Paper Citation Record · LEDGER

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning

As of 13 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2508.04531.

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

pith.paper-citation-record.v1
2508.04531 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:59:39.502441Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

37 of 37 outbound references displayed

verified exact1
verified fuzzy27
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5c002660-a2a4-42c8-8259-cb20fd940267 · outbound

This paper cites A few questions will show up on the screen. Please say your answers. If you are ready, press the spacebar to start the practice.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning A few questions will show up on the screen. Please say your answers. If you are ready, press the spacebar to start the practice

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:45.444736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c788217a-16f8-4ee0-9c4b-7f703a57441e · outbound

This paper cites What thoughts or feel- ings does this picture give you? You have 5 seconds to prepare.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning What thoughts or feel- ings does this picture give you? You have 5 seconds to prepare

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:45.250791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a95d6260-f499-4d0c-82af-c92bb4580cd6 · outbound

This paper cites A word for a category will appear on the screen. Please say words from that cat- egory. You have 30 seconds. If you are ready, press the spacebar to start.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning A word for a category will appear on the screen. Please say words from that cat- egory. You have 30 seconds. If you are ready, press the spacebar to start

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:45.041415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 189f25ab-ee6e-46d9-9300-92a4f65857df · outbound

This paper cites DeepSeek-V3 Technical Report.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning DeepSeek-V3 Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T23:59:36.290479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf357a4f-beb3-49fa-8915-8cc5888230a3 · outbound

This paper cites Qwen3 Technical Report.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning Qwen3 Technical Report

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T23:59:36.413321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb29ce0e-18b1-49be-9cd3-6edd693ec7d6 · outbound

This paper cites This tool assesses personality traits.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning This tool assesses personality traits

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:44.024225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4014d135-cb4d-4eda-8aca-5ad45978afa5 · outbound

This paper cites This scale screens for a wide range of psy- chological symptoms.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning This scale screens for a wide range of psy- chological symptoms

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:43.836770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 686aea26-4b96-4b53-9544-a36bf7041665 · outbound

This paper cites Classical Feature Set.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning Classical Feature Set

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:43.678601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1c2fc97d-1157-4820-9d41-f957795c5382 · outbound

This paper cites This is a clinician-rated tool to get an objective evaluation of depression severity.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning This is a clinician-rated tool to get an objective evaluation of depression severity

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:44.841075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7d4352f5-0fe2-482d-b636-1c33113ccfba · outbound

This paper cites This is also a clinician- rated tool that gives an objective evaluation of how severe a person’s anxiety is.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning This is also a clinician- rated tool that gives an objective evaluation of how severe a person’s anxiety is

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:44.660783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d55cef67-c571-4146-991f-4a4d9a20e615 · outbound

This paper cites This is a self-report tool.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning This is a self-report tool

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:44.539250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 601a6b13-8fb9-4ab0-b733-0c1ca31c8f83 · outbound

This paper cites Like the SDS, this is a self-report tool for a person’s own feelings of anxiety.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning Like the SDS, this is a self-report tool for a person’s own feelings of anxiety

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:44.334959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a3968354-de17-4c93-85a2-92c155a6b59d · outbound

This paper cites This scale measures a person’s sleep quality over the last month.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning This scale measures a person’s sleep quality over the last month

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:44.188206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c6b5b8ef-9355-4a22-bb5b-795c4064505d · outbound

This paper cites This feature set in- cludes statistics for 8 frequency-related features, 3 energy-related features, and 14 spectral features.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning This feature set in- cludes statistics for 8 frequency-related features, 3 energy-related features, and 14 spectral features

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:43.528847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a1e9f13a-c931-4b03-b2a4-ec2d435752df · outbound

This paper cites OpenFace is an open-source tool for facial analysis.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning OpenFace is an open-source tool for facial analysis

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:43.408700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 36e66e63-7aa7-4c15-ae9d-46894f5abe3d · outbound

This paper cites an unresolved cited work.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:59:43.264239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d09fa4e3-02d0-4aee-8d0e-be26627793ec · outbound

This paper cites For this data, we calculate the same 7 statistics as the video features: minimum, maximum, mean, vari- ance, range, kurtosis, and skewness.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning For this data, we calculate the same 7 statistics as the video features: minimum, maximum, mean, vari- ance, range, kurtosis, and skewness

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:43.115910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6d3cd852-8e71-45ee-9442-5bf3141b387c · outbound

This paper cites We take the audio for each of the 10 tasks and cut it into clips shorter than 30 seconds.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning We take the audio for each of the 10 tasks and cut it into clips shorter than 30 seconds

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:42.910673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ebedecaf-0492-4d67-a5b1-0265e35d882e · outbound

This paper cites First, we split each participant’s full video into 10 smaller videos based on the 10 task times- tamps.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning First, we split each participant’s full video into 10 smaller videos based on the 10 task times- tamps

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:42.662308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 118b7c28-766c-4907-9c39-a7ca96be76ed · outbound

This paper cites We take the speech-to-text transcripts for each of the 10 tasks and feed them into the model.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning We take the speech-to-text transcripts for each of the 10 tasks and feed them into the model

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:42.374724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 39a801d4-f5af-44e3-b9b4-8d3eaaf27350 · outbound

This paper cites C Methodology Implementation Details C.1 Behavioral Signature Modeling We train six different learning backbones to model the behavioral signatures.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning C Methodology Implementation Details C.1 Behavioral Signature Modeling We train six different learning backbones to model the behavioral signatures

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:42.146395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation db2bdca0-387e-425d-96c9-e845ea735b66 · outbound

This paper cites an unresolved cited work.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:59:42.018673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4ba60126-0e94-47fe-9f51-a29b111fd2de · outbound

This paper cites The model first receives this input tensor and passes it through a convolu- tional layer with 32 filters of size (2, 1), a stride of (2, 1), and ‘same’ padding.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning The model first receives this input tensor and passes it through a convolu- tional layer with 32 filters of size (2, 1), a stride of (2, 1), and ‘same’ padding

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:41.880291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 675f3b41-a0c3-4b5c-8a72-6fecf06c4aa0 · outbound

This paper cites The first is a fully-connected layer with 64 neurons, followed by a ReLU acti- vation and Dropout (rate 0.3).

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning The first is a fully-connected layer with 64 neurons, followed by a ReLU acti- vation and Dropout (rate 0.3)

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:41.751950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9e96bd3a-6dfe-4a38-8179-65a31e10a899 · outbound

This paper cites We test different numbers of neighbors from 1 to 10 and use five-fold cross-validation to evalu- ate the accuracy for each.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning We test different numbers of neighbors from 1 to 10 and use five-fold cross-validation to evalu- ate the accuracy for each

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:41.580898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bca6563c-85a1-4841-9fb0-8ebac04749e8 · outbound

This paper cites We search over two key parameters: the number of trees (n_estimators, from 25 to 500) and the maximum depth of the trees (max_depth, from 2 to 50).

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning We search over two key parameters: the number of trees (n_estimators, from 25 to 500) and the maximum depth of the trees (max_depth, from 2 to 50)

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:41.457973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 36a1b366-9581-4cc5-913a-178c1c3b6837 · outbound

This paper cites The regularization strength C is set to 1, and we set class_weight = balanced to address the class imbalance issue in the dataset.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning The regularization strength C is set to 1, and we set class_weight = balanced to address the class imbalance issue in the dataset

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:41.302472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b20ef734-de11-4d32-8404-6b863f8008f5 · outbound

This paper cites It can process any combination of text, image, and video as input and generate text, audio, and image outputs (OpenAI, 2024).

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning It can process any combination of text, image, and video as input and generate text, audio, and image outputs (OpenAI, 2024)

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:41.152216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 89092cef-2a65-4a3b-9db7-e12fcb5f80d5 · outbound

This paper cites It is described as OpenAI’s most powerful reasoning model, advancing capabilities in coding, math, and visual perception (OpenAI, 2025).

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning It is described as OpenAI’s most powerful reasoning model, advancing capabilities in coding, math, and visual perception (OpenAI, 2025)

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:41.011378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2ef03a3b-d5c8-4544-963e-45a709c29de5 · outbound

This paper cites an unresolved cited work.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:59:40.884304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5f5cfaeb-abbd-4b97-909e-39141e226e5a · outbound

This paper cites an unresolved cited work.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:59:40.758340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 20b91992-3167-4481-90dd-876544e4fcd8 · outbound

This paper cites an unresolved cited work.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:59:40.541465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a06a49dc-ebb7-47e6-b12a-191cd8a6f157 · outbound

This paper cites thinking mode.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning thinking mode

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:40.321182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6475aee3-f712-48bb-9e66-91000885a87c · outbound

This paper cites an anger-inducing event,.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning an anger-inducing event,

Reference 37

Resolution: verified exact; raw_fallback, observed 2026-08-05T23:59:39.976201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4375b034-3b6e-4572-a635-4c2cf947a98b · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2010

Resolution: unresolved; no resolver link, observed 2026-08-05T23:59:35.834374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acdfdc17-1f13-491d-b4b2-0075241200d1 · outbound

This paper cites DeBERTa: Decoding-enhanced BERT with Disentangled Attention.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning DeBERTa: Decoding-enhanced BERT with Disentangled Attention

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T23:59:35.964417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d441bc4-d0fd-4ce6-be16-84d0abf5bf71 · outbound

This paper cites Current Treatment Options in Psy- chiatry, 12(1):1–18.

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning Current Treatment Options in Psy- chiatry, 12(1):1–18

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:59:45.660261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.