Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T10:32:28.462521Z
Paper Citation Record · LEDGER
Multimodal Magic Elevating Depression Detection with a Fusion of Text and Audio Intelligence
As of 23 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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
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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
No inbound Pith citation observations are available.