Paper Citation Record · LEDGER

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence

As of 22 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2501.16813.

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

pith.paper-citation-record.v1
2501.16813 v2

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T10:32:28.462521Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

26 of 26 outbound references displayed

verified exact17
verified fuzzy3
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8c20b9fe-bcd3-42fe-a811-ad3f7125e05e · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 1

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:31.215408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dfdb6739-d850-4538-8beb-3a7a3622ec91 · outbound

This paper cites Machine Learning for Depression Detection on Web and Social Media: A Systematic Review[J].

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Machine Learning for Depression Detection on Web and Social Media: A Systematic Review[J]

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T10:32:31.406726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 78180717-7cad-448c-ab0c-ab4e87ca6009 · outbound

This paper cites and Liao, Y.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence and Liao, Y

Reference 3

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:30.983897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 12591d83-c246-4482-9799-71c11370d25d · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 4

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:30.789634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b23f2586-58f9-4330-933c-a2ddd8595844 · outbound

This paper cites and Rundensteiner, E.A.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence and Rundensteiner, E.A

Reference 5

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:30.613143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d1962ed9-1009-4fd9-9562-f95ad7d8e2a7 · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 6

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:30.413531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 13e1a182-d972-48fa-8d8d-0b9cc8869ec5 · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 7

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:30.254432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c69fc904-8958-4af5-8cf9-214861998345 · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-10T10:32:31.385083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0d8b49f3-d4a9-44ab-9be1-b5b1e16e0e34 · outbound

This paper cites and Li, H.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence and Li, H

Reference 9

Resolution: verified exact; doi, observed 2026-08-10T10:32:28.561744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eeecd303-27e0-4a92-a6cd-2894945df413 · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 10

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:30.063489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4db3abaf-8fc0-4b49-9693-8d88325e3c39 · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 11

Resolution: verified exact; doi, observed 2026-08-10T10:32:28.532896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 65353eaf-bd17-459b-ad27-7f9c07fdf1a9 · outbound

This paper cites and Yunus Sait, S.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence and Yunus Sait, S

Reference 12

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:29.892942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a45854ea-4ec1-4ac8-a80f-f8903238f7af · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-10T10:32:31.360013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0509f3ef-3c2d-48cc-80d3-84c891c55d6f · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 14

Resolution: verified exact; doi, observed 2026-08-10T10:32:28.512313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 74e7c950-c1bd-4da3-8e28-1173eac0c3f7 · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 15

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:29.585392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 085aea75-2a5f-468e-beae-9a4d128c8e05 · outbound

This paper cites Emotion-Aware Embedding Fusion in LLMs (Flan-T5, LLAMA 2, DeepSeek-R1, and ChatGPT 4) for Intelligent Response Generation.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Emotion-Aware Embedding Fusion in LLMs (Flan-T5, LLAMA 2, DeepSeek-R1, and ChatGPT 4) for Intelligent Response Generation

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-10T10:32:29.416520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 62abc67c-f936-4359-b4ed-f9cecb55a109 · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T10:32:31.339745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0e1c7c41-a62b-41b8-a06c-288954cbd5e7 · outbound

This paper cites (no date) Ensembles ofBert for Depression Classification, Annual International Conference ofthe IEEE Engineering in Medicine and Biology Society.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence (no date) Ensembles ofBert for Depression Classification, Annual International Conference ofthe IEEE Engineering in Medicine and Biology Society

Reference 18

Resolution: verified exact; raw_fallback, observed 2026-08-10T10:32:29.386198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2abe4997-4bc2-4d88-b8d2-ec7e69a75fe4 · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T10:32:31.323506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8b922715-b2c2-457f-87eb-b443feaaa6c4 · outbound

This paper cites The Distress Analysis Interview Corpus ofhuman and computer interviews.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence The Distress Analysis Interview Corpus ofhuman and computer interviews

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T10:32:31.306280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4c6bcf25-ddc9-4ead-8e83-9d93dc2d9d81 · outbound

This paper cites and Sahli, H.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence and Sahli, H

Reference 21

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:29.229235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b0df21c3-354a-4959-b007-443c1d58ddb8 · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-10T10:32:31.283845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6fd5122c-8bf8-43df-8d07-c59d01c66135 · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T10:32:31.254719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e3048aef-ba10-4ba1-85f1-c718a03a52e4 · outbound

This paper cites Context-aware Deep Learning for Multi-modal Depression Detection,.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Context-aware Deep Learning for Multi-modal Depression Detection,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T10:32:31.233126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 72ad2d52-fdf5-40f7-804d-7871ecc7f20c · outbound

This paper cites an unresolved cited work.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence Unresolved cited work

Reference 25

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:28.962196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ba0289f7-b77b-456c-85ca-36dbc235736b · outbound

This paper cites The Detection ofDepression Using Multimodal Models Based on Text and Voice Quality Features,.

Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence The Detection ofDepression Using Multimodal Models Based on Text and Voice Quality Features,

Reference 26

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T10:32:28.790535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.