Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:46:00.335254Z
Paper Citation Record · LEDGER
An AI-Based Public Health Data Monitoring System
As of 16 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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
- metadata mismatch0
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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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 2026-08-16T06:30:59.297886+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
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:46:01.065725Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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 2026-08-16T06:30:59.297886+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
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:46:00.161827Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:46:00.953648Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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 2026-08-16T06:30:59.297886+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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:46:00.915247Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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 2026-08-16T06:30:59.297886+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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:46:00.878753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:46:00.813771Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:46:00.707575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a8fe8f73-f9e0-481e-bfc6-f31a1d5cab9e · outbound
This paper cites 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:46:00.335254Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.