Paper Citation Record · LEDGER

An AI-Based Public Health Data Monitoring System

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.

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

pith.paper-citation-record.v1
2506.04429 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:46:00.335254Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

40 of 40 outbound references displayed

verified exact1
verified fuzzy37
unresolved2
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8b89ad6f-b503-48dc-81d4-557c8721b969 · outbound

This paper cites Results from the second year of a collaborative effort to forecast influenza seasons in the united states.

An AI-Based Public Health Data Monitoring System Results from the second year of a collaborative effort to forecast influenza seasons in the united states

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:01.213040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e24a7131-2cb4-4782-ae1d-1edbbd9dd9a1 · outbound

This paper cites A review on outlier/anomaly detection in time series data.

An AI-Based Public Health Data Monitoring System A review on outlier/anomaly detection in time series data

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:01.190924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a9ef0e40-fda7-4be8-8a0e-bead2d66e87c · outbound

This paper cites Outbreak detection through automated surveillance: a review of the determinants of detection.

An AI-Based Public Health Data Monitoring System Outbreak detection through automated surveillance: a review of the determinants of detection

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:01.172023Z

Source-reported events for the cited work

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Observation 41f123ce-dbca-45c4-b571-aceddf1d39c7 · outbound

This paper cites Evolution of public health surveillance: status and recommendations, 2017.

An AI-Based Public Health Data Monitoring System Evolution of public health surveillance: status and recommendations, 2017

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:01.151399Z

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Observation 250872bd-7e2f-43fe-9018-90c837e0522c · outbound

This paper cites Voila: Visual anomaly detection and monitoring with streaming spatiotemporal data.

An AI-Based Public Health Data Monitoring System Voila: Visual anomaly detection and monitoring with streaming spatiotemporal data

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:01.125323Z

Source-reported events for the cited work

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Observation 9ea517ce-8476-499b-9f8a-aad917b13ddb · outbound

This paper cites Visualization and analytics tools for infectious disease epidemiology: a systematic review.

An AI-Based Public Health Data Monitoring System Visualization and analytics tools for infectious disease epidemiology: a systematic review

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:01.107796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 19ea6f00-e3f3-404c-96f9-668826cf1c5b · outbound

This paper cites Infectious disease informatics: syndromic surveillance for public health and biodefense , volume 21.

An AI-Based Public Health Data Monitoring System Infectious disease informatics: syndromic surveillance for public health and biodefense , volume 21

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:01.085919Z

Source-reported events for the cited work

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Observation e185b62a-53e9-45c9-97f1-a808c1ef902e · outbound

This paper cites Data visualization, information dissemination, and alerting.

An AI-Based Public Health Data Monitoring System Data visualization, information dissemination, and alerting

Reference 8

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Observation 2d7e6b62-cb28-4ee8-b890-14a608ca3ee2 · outbound

This paper cites What can you really do with 35,000 statistical alerts a week anyways? Online Journal of Public Health Informatics , 11(1), 2019.

An AI-Based Public Health Data Monitoring System What can you really do with 35,000 statistical alerts a week anyways? Online Journal of Public Health Informatics , 11(1), 2019

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:01.047044Z

Source-reported events for the cited work

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Observation 2e608c20-b298-42d6-9899-ebb63f41b119 · outbound

This paper cites A survey of urban visual analytics: Advances and future directions.

An AI-Based Public Health Data Monitoring System A survey of urban visual analytics: Advances and future directions

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:01.027713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dbfc381e-422e-4a78-ad37-23d49b18ed58 · outbound

This paper cites From Explanation to Action: An End-to-End Human-in-the-loop Framework for Anomaly Reasoning and Management.

An AI-Based Public Health Data Monitoring System From Explanation to Action: An End-to-End Human-in-the-loop Framework for Anomaly Reasoning and Management

Reference 11

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Source-reported events for the cited work

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Observation e5209094-c604-4587-97fe-174ab107ce05 · outbound

This paper cites The johns hopkins university center for systems science and engineering covid-19 dashboard: data collection process, challenges faced, and lessons learned.

An AI-Based Public Health Data Monitoring System The johns hopkins university center for systems science and engineering covid-19 dashboard: data collection process, challenges faced, and lessons learned

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:01.008916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 00a17205-3098-4786-9fb6-c892e193b0d9 · outbound

This paper cites Challenges of big data analysis.

An AI-Based Public Health Data Monitoring System Challenges of big data analysis

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.989559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5d4e7866-b720-47c7-b5ef-432904f1d023 · outbound

This paper cites National syndromic surveillance program (nssp) new users.

An AI-Based Public Health Data Monitoring System National syndromic surveillance program (nssp) new users

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.971294Z

Source-reported events for the cited work

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Observation 01057b80-7d68-4689-bb05-8738fdfd6141 · outbound

This paper cites High output management.

An AI-Based Public Health Data Monitoring System High output management

Reference 15

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Source-reported events for the cited work

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Observation 640655c1-ba13-43d8-8542-d06b7bf5e905 · outbound

This paper cites A review on the development of big data analytics and effective data visualization techniques in the context of massive and multidimensional data.

An AI-Based Public Health Data Monitoring System A review on the development of big data analytics and effective data visualization techniques in the context of massive and multidimensional data

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.933442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9cf98cc5-6344-4d34-86db-7a9a61a32b80 · outbound

This paper cites A practitioner-driven research agenda for syndromic surveillance.

An AI-Based Public Health Data Monitoring System A practitioner-driven research agenda for syndromic surveillance

Reference 17

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Source-reported events for the cited work

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Observation fc2b9fa8-c19f-4550-b8c5-498ea8e73151 · outbound

This paper cites Syndromic surveillance on the epidemiologist’s desktop: making sense of much data.

An AI-Based Public Health Data Monitoring System Syndromic surveillance on the epidemiologist’s desktop: making sense of much data

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.898908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 220a20a2-4667-4fe4-bc37-ad2e4f542aef · outbound

This paper cites The effectiveness of syndromic surveillance for the early detection of waterborne outbreaks: a systematic review.

An AI-Based Public Health Data Monitoring System The effectiveness of syndromic surveillance for the early detection of waterborne outbreaks: a systematic review

Reference 19

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c51c8c01-d044-42d6-9fa3-3375c266e8a2 · outbound

This paper cites Effective dashboard design.

An AI-Based Public Health Data Monitoring System Effective dashboard design

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.858971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b78ef1f2-f7fe-4706-9879-aaa75fd55901 · outbound

This paper cites Computationally assisted quality control for public health data streams.

An AI-Based Public Health Data Monitoring System Computationally assisted quality control for public health data streams

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.836829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5d0bbaeb-6464-4a37-a6ad-fcbc529ced15 · outbound

This paper cites Outlier ranking in large-scale public health streams.

An AI-Based Public Health Data Monitoring System Outlier ranking in large-scale public health streams

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4a9e25ed-aab2-415d-a0af-b50ce7c4dc26 · outbound

This paper cites A visual analytics framework for reviewing streaming performance data.

An AI-Based Public Health Data Monitoring System A visual analytics framework for reviewing streaming performance data

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.790317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dabde22d-1327-4386-98b0-de742771a823 · outbound

This paper cites Identifying changing variant behavior during a pandemic: An exploratory analysis.

An AI-Based Public Health Data Monitoring System Identifying changing variant behavior during a pandemic: An exploratory analysis

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.771614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cab4c8cf-f740-41dd-b9c1-6717aab689a2 · outbound

This paper cites Avoiding drill-down fallacies with vispilot: Assisted exploration of data subsets.

An AI-Based Public Health Data Monitoring System Avoiding drill-down fallacies with vispilot: Assisted exploration of data subsets

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.750260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1924d738-e2d6-4db4-8491-5113378ff798 · outbound

This paper cites A visual analytics approach to understanding spatiotemporal hotspots.

An AI-Based Public Health Data Monitoring System A visual analytics approach to understanding spatiotemporal hotspots

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.730186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ede4dac1-ff80-478c-82eb-155157010127 · outbound

This paper cites PIXAL: Anomaly Reasoning with Visual Analytics.

An AI-Based Public Health Data Monitoring System PIXAL: Anomaly Reasoning with Visual Analytics

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:46:00.395938Z

Source-reported events for the cited work

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Observation 802a2056-a594-454f-a659-f165c0e5c977 · outbound

This paper cites Explaining artificial intelligence with visual analytics in healthcare.

An AI-Based Public Health Data Monitoring System Explaining artificial intelligence with visual analytics in healthcare

Reference 28

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Source-reported events for the cited work

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Observation a8fe8f73-f9e0-481e-bfc6-f31a1d5cab9e · outbound

This paper cites fast data.

An AI-Based Public Health Data Monitoring System fast data

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.686078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c8128839-8dc8-4a94-a608-0b33a0c937d2 · outbound

This paper cites A survey of visual analytics for public health.

An AI-Based Public Health Data Monitoring System A survey of visual analytics for public health

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.658808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a47346bb-9d05-4243-9312-81c563e5868f · outbound

This paper cites An open repository of real-time covid-19 indicators.

An AI-Based Public Health Data Monitoring System An open repository of real-time covid-19 indicators

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.640903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 83ccd092-7f5d-4d0e-ad8a-219eb8797a4d · outbound

This paper cites Issues in applied statistics for public health bioterrorism surveillance using multiple data streams: research needs.

An AI-Based Public Health Data Monitoring System Issues in applied statistics for public health bioterrorism surveillance using multiple data streams: research needs

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.622427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 264eb01c-7c57-4b75-bcc2-0e4044bd82a6 · outbound

This paper cites What do we talk about when we talk about dashboards? IEEE transactions on visualization and computer graphics , 25(1):682--692, 2018.

An AI-Based Public Health Data Monitoring System What do we talk about when we talk about dashboards? IEEE transactions on visualization and computer graphics , 25(1):682--692, 2018

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.604417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9362c472-2b12-438a-ae08-140b73c596c1 · outbound

This paper cites Statistical challenges facing early outbreak detection in biosurveillance.

An AI-Based Public Health Data Monitoring System Statistical challenges facing early outbreak detection in biosurveillance

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.581377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 72c2d468-48b4-4922-a896-bff88305deec · outbound

This paper cites A framework for visual analytics of spatio-temporal sensor observations from data streams.

An AI-Based Public Health Data Monitoring System A framework for visual analytics of spatio-temporal sensor observations from data streams

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.561805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9dcab3d4-690e-49ef-bf3b-d8c7ceeab6af · outbound

This paper cites Anomaly detection in dynamic networks using multi-view time-series hypersphere learning.

An AI-Based Public Health Data Monitoring System Anomaly detection in dynamic networks using multi-view time-series hypersphere learning

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.540474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eba3ecbf-6364-4475-9618-b47fa60b153e · outbound

This paper cites Trafficvis: visualizing organized activity and spatio-temporal patterns for detecting and labeling human trafficking.

An AI-Based Public Health Data Monitoring System Trafficvis: visualizing organized activity and spatio-temporal patterns for detecting and labeling human trafficking

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.514650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8946aaae-646d-4542-96d0-c717d11abc26 · outbound

This paper cites Note on a method for calculating corrected sums of squares and products.

An AI-Based Public Health Data Monitoring System Note on a method for calculating corrected sums of squares and products

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.486632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bf6215ba-c146-48a5-a620-255b8de42759 · outbound

This paper cites Who hub for pandemic and epidemic intelligence.

An AI-Based Public Health Data Monitoring System Who hub for pandemic and epidemic intelligence

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:00.465888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation edf33ee8-0981-4e49-b535-6bdfd223448d · outbound

This paper cites write newline.

An AI-Based Public Health Data Monitoring System write newline

Reference 40

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.