making sense of much data","venue":null,"work_id":"c2d5bfaa-51e0-4431-9c4f-4930bab7d62e","year":2005},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.203205Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:39b0e9ab173f9c9ed3f0bf797e98b7d25fc0ce6fe7aa3985a6e82b82bac8d4f8","observation_id":"fc2b9fa8-c19f-4550-b8c5-498ea8e73151","resolution":{"observed_at":"2026-08-07T10:46:00.898908Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.872521Z","title":"The effectiveness of syndromic surveillance for the early detection of waterborne outbreaks: a systematic review","venue":null,"work_id":"7ce8b5b4-5d2f-4af3-a45a-7f4f6a281f1c","year":2021},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.209691Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:ce95b6be22194b4f3563f39cca88a3dbc73239b6ac163e259a0d0cbd189a29be","observation_id":"220a20a2-4667-4fe4-bc37-ad2e4f542aef","resolution":{"observed_at":"2026-08-07T10:46:00.878753Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.852686Z","title":"Effective dashboard design","venue":null,"work_id":"ae3916f4-9a58-476f-a22d-ff7529fa9f12","year":2013},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.216505Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:846ed9faba2d92ec81f87c4aa9c49eb4363143ceec41132f7c570b809ddd9fa1","observation_id":"c51c8c01-d044-42d6-9fa3-3375c266e8a2","resolution":{"observed_at":"2026-08-07T10:46:00.858971Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.831071Z","title":"Computationally assisted quality control for public health data streams","venue":null,"work_id":"de517cec-f654-4376-af89-33e3b29ada72","year":2023},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.223124Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:d591efb019dd02e6d62575ee8c7203526f25bccdf471bf1eba1b7187b01cd434","observation_id":"b78ef1f2-f7fe-4706-9879-aaa75fd55901","resolution":{"observed_at":"2026-08-07T10:46:00.836829Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.807664Z","title":"Outlier ranking in large-scale public health streams","venue":null,"work_id":"ae869355-c8de-40ba-b28c-49c98f47beca","year":2024},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.228893Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:1908054adc2e1df2661b64b04c992a06ce68f533f40c0d8dadc44b35e3747e94","observation_id":"5d0bbaeb-6464-4a37-a6ad-fcbc529ced15","resolution":{"observed_at":"2026-08-07T10:46:00.813771Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.784861Z","title":"A visual analytics framework for reviewing streaming performance data","venue":null,"work_id":"09f49e94-ae60-4e69-bbb8-dd708473d9a1","year":2020},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.233985Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:3ca60c7476c06646a9f96299a7ffbb3cefd48f6d17f82ae4f611d72d58a8245e","observation_id":"4a9e25ed-aab2-415d-a0af-b50ce7c4dc26","resolution":{"observed_at":"2026-08-07T10:46:00.790317Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.765312Z","title":"Identifying changing variant behavior during a pandemic: An exploratory analysis","venue":null,"work_id":"9567e556-ff25-49a1-9651-02693cfa13d7","year":2023},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.239521Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:5536a30764f4d7fd3f94abfd2f44e04375843ea1e6f30b5e3a9f76f7eb6b79ed","observation_id":"dabde22d-1327-4386-98b0-de742771a823","resolution":{"observed_at":"2026-08-07T10:46:00.771614Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.742985Z","title":"Avoiding drill-down fallacies with vispilot: Assisted exploration of data subsets","venue":null,"work_id":"9d7320d7-4bd0-4068-ad63-02e487d1c159","year":2019},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.244696Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:d4ba3e2b07dc9a6421706f5c126ea9be56e5cbb55d7ed6971a5a473484a04b8b","observation_id":"cab4c8cf-f740-41dd-b9c1-6717aab689a2","resolution":{"observed_at":"2026-08-07T10:46:00.750260Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.724970Z","title":"A visual analytics approach to understanding spatiotemporal hotspots","venue":null,"work_id":"36cb3b6c-f6c0-4da5-bfff-0854874762f4","year":2009},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.249874Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:4c8483f6ee0ec0675d1a3628397353fefc977aed6e016580c65cca2e4765abcc","observation_id":"1924d738-e2d6-4db4-8491-5113378ff798","resolution":{"observed_at":"2026-08-07T10:46:00.730186Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2205.11004","last_updated":"2022-05-23T02:36:55Z","snapshot_observed_at":"2026-07-06T13:12:39.361042Z","submitted_at":"2022-05-23T02:36:55Z","title":"PIXAL: Anomaly Reasoning with Visual Analytics","version":1},"cited_work":{"arxiv_id":"2205.11004","doi":null,"metadata_source":"pith","pith_arxiv_id":"2205.11004","snapshot_observed_at":"2026-08-07T10:46:00.387566Z","title":"PIXAL: Anomaly Reasoning with Visual Analytics","venue":"cs.HC","work_id":"854b6b4b-7b3c-4033-b742-f623187c9982","year":2022},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.254739Z"},"links":{"cited_paper":"/paper/2205.11004","citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:2b4b10e4dcf152d070def07cea70b9b551b2a2843b1fb7b099f6f7fdd13ad5e3","observation_id":"ede4dac1-ff80-478c-82eb-155157010127","resolution":{"observed_at":"2026-08-07T10:46:00.395938Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.702205Z","title":"Explaining artificial intelligence with visual analytics in healthcare","venue":null,"work_id":"43442cea-d1c5-41e4-9d37-b37f8afd5cd9","year":2022},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.260263Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:55c3ae9ee65f6ef63ae59c72be46d581d6a2666043c65c7b347c4d93d91ab818","observation_id":"802a2056-a594-454f-a659-f165c0e5c977","resolution":{"observed_at":"2026-08-07T10:46:00.707575Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.680277Z","title":"fast data","venue":null,"work_id":"7f649389-17b0-49e5-b0ea-ba522674f111","year":2016},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.265483Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:1093c05035d62fc2cbc3a47cc42b3d937bfa37c705fdcc7e4922eea52b85bf7f","observation_id":"a8fe8f73-f9e0-481e-bfc6-f31a1d5cab9e","resolution":{"observed_at":"2026-08-07T10:46:00.686078Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.653809Z","title":"A survey of visual analytics for public health","venue":null,"work_id":"13012eb0-e50a-4c1e-9311-2a1460fbdb90","year":2020},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.272345Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:91d8d2a938498e1d813e225fa46b67c07da0c078b9eee9d075cfa258782436e9","observation_id":"c8128839-8dc8-4a94-a608-0b33a0c937d2","resolution":{"observed_at":"2026-08-07T10:46:00.658808Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.635413Z","title":"An open repository of real-time covid-19 indicators","venue":null,"work_id":"1e4593c2-f194-4d7a-917e-ff4694a8dbb9","year":2021},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.278114Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:604d28fa6c28865dd17a32c907fb2f88be182fff624860ffcd2bbbca6112a79b","observation_id":"a47346bb-9d05-4243-9312-81c563e5868f","resolution":{"observed_at":"2026-08-07T10:46:00.640903Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.616309Z","title":"Issues in applied statistics for public health bioterrorism surveillance using multiple data streams: research needs","venue":null,"work_id":"d2eafd7e-7b23-4439-9a9a-36a8e25f2511","year":2007},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.283556Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:83ad4629e631fc9b36ee876e33fc780712406cf28a220909c19f4ef31ff9b65e","observation_id":"83ccd092-7f5d-4d0e-ad8a-219eb8797a4d","resolution":{"observed_at":"2026-08-07T10:46:00.622427Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.598288Z","title":"What do we talk about when we talk about dashboards? IEEE transactions on visualization and computer graphics , 25(1):682--692, 2018","venue":null,"work_id":"fd9ce74f-e788-47d4-869a-eb71bcb93e63","year":2018},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.289109Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:3a45cbd3443f787f32246d46b7539ad497ec2ce2500555bd3fe22f4e97975fe9","observation_id":"264eb01c-7c57-4b75-bcc2-0e4044bd82a6","resolution":{"observed_at":"2026-08-07T10:46:00.604417Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.575159Z","title":"Statistical challenges facing early outbreak detection in biosurveillance","venue":null,"work_id":"4d1981a9-322c-45e1-97c8-9823ca56d70d","year":2010},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.295756Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:f93c3c307d38953804ca150138246e95af643b1a8fc45b6d805462a473fe09ba","observation_id":"9362c472-2b12-438a-ae08-140b73c596c1","resolution":{"observed_at":"2026-08-07T10:46:00.581377Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.554858Z","title":"A framework for visual analytics of spatio-temporal sensor observations from data streams","venue":null,"work_id":"2006a799-6c5e-4eda-9eb4-8330d2b17af2","year":2018},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.303253Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:c2abc7275d34266e05168e805962328f02a5843c9d8aa406c716eb5861832b93","observation_id":"72c2d468-48b4-4922-a896-bff88305deec","resolution":{"observed_at":"2026-08-07T10:46:00.561805Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.528555Z","title":"Anomaly detection in dynamic networks using multi-view time-series hypersphere learning","venue":null,"work_id":"2cc0ae39-550b-494d-9849-895f33018190","year":2017},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.309300Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:fa6834909ac842f85a54f7c003f987adbd86d97505a087167d160218b4827bdc","observation_id":"9dcab3d4-690e-49ef-bf3b-d8c7ceeab6af","resolution":{"observed_at":"2026-08-07T10:46:00.540474Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.505870Z","title":"Trafficvis: visualizing organized activity and spatio-temporal patterns for detecting and labeling human trafficking","venue":null,"work_id":"c4a20c50-d783-4630-91f8-f3c807c49136","year":2022},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.315559Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:63d649f8bd98c0183dbc2cc834778f624aba537fca284fedc7c2d5d4d43bb133","observation_id":"eba3ecbf-6364-4475-9618-b47fa60b153e","resolution":{"observed_at":"2026-08-07T10:46:00.514650Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.480083Z","title":"Note on a method for calculating corrected sums of squares and products","venue":null,"work_id":"8a18e62f-c26a-4e2e-902b-f67efc5c7132","year":1962},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.323056Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:140eb77a75f0f093ccd9807179b87bc6b47be6c394361eead372d16119d08bb2","observation_id":"8946aaae-646d-4542-96d0-c717d11abc26","resolution":{"observed_at":"2026-08-07T10:46:00.486632Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.459987Z","title":"Who hub for pandemic and epidemic intelligence","venue":null,"work_id":"55321c58-c69c-4fc0-a569-24583fa42dac","year":2022},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.329233Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:d00bd4b021bc478d3a82dc0cf573fc57357e3392afc3a238407d56382db77cb0","observation_id":"bf6215ba-c146-48a5-a620-255b8de42759","resolution":{"observed_at":"2026-08-07T10:46:00.465888Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:46:00.335254Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-07T10:46:00.335254Z"},"links":{"citing_paper":"/paper/2506.04429"},"observation_digest":"sha256:974982f412f029503b4e95093dd4e5689a6ccbbb309daf8f02dde48c4363294a","observation_id":"edf33ee8-0981-4e49-b535-6bdfd223448d","resolution":{"observed_at":"2026-08-07T10:46:00.335254Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2506.04429","last_updated":"2025-06-04T20:25:27Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-07T10:40:04.975727Z","submitted_at":"2025-06-04T20:25:27Z","title":"An AI-Based Public Health Data Monitoring System"},"reference_resolution":{"displayed":40,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":2,"verified_exact":1,"verified_fuzzy":37},"total_outbound_references":40},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"As of 8 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2506.04429."}