Paper Citation Record · LEDGER

Applying LLM and Topic Modelling in Psychotherapeutic Contexts

As of 11 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 0 inbound Pith citation observations for arXiv:2412.17449.

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

pith.paper-citation-record.v1
2412.17449 v1

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:31:15.905134Z

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

5 of 5 outbound references displayed

verified exact1
verified fuzzy0
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c574d88c-16cb-47de-a592-0e45b6bdfb5e · outbound

This paper cites Top2Vec: Distributed Representations of Topics.

Applying LLM and Topic Modelling in Psychotherapeutic Contexts Top2Vec: Distributed Representations of Topics

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T05:31:15.882989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19f3aabe-a4ea-437d-a887-4228365f359f · outbound

This paper cites J., & Ogles, B.

Applying LLM and Topic Modelling in Psychotherapeutic Contexts J., & Ogles, B

Reference 2

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T05:31:16.114304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 670f5d75-daa5-4ae5-9e2e-cbad147f715a · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Applying LLM and Topic Modelling in Psychotherapeutic Contexts BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T05:31:15.888349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c2168ce-419a-4679-9382-17240b3786ea · outbound

This paper cites an unresolved cited work.

Applying LLM and Topic Modelling in Psychotherapeutic Contexts Unresolved cited work

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-11T05:31:15.898500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2cf50b6-afb2-4078-bbe4-ea5d4e338468 · outbound

This paper cites an unresolved cited work.

Applying LLM and Topic Modelling in Psychotherapeutic Contexts Unresolved cited work

Reference 2022

Resolution: verified exact; doi, observed 2026-08-11T05:31:15.943067Z

Source-reported events for the cited work

retraction dated 2023-10-11. Source: crossref record 10.1155/2023/9872487->10.1155/2022/7893775:retraction, observed 2026-07-11T02:53:30.598344+00:00. This notice travels one citation hop only.

retraction . Source: retraction watch record 61644, observed 2026-07-08T21:54:04.717414+00:00. This notice travels one citation hop only.

Pith citing papers

No inbound Pith citation observations are available.