Paper Citation Record · LEDGER

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models

As of 22 July 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2604.12721.

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

pith.paper-citation-record.v1
2604.12721 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:29:48.903102Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-21T06:31:05.380196+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

32 of 32 outbound references displayed

verified exact17
verified fuzzy6
unresolved0
parse uncertain0
malformed identifier1
metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 042bd697-ffd0-4e7b-bad2-dc0c12c431b1 · outbound

This paper cites Handbook of Psychotherapy Case Formulation.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Handbook of Psychotherapy Case Formulation

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:26:01.655049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation d0f3a34c-cf12-4630-b27a-72a28352a0fc · outbound

This paper cites The case formulation approach to cognitive behavior therapy and practice-based research: a personal history of my approach to integrating science and practice.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models The case formulation approach to cognitive behavior therapy and practice-based research: a personal history of my approach to integrating science and practice

Reference 2

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.217541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation acd4a12d-ab6d-4eb3-a36d-9f119ddecd34 · outbound

This paper cites Principles and Practice of Behavioral Assessment.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Principles and Practice of Behavioral Assessment

Reference 3

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.228843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 3164e6eb-e264-4bca-8117-1802b0bdbb1b · outbound

This paper cites Identifying causal relationships in clinical assessment.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Identifying causal relationships in clinical assessment

Reference 4

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.221605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation b98b42a8-f9ff-4a71-b911-132351df6296 · outbound

This paper cites Functional analysis in behavior therapy: behavioral foundations and clinical application.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Functional analysis in behavior therapy: behavioral foundations and clinical application

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T23:15:28.013257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 40785cd2-1793-489f-aa4b-0cf353ffb6ab · outbound

This paper cites Core conflictual relationship theme: the reliability of a simplified scoring procedure.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Core conflictual relationship theme: the reliability of a simplified scoring procedure

Reference 6

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.207629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation db6c25b4-177e-4f1b-a41a-dbbcedd801c1 · outbound

This paper cites BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 7

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.219605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 7a36b88f-3533-477a-9810-ab0bcd83fb33 · outbound

This paper cites Language models are few-shot learners.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Language models are few-shot learners

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T23:15:28.003568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 8bb9da4a-1a99-42d1-aeb2-baa0e3cde019 · outbound

This paper cites JMIR Mental Health 4(2), e19 (2017).https://doi.org/10.2196/mental.7785 SLIP & ETHICS: Graduated Intervention for AI Emotional Companions 11.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models JMIR Mental Health 4(2), e19 (2017).https://doi.org/10.2196/mental.7785 SLIP & ETHICS: Graduated Intervention for AI Emotional Companions 11

Reference 9

Resolution: metadata mismatch; doi, observed 2026-05-10T15:30:32.215550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 5745eaff-9c0e-4e47-9a22-cf65164ef0ba · outbound

This paper cites Causal reasoning and large language models: opening a new frontier for causality.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Causal reasoning and large language models: opening a new frontier for causality

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T23:15:28.000029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation b57c934f-52ff-4ae0-80c4-3d63786834b5 · outbound

This paper cites PNAS Nexus.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models PNAS Nexus

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T23:15:28.006585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 3dff9b8c-0e40-444e-8999-fc8b885b1dd3 · outbound

This paper cites Psychological formulation as an alternative to psychiatric diagnosis.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Psychological formulation as an alternative to psychiatric diagnosis

Reference 12

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.234451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation a8cda79c-1cc0-4320-836a-a7f05024b644 · outbound

This paper cites Formulation in Psychology and Psychotherapy: Making Sense of People's Problems.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Formulation in Psychology and Psychotherapy: Making Sense of People's Problems

Reference 13

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.239401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation c63ded07-89a2-423a-9f5e-e2e7fe8ed193 · outbound

This paper cites Formulation: a multiperspective model.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Formulation: a multiperspective model

Reference 14

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.241387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation aada049d-2317-489c-ba25-17e44d21d0f1 · outbound

This paper cites Zero-shot Causal Graph Extrapolation from Text via LLMs.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Zero-shot Causal Graph Extrapolation from Text via LLMs

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-10T15:30:32.213194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 304681f1-4e84-49fc-b581-871c7d09f8d2 · outbound

This paper cites Can contemporary large language models provide the domain knowledge needed for causal inference? Evaluating automated causal graph discovery through an ASCVD case study.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Can contemporary large language models provide the domain knowledge needed for causal inference? Evaluating automated causal graph discovery through an ASCVD case study

Reference 16

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.205243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation c29f711f-4e0a-4614-83c2-61cfaa92d653 · outbound

This paper cites Artificial intelligence for mental health and mental illnesses: an overview.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Artificial intelligence for mental health and mental illnesses: an overview

Reference 17

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.210061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation b4c71a06-0d4f-415c-bbd0-a7ebc314a9af · outbound

This paper cites npj Digit Med.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models npj Digit Med

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T23:15:28.009792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation e7d6a99d-072c-484e-9d08-04e38d805aa0 · outbound

This paper cites Exploring the efficacy of large language models in summarizing mental health counseling sessions: benchmark study.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Exploring the efficacy of large language models in summarizing mental health counseling sessions: benchmark study

Reference 19

Resolution: malformed identifier; doi_truncated, observed 2026-05-10T15:30:32.223691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 8a058910-7d39-44f6-bdbd-dab0c65b2f19 · outbound

This paper cites NetSimile: A Scalable Approach to Size-Independent Network Similarity.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models NetSimile: A Scalable Approach to Size-Independent Network Similarity

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-04T18:14:01.490180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 4a8a6939-7454-4594-82af-370cb780f480 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-05-10T15:30:32.226624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation dae07170-8958-4d11-8ebd-1c9af2d7b3d8 · outbound

This paper cites Centrality in social networks conceptual cla riﬁcation.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Centrality in social networks conceptual cla riﬁcation

Reference 22

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.237139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation cfc503a6-fb35-408f-88e4-979b9cf6eade · outbound

This paper cites The rush in a directed graph.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models The rush in a directed graph

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:26:01.645492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation d81ec102-41b7-4105-8330-47610bd7e007 · outbound

This paper cites Collective dynamics of 'small-world' networks.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Collective dynamics of 'small-world' networks

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-17T23:15:28.016677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 7db3d14b-1a6b-4dd5-b7a9-57057198267e · outbound

This paper cites The Structure and Function of Complex Networks.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models The Structure and Function of Complex Networks

Reference 25

Resolution: verified exact; doi, observed 2026-05-10T15:30:32.186391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 593c44b4-9476-465f-9e68-59228113ddbf · outbound

This paper cites Granovetter.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Granovetter

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T10:26:01.640064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 984ab857-c380-47ad-872e-3c2e4db851ea · outbound

This paper cites Social Networks 31(3), 155–163 (2009) https://doi.org/10.1016/j.socnet.2009.02.002.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Social Networks 31(3), 155–163 (2009) https://doi.org/10.1016/j.socnet.2009.02.002

Reference 27

Resolution: metadata mismatch; doi, observed 2026-05-10T15:30:32.199827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 7a84d81b-9695-476d-9f37-21ceafeab3c6 · outbound

This paper cites Traag, Ludo Waltman, and Nees Jan van Eck.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Traag, Ludo Waltman, and Nees Jan van Eck

Reference 28

Resolution: metadata mismatch; doi, observed 2026-05-10T15:30:32.202217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation dbd969c8-1bfe-4b20-9697-912ef57843c0 · outbound

This paper cites Girvan and M.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Girvan and M

Reference 29

Resolution: metadata mismatch; doi, observed 2026-05-10T15:30:32.197271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 238909b3-0adc-4d5a-ab6a-8801681d0ce5 · outbound

This paper cites & Bergstrom, C.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models & Bergstrom, C

Reference 30

Resolution: metadata mismatch; doi, observed 2026-05-10T15:30:32.192339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 3935a926-5e8b-412a-a086-8ede36fa2c4b · outbound

This paper cites Anderson, D.A.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Anderson, D.A

Reference 31

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T15:30:32.189613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Observation 0720a07c-a663-49d6-b6de-a4229cac796b · outbound

This paper cites Guibas , title =.

InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models Guibas , title =

Reference 32

Resolution: metadata mismatch; doi, observed 2026-05-10T15:30:32.194685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-21T06:31:05.380196+00:00.

Pith citing papers

No inbound Pith citation observations are available.