Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:42:01.928691Z
Paper Citation Record · LEDGER
As of 23 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2505.12220.
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 2026-08-15T20:42:01.928691Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 759f7d55-d2a5-4b83-b677-e8acbf2551ce · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Preventing suicides in US service members and veterans: concerns after a decade of war
Reference 1
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 06142eee-e8af-495f-917b-844dc9f9f295 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Soldier suicide rates continue to rise: military, scientists work to stem the tide
Reference 2
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 97aa3635-5fae-41ca-b505-f79128adcd15 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Preva- lence and correlates of suicidal behavior among soldiers: results from the army study to assess risk and resilience in servicemembers (army STARRS)
Reference 3
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 eb067c62-f4f2-4c0e-a095-b48df062b844 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Suicide attempts in the US army during the wars in afghanistan and iraq, 2004 to 2009
Reference 4
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 de25efa8-1e8b-45ba-888e-ed2e701564e8 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Using machine learning to predict suicide attempts in military personnel
Reference 5
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 a9d8d362-ce73-47a0-a74c-6ff84837e17d · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Using machine learning algorithms to enhance the man- agement of suicide ideation
Reference 6
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 9d0148ba-b450-42b9-a9f3-6f2a17df1f20 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review 2023 national veteran suicide prevention annual report
Reference 7
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 2217d9bf-eb4c-4e08-b631-909ce384fdaf · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Unintended consequences: stigma and suicide prevention efforts
Reference 8
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 993f7fa5-bc3f-49d7-b05c-d22f7999fafb · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Post- deployment mental health screening: A systematic review of current evidence and future directions
Reference 9
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 d8f38db1-601b-4e40-ae65-3cc91ce2c048 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Predicting military and veteran suicide risk: Cultural aspects
Reference 10
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 ce39b36a-49ea-433b-b57f-4263037ef54d · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Improving suicide risk screening to identify the highest risk patients: Results from the PRImary care screening methods (PRISM) study
Reference 11
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 f1e93b29-97a9-4a88-886b-a329e5cc499d · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review How well can U.S
Reference 12
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 0b95d947-925e-44fe-8dd6-e5a7ada9cd9d · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Predicting suicides after outpatient mental health visits in the army study to assess risk and resilience in servicemembers (army STARRS)
Reference 13
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 acc78771-5fa7-4240-93c0-9a2d33b9b672 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Evaluation of the recovery engagement and coordination for Health-Veterans enhanced treatment suicide risk modeling clinical program in the veterans health administration
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e486b04-97d6-44a3-8346-90f53eb40556 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Developing a practical suicide risk pre- diction model for targeting high-risk patients in the veterans health administration
Reference 15
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 153100b7-9f26-4fb4-8dd2-c5eb6ee2c9aa · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review The veterans health admin- istration REACH VET program: Suicide predictive modeling in practice
Reference 16
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 c8b13717-2051-4b38-a632-ddd6ec9029bd · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review The army study to assess risk and resilience in servicemembers (army STARRS): progress toward understanding suicide among soldiers
Reference 17
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 cd28270f-cf2f-4318-8dc7-378f8680e6fc · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Gender differences in machine learning models of trauma and suicidal ideation in veterans of the iraq and afghanistan wars
Reference 18
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 ac9d29a1-5bdf-4200-97c2-ea5bf1f321d8 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Machine learning based suicide ideation prediction for military personnel
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d422f54-b513-4858-a84d-6cdf9265e316 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Acoustic and language analysis of speech for suicidal ideation among US veterans
Reference 20
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 8402b6f1-3d39-420b-80ee-71e959f1c073 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review The first year after military service: Predictors of U.S
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 522938b6-1f5b-4daa-be09-c6a52145bf48 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review A machine learning approach to iden- tification of self-harm and suicidal ideation among military and police veterans
Reference 22
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 c89a27ac-5d0c-43a7-846f-3511930b0038 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Detecting suicide risk among U.S
Reference 23
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 b6b7baa3-a427-4528-8aa6-46de75a785fb · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Text mining the EMR for modeling and predicting suicidal behavior among US veterans of the 1991 persian gulf war
Reference 24
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 e06e419a-80d8-4973-8f7b-f5ba753a4785 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Sexual assault victimization and mental health treatment, suicide attempts, and career outcomes among women in the US army
Reference 25
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 431c0289-071a-43cc-9f0c-c763d66ecc59 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Predicting suicide attempts among soldiers who deny suicidal ideation in the army study to assess risk and resilience in servicemembers (army STARRS)
Reference 26
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 97a30263-c418-4fca-b5d1-ac4858a0ccca · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3539f8d7-2bc7-40e1-80f9-2af1e1abc041 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Pre-deployment predictors of suicide attempt during and after combat deployment: Results from the army study to assess risk and resilience in servicemembers
Reference 28
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 6e4926e2-7b50-4033-8a3c-95ea8a6219a1 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Predicting suicide at- tempts among U.S
Reference 29
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 8a471b2e-7c1b-4768-b0fd-74e602beea15 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Unresolved cited work
Reference 30
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 62e15308-1110-43f3-8598-b5726d3cd14a · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review A practical risk calculator for suicidal behavior among transitioning U.S
Reference 31
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 cb97f4bb-33ec-4777-86b1-f1f5e2d4a8b1 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Deep sequential neural network models improve stratification of suicide attempt risk among US veterans
Reference 32
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 94fc46a5-3bf9-4eb5-bbfa-5956365ab2f9 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Predicting the risk of suicide by analyzing the text of clinical notes
Reference 33
Source-reported events for the cited work
correction dated 2014-03-20. Source: crossref record 10.1371/journal.pone.0091602->10.1371/journal.pone.0085733:correction, observed 2026-07-11T03:08:51.208627+00:00. This notice travels one citation hop only.
Observation d0aad0f9-1f5b-4a76-9264-4c2584639e8b · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Predicting suicides after psychiatric hospitalization in US army soldiers: the army study to assess risk and resilience in servicemembers (army STARRS)
Reference 34
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 2cee1821-d9ac-4c55-96c4-8db24c935056 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Using administrative data to predict suicide after psychiatric hospitalization in the veterans health administration system
Reference 35
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 09a7ad38-5d54-4a36-919c-6799a5c6076e · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Evaluation of suicide mortality among sexual minority US veterans from 2000 to 2017
Reference 36
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 b6bb2133-292c-4690-8690-9572c549225c · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Leveraging natural language processing to improve electronic health record suicide risk prediction for veterans health administration users
Reference 37
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 62bcb0ad-041d-4f6a-bc43-34fee0e847b9 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review High dimensional predictions of suicide risk in 4.2 million US veterans using ensemble transfer learning
Reference 38
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 ad2d3d19-0acb-4ccf-ab1e-d869274bb0a9 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Automatic prediction of suicidal risk in military couples using multimodal interaction cues from couples conversations
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c01f9d90-329d-42a5-b033-5896a72231b4 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Digital phenotyping to improve prediction of suicidal urges in treatment: Study protocol
Reference 40
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 97ace8f8-4d37-4eab-8a02-f33f2fffd3c7 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Suicide theory-guided nat- ural language processing of clinical progress notes to improve prediction of veteran suicide risk: proto- col for a mixed-method study
Reference 41
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 7d8ef2a0-527b-492f-a8fc-86d6d6175594 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review 6 facts about the U.S
Reference 42
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 8c90e62b-b67c-445d-90af-e61012545bd8 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review National violent death reporting system: Web coding manual: Version 6.0 [2022-01-18]
Reference 43
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 55d07ebe-a2e6-48bf-9494-155439414b78 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Binge drinking among female veterans affairs patients: prevalence and associated risks
Reference 44
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 e5724d2b-fdc4-4403-afa4-8b2fc3d1243c · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Sex/Gender differences in the Time- Course for the development of substance use disorder: A focus on the telescoping effect
Reference 45
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 6b978a7d-345b-4622-a8e9-328f8086bc3c · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Suicidal ideation and behaviours after traumatic brain injury: A systematic review
Reference 46
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 7964f326-8cc4-4d83-9989-2959aa1dd932 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Posttraumatic stress disorder and suicide risk among veterans: a literature review
Reference 47
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 74cde318-17a7-4b6c-978a-16816ec16de0 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Posttraumatic stress disorder as a risk factor for suicidal ideation in iraq and afghanistan war veterans
Reference 48
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 b8fcae01-15e9-40b8-950f-6ea18871e41e · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Childhood adversities and suicide attempts: A retrospective study
Reference 49
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 eda42cfc-ef92-471a-a8b4-48e5ddb696af · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Predictors of suicidal ideation, suicide attempts, and self-harm without lethal intent in a community corrections sample
Reference 50
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 27d5d237-ee7b-4843-8a25-41e05ba26a70 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Personality traits as prospective predictors of suicide attempts
Reference 51
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 c6fdfd08-ada0-48d8-9137-97dc53e23680 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Role of machine learning algorithms in suicide risk prediction: a systematic review-meta analysis of clinical studies
Reference 52
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 7fb834dd-8af2-4696-ba1d-39f49ed248d8 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review The psychology of suicidal behaviour
Reference 53
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 d4a17c51-b7cb-489f-986a-83cd7a56952b · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Linguistic variables and gender differences within a messenger-based psychosocial chat counseling service for children and adolescents: Cross-sectional study
Reference 54
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 5987fff8-0c26-46ee-99fa-f4e0bcf76666 · outbound
Machine Learning Applications Related to Suicide in Military and Veterans: A Scoping Literature Review Translating promise into practice: a review of machine learning in suicide research and prevention
Reference 55
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.
No inbound Pith citation observations are available.