Paper Citation Record · LEDGER

Enhanced Large Language Models for Effective Screening of Depression and Anxiety

As of 23 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 2 inbound Pith citation observations for arXiv:2501.08769.

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

pith.paper-citation-record.v1
2501.08769 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:21:22.328248Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T21:14:16.601070Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-18T21:16:51.152072Z

Reference resolution

14 of 14 outbound references displayed

verified exact0
verified fuzzy6
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4a59ac14-0ad5-46ab-afc4-c26b71ba8516 · outbound

This paper cites Liu a,b +, Mengxia Gao a,b +, Sahand Sabour c, Zhuang Chen c, Minlie Huang c #, Tatia M.C.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety Liu a,b +, Mengxia Gao a,b +, Sahand Sabour c, Zhuang Chen c, Minlie Huang c #, Tatia M.C

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:21:22.616066Z

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 63d3a0dd-ca32-4493-8368-38568dc8cb50 · outbound

This paper cites an unresolved cited work.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:21:22.597346Z

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 c8987b1b-0d2e-46fb-811d-40b56a0e21f9 · outbound

This paper cites 2 The Interview Generative Pipeline.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety 2 The Interview Generative Pipeline

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:21:22.580008Z

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 e168790d-401f-4063-b179-d1a2ca45363d · outbound

This paper cites an unresolved cited work.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:21:22.562379Z

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 535f7936-b4ff-4b9e-8450-1084c8cce4c1 · outbound

This paper cites The experts were asked to rate each item on a 5-point Likert scale (1 = very misaligned / not natural at all / etc., 5 = very aligned / very natural / etc.).

Enhanced Large Language Models for Effective Screening of Depression and Anxiety The experts were asked to rate each item on a 5-point Likert scale (1 = very misaligned / not natural at all / etc., 5 = very aligned / very natural / etc.)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:21:22.543337Z

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 0ac19574-2ab8-4fd4-a6c8-2da6e995e893 · outbound

This paper cites We compared EmoScan with recent widely used LLMs, OpenAI’s GPT-4 (gpt-4-0613) (OpenAI, 2023), Llama 3 (Meta-Llama-3-70B), and Mistral-7B (Jiang et al., 2023).

Enhanced Large Language Models for Effective Screening of Depression and Anxiety We compared EmoScan with recent widely used LLMs, OpenAI’s GPT-4 (gpt-4-0613) (OpenAI, 2023), Llama 3 (Meta-Llama-3-70B), and Mistral-7B (Jiang et al., 2023)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:21:22.507671Z

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 c4615423-5a38-4205-abc0-2f9ea589bfc1 · outbound

This paper cites This dataset was developed to screen for depression in simulated conversations between two crowdsource workers.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety This dataset was developed to screen for depression in simulated conversations between two crowdsource workers

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:21:22.489928Z

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 20333367-86e5-4341-8a11-0085daa9d3f5 · outbound

This paper cites During this process, we instructed GPT-4 to act as a client, responding to the psychiatrist's questions, while providing it with the relevant patient information.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety During this process, we instructed GPT-4 to act as a client, responding to the psychiatrist's questions, while providing it with the relevant patient information

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:21:22.473314Z

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 096f52c2-4df9-4c36-a87a-8b572093a1c5 · outbound

This paper cites an unresolved cited work.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:21:22.457011Z

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 17e69d57-7d66-405e-867d-4ee66a41576e · outbound

This paper cites LLM Questionnaire Completion for Automatic Psychiatric Assessment.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety LLM Questionnaire Completion for Automatic Psychiatric Assessment

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T20:21:22.414420Z

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 54300daa-2e4a-40e2-b0e0-b76f9894c457 · outbound

This paper cites Towards Conversational Diagnostic AI.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety Towards Conversational Diagnostic AI

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T20:21:22.323304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0ff169d-83a3-4296-9c4a-15566ce3604d · outbound

This paper cites PAL: Persona-Augmented Emotional Support Conversation Generation.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety PAL: Persona-Augmented Emotional Support Conversation Generation

Reference 2022

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T20:21:22.440596Z

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 0befcaef-fd7b-4f00-bb81-cd16d193db0c · outbound

This paper cites an unresolved cited work.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety Unresolved cited work

Reference 2023

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:21:22.525241Z

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 4e662b9d-8870-4438-840a-d95a22e60b1f · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

Enhanced Large Language Models for Effective Screening of Depression and Anxiety AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-10T20:21:22.328248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1c7f8c3d-a571-4ee5-8b8d-f234eed274fb · inbound

Speech-Based Cognitive Screening: A Systematic Evaluation of LLM Adaptation Strategies cites this paper.

Speech-Based Cognitive Screening: A Systematic Evaluation of LLM Adaptation Strategies Enhanced Large Language Models for Effective Screening of Depression and Anxiety

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-18T21:16:51.155481Z

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 f41be435-fb27-4b41-9550-68cfacd625c3 · inbound

Can We Trust LLMs for Mental Health Screening? Consistency, ASR Robustness, and Evidence Faithfulness cites this paper.

Can We Trust LLMs for Mental Health Screening? Consistency, ASR Robustness, and Evidence Faithfulness Enhanced Large Language Models for Effective Screening of Depression and Anxiety

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:51:27.113931Z

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.