Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:51:42.625152Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2505.23427.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:51:42.625152Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5f1972d1-6b3b-4aab-ba2a-f6cee3d4e605 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Global health data exchange (ghdx),
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation de52e8ee-9ec4-41b5-b833-5abfce5911c9 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Suicidal ideation in a random community sample: attributable risk due to depression and psychosocial and traumatic events,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0824ce4c-a674-411e-9ee3-690101e78ec5 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers The economic burden of adults with major depressive disorder in the united states (2005 and 2010),
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4baee088-deda-40d7-a23e-934ed6c803e6 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Indirect costs of depression and other mental and behavioural disorders for australia from 2015 to 2030,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a1b7d8cd-e08b-4ce5-a6fe-c327a02f7fe0 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers An exploration of residents’ implicit biases towards depression—a pilot study,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 30239a07-6254-4b39-8f85-a660017b0b25 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Multimodal assessment of depression from behavioral signals,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 93eb5a47-0b6d-4630-a67b-2143ad0750b3 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Automatic Assessment of De- pression Based on Visual Cues: A Systematic Review,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f7a8cb45-cae6-434e-bdad-37c607b06066 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Processing of facial emo- tion expression in major depression: a review,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f1dbb194-b47a-44a7-a74c-bac188ae7575 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Multimodal depression detection: fusion analysis of paralinguistic, head pose and eye gaze behav- iors,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 171a436d-381e-4946-b7cd-a73477a36493 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Relative body parts JOURNAL OF LATEX CLASS FILES, VOL. 14, NO. 8, AUGUST 2024 8 movement for automatic depression analysis,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9b7ab175-0f0a-4d47-9ad0-63b211469b75 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Head pose and movement analysis as an indicator of depression,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a53084db-42df-4d8e-a597-12040b7e600c · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers An in- vestigation of depressed speech detection: Features and normal- ization,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8d7b2f27-3c6c-4108-bd56-b53911d57776 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Deep multi-modal network based automated depression severity estimation,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f036bc86-39b9-41b7-8b33-739efb7acdce · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers A multimodal fusion model with multi-level attention mechanism for depression detection,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3fdfb4a2-0825-4dbc-97cb-79a4bdbb8c90 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Avec 2013: the continuous audio/visual emotion and depression recognition challenge,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3efbdab4-fa97-4d96-a96d-a5ff8e130286 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Detecting depression sever- ity from vocal prosody,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 96ed80c3-cbf3-4967-b9c5-1b74b785e9d5 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers The distress analysis interview corpus of human and computer interviews
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2a74e7b2-afbd-43ee-94b6-6317ef1d9f65 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Cultural dif- ferences in the development and characteristics of depression
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4511708d-e62f-41fd-8a1e-155cd3ca3ca9 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Cultural aspects of depressive experience and disorders,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 03a2d81d-d0e1-4878-b818-c8b5021ea345 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Explainable depression detection via head motion patterns,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 827d217a-bda7-489b-9147-89265a03f996 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Nonverbal cues for depression
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a7b9f8e9-b01e-431f-9ce7-9f145c61d1df · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers An ethological description of depression,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 48ac4748-6414-46e7-81ea-efcf6e5fc8c1 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers The ethological approach to the assessment of depressive disorders,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1e8484fe-6e1e-45c0-9e46-0c5c55da3300 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Relationship between depression and movement quality in normal young adults,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5937e5d0-b6a0-4f66-ac95-27750d33c8d0 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Evaluating the severity of depressive symptoms using upper body motion captured by rgb-depth sensors and machine learning in a clinical interview setting: a preliminary study,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation db96b7c8-9ec8-4ec0-9625-cdb9dff5e05b · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Investigation of speech landmark patterns for depression detection,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3d4c965e-61bd-4a38-8f3f-b00f647593ab · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Can body expressions contribute to automatic depression analysis?
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 92231849-8938-4ea7-a848-09d047a0a3cd · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Detecting depression severity by interpretable representations of motion dynamics,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 937cab95-2966-4527-856b-1bdf748dac1e · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Interpretation of depression detection models via feature selec- tion methods,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bf8bb206-1d8f-4993-9dc5-51fb99871ff6 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Cross-cultural detection of depression from nonverbal behaviour,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 59c2e793-95a1-4ae0-8268-4c9c88d43381 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers CNN depression severity level estimation from upper body vs. face-only images,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0052fcdc-4ae6-48d9-bdcb-1423e3f325bc · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers OpenFace: An open source facial behavior analysis toolkit,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 98427b50-ed0f-4577-84c3-c7f9a3de780e · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers On the role of head motion in affective expression,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 809673ac-0909-45af-8b67-5caecbdd7d3f · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Comparison of beck depression inventories-ia and-ii in psychiatric outpatients,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 164a0b50-ca17-4a85-aebc-12dd14ddfd9d · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Automated depression diagnosis based on facial dynamic analysis and sparse coding,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2e43917a-e850-4a13-a8de-d87fd5390bcd · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Automated depression diagnosis based on deep networks to encode facial appearance and dynamics,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b8b9a350-3252-4c67-a67e-dbb0e9910565 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Visually interpretable representation learning for depression recognition from facial images,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation debe167e-65db-4639-ba0d-1a85ec17b808 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Depression severity prediction from facial expression based on the drr depressionnet network,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d6c21bc2-a3dd-4ecc-a99f-3beb08cd2c08 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers A deep multiscale spatiotemporal network for assessing depression from facial dy- namics,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 99f9c622-5760-44b1-af8f-a66697d16894 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Automatic depression recognition using cnn with attention mechanism from videos,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3aef9e2-20ef-43b5-aa51-dec8e3953b56 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Estimating depression severity from long-sequence face videos via an ensemble global diverse convolutional model,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 618e77c2-ebca-4311-90a3-933311ef49ff · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Inte- grating deep facial priors into landmarks for privacy preserving multimodal depression recognition,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1e2a4e9f-a235-4277-be0d-406d49a0435c · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Pra-net: Part-and-relation attention network for depression recognition from facial expression,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2ed1e587-1cde-4222-9708-b92ed93d5c0b · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Two-stage temporal modelling framework for video-based depression recog- nition using graph representation,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ab000bfe-b22a-4a9f-a61d-dd7309d55e16 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Spatial–temporal attention network for depression recognition from facial videos,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1bc716b9-686a-4b89-b361-d5774e12cd88 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Depressionmlp: A multi-layer perceptron architecture for automatic depression level prediction via facial keypoints and action units,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c8e77b64-3952-41d6-a842-946e848a09ac · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Spectral repre- sentation of behaviour primitives for depression analysis,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 34dbf93d-36a2-4055-aff9-f665944bcf0d · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Imagenet classifica- tion with deep convolutional neural networks,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 169c3f3c-d74b-4aa5-ab68-50320bb930ee · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Very Deep Convolutional Networks for Large-Scale Image Recognition
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e05465e-2f8f-4cfd-821f-bc4d5638dbe0 · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Deep residual learning for image recognition,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b98866a1-06e5-468a-993c-6de1a2f6b00c · outbound
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers Densely connected convolutional networks,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.