Paper Citation Record · LEDGER

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises

As of 18 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2412.17342.

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

pith.paper-citation-record.v1
2412.17342 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:38:05.830374Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

13 of 13 outbound references displayed

verified exact0
verified fuzzy8
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 47420176-9414-4b1b-b800-4e4e8800b2eb · outbound

This paper cites an unresolved cited work.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:38:06.306033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8da0fd16-2d0a-474b-91e0-37dfd5aa1062 · outbound

This paper cites isolated.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises isolated

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:38:06.236867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 09f92fd8-e2d0-4720-8733-451793b0c263 · outbound

This paper cites The occurrence of crisis events and their impacts trigger communication activities that grows the size of online social networks related to threat topics.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises The occurrence of crisis events and their impacts trigger communication activities that grows the size of online social networks related to threat topics

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:38:06.201916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 70b478fa-5dd8-486e-bf7b-e7bfcfeaaec9 · outbound

This paper cites (the proportions of new edges for other threats can be found in Supplementary Information Fig.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises (the proportions of new edges for other threats can be found in Supplementary Information Fig

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:38:06.163972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 436e4a6b-d7b0-49e9-b209-114b0e411e5e · outbound

This paper cites Second, we measure the structures of the networks and quantify the effect of memory on network structures.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises Second, we measure the structures of the networks and quantify the effect of memory on network structures

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:38:06.183375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 51088ed5-a838-40fd-9585-dfc9a907b07e · outbound

This paper cites The values in the figure represent the percentages of the flow among all communication channels.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises The values in the figure represent the percentages of the flow among all communication channels

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:38:06.144604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation de3412ae-a6a4-4ace-8109-adc0da36f2f5 · outbound

This paper cites an unresolved cited work.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T05:38:05.819158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fad2084-9fb7-4a27-b65b-0efa2a8fd13c · outbound

This paper cites an unresolved cited work.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T05:38:05.825100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52125e41-76b7-4f47-8710-1174059719b6 · outbound

This paper cites In addition, to test the goodness-of-fit, we measured the corresponding p-values using the Kolmogorov-Smirnov test by generating 1,000 synthetic distributions (Noulas et al., 2012).

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises In addition, to test the goodness-of-fit, we measured the corresponding p-values using the Kolmogorov-Smirnov test by generating 1,000 synthetic distributions (Noulas et al., 2012)

Reference 2009

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:38:06.219223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 57b90d9f-40f1-4241-846e-be27cf738b5b · outbound

This paper cites Then, observational studies examined activity and structure patterns of information cascades that build the influence of information communicators.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises Then, observational studies examined activity and structure patterns of information cascades that build the influence of information communicators

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:38:06.287711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 961dbaba-69fd-438b-934e-e18d6f9bbaf0 · outbound

This paper cites In fact, human networks are dynamic with newly joined people and edges during the threats (Comfort et al., 2004).

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises In fact, human networks are dynamic with newly joined people and edges during the threats (Comfort et al., 2004)

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:38:06.271180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e32e5fbd-0784-463f-8abe-72628888416e · outbound

This paper cites an unresolved cited work.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises Unresolved cited work

Reference 2022

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:38:06.253623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 79db4214-ae23-471d-9392-c9dce8fabab0 · outbound

This paper cites an unresolved cited work.

Dynamics of Collective Information Processing for Risk Encoding in Social Networks during Crises Unresolved cited work

Reference 4787

Resolution: unresolved; no resolver link, observed 2026-08-11T05:38:05.830374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.