Paper Citation Record · LEDGER

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction

As of 8 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2505.23822.

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

pith.paper-citation-record.v1
2505.23822 v3

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:23:37.005934Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

30 of 30 outbound references displayed

verified exact0
verified fuzzy20
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fdcff225-32f1-43ef-8d5a-967bd0f7ee17 · outbound

This paper cites Adolescent depression: National trends, risk factors, and healthcare disparities,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Adolescent depression: National trends, risk factors, and healthcare disparities,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:41.566152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 47fc89ec-0cba-4d98-9f15-bc52bc34119b · outbound

This paper cites Sleep’s role in the development and resolution of adolescent depression,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Sleep’s role in the development and resolution of adolescent depression,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:41.385528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b9070c88-a270-43ac-ab61-cdccdb8a68cb · outbound

This paper cites Elevated risk of depression among adolescents presenting with sleep disorders,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Elevated risk of depression among adolescents presenting with sleep disorders,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:41.232725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 63450dfc-1f5c-4aad-8e2e-79737f1f57bd · outbound

This paper cites Language as a biomarker for psychosis: A natural language processing approach,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Language as a biomarker for psychosis: A natural language processing approach,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:41.020196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a7e0d489-707d-49e2-baa3-a5aa97f1cbf7 · outbound

This paper cites Speech as a promising biosignal in precision psychiatry,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Speech as a promising biosignal in precision psychiatry,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:40.801673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f77f70f5-6c14-4b38-9807-7aa6b4ed3e1a · outbound

This paper cites The relationship between linguistic expression in blog content and symptoms of depression, anxiety, and suicidal thoughts: A longitudinal study,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction The relationship between linguistic expression in blog content and symptoms of depression, anxiety, and suicidal thoughts: A longitudinal study,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:40.603123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a3a591b5-89db-4506-a041-60ffbc8b987f · outbound

This paper cites Mental-llm: Leveraging large language models for mental health prediction via online text data,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Mental-llm: Leveraging large language models for mental health prediction via online text data,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:35.199185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 140c5c66-cb1c-49cf-956f-075605351654 · outbound

This paper cites Multitask learning for mental health: Depression, anxiety, stress (das) using wearables,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Multitask learning for mental health: Depression, anxiety, stress (das) using wearables,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:40.478631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 74fb08f9-49bc-479d-86ad-2e4127dce121 · outbound

This paper cites When llms meets acoustic landmarks: An efficient approach to integrate speech into large language models for depression detection,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction When llms meets acoustic landmarks: An efficient approach to integrate speech into large language models for depression detection,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:40.261833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 67fea46b-e7af-4a34-a5cd-596885dc60ee · outbound

This paper cites Opportunities and risks of large language models in psychiatry,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Opportunities and risks of large language models in psychiatry,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:40.083636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 241468b9-9c4b-4b8c-aab2-c4c811bd2c37 · outbound

This paper cites Prediction of relapse in adolescent depression using fusion of video and speech data.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Prediction of relapse in adolescent depression using fusion of video and speech data

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:39.851319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 93fe63aa-ad80-4326-9df2-24a5752bca02 · outbound

This paper cites Large language models could change the future of behavioral healthcare: a proposal for responsible development and evaluation,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Large language models could change the future of behavioral healthcare: a proposal for responsible development and evaluation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:39.599886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6885d0db-b8b9-4a47-886a-553a8e7d3245 · outbound

This paper cites Read, Diagnose and Chat: Towards Explainable and Interactive LLMs-Augmented Depression Detection in Social Media.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Read, Diagnose and Chat: Towards Explainable and Interactive LLMs-Augmented Depression Detection in Social Media

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:35.650870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9160fc5d-aa39-47d3-9aa0-569b0c7e5193 · outbound

This paper cites DEPAC: a Corpus for Depression and Anxiety Detection from Speech.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction DEPAC: a Corpus for Depression and Anxiety Detection from Speech

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:35.724929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf47db34-14a5-4020-99bf-619e2a121445 · outbound

This paper cites Lora: Low-rank adaptation of large language models,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Lora: Low-rank adaptation of large language models,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:35.795487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59ae7ce3-dabd-490a-a1ec-c2f8ed918cb7 · outbound

This paper cites Multitask learning,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Multitask learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:39.383853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3c05df49-3d27-4cac-9380-fa995301a27c · outbound

This paper cites Multitask learning for mental health conditions with limited social media data,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Multitask learning for mental health conditions with limited social media data,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:39.155401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 218e5c1a-be91-4e6a-b6c7-54eb5d7249a1 · outbound

This paper cites Detecting moments of change and suicidal risks in longitudinal user texts using multi-task learning,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Detecting moments of change and suicidal risks in longitudinal user texts using multi-task learning,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:38.962949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c5996e91-d18d-488c-9f56-2991ad4af861 · outbound

This paper cites Translating the BDI and BDI-II into the HAMD and vice versa with equipercentile linking,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Translating the BDI and BDI-II into the HAMD and vice versa with equipercentile linking,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:38.701916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3627fc41-a21d-45bd-b8a2-e9a29bb4ccda · outbound

This paper cites Does response on the phq-9 depression questionnaire predict subsequent suicide attempt or suicide death?.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Does response on the phq-9 depression questionnaire predict subsequent suicide attempt or suicide death?

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:38.508675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c154fd5c-bd3c-4a7d-bda9-b76296867d62 · outbound

This paper cites Validation of a composite of suicide items from the mood and feelings questionnaire (mfq) in offspring of recurrently depressed parents,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Validation of a composite of suicide items from the mood and feelings questionnaire (mfq) in offspring of recurrently depressed parents,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:38.306438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 76e5b5fb-c92e-4cc0-b38c-50767f05c764 · outbound

This paper cites Evaluation of the phq-9 item 3 as a screen for sleep disturbance in primary care,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Evaluation of the phq-9 item 3 as a screen for sleep disturbance in primary care,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:38.041714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 790cfff7-45b8-4835-b647-cdfd1666c76e · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction LLaMA: Open and Efficient Foundation Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:36.409585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67a4ed0c-25ad-4b1f-8b11-03838c63e7c6 · outbound

This paper cites Robust Speech Recognition via Large-Scale Weak Supervision.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Robust Speech Recognition via Large-Scale Weak Supervision

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:36.500911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37008a8f-67a2-4525-9794-22e770687473 · outbound

This paper cites Speechmark: landmark detection tool for speech analysis,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Speechmark: landmark detection tool for speech analysis,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:37.776513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a028d401-b850-4e6d-93eb-f1198b3aefab · outbound

This paper cites Avec 2019 workshop and challenge: State-of-mind, detecting depression with ai, and cross-cultural affect recognition,.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction Avec 2019 workshop and challenge: State-of-mind, detecting depression with ai, and cross-cultural affect recognition,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:23:37.513887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7195ee69-06f0-40ae-b106-87e014d5e461 · outbound

This paper cites GPT Understands, Too.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction GPT Understands, Too

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:37.005934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d7bbea8-76a4-419d-a648-de9353a0bcd1 · outbound

This paper cites AVEC 2019 Workshop and Challenge: State-of-Mind, Detecting Depression with AI, and Cross-Cultural Affect Recognition.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction AVEC 2019 Workshop and Challenge: State-of-Mind, Detecting Depression with AI, and Cross-Cultural Affect Recognition

Reference 2019

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T13:23:37.238870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f351b58c-b3e6-47b2-9e25-4e6ee957c5b9 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction LoRA: Low-Rank Adaptation of Large Language Models

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:35.851879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5561c612-2069-4247-a4a7-4bec16dd9b9d · outbound

This paper cites When LLMs Meets Acoustic Landmarks: An Efficient Approach to Integrate Speech into Large Language Models for Depression Detection.

Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction When LLMs Meets Acoustic Landmarks: An Efficient Approach to Integrate Speech into Large Language Models for Depression Detection

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:35.384805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.