Social Cognition and Suicide in Psychotic Disorders
Social Cognition and Suicide in Psychotic Disorders
批准号:
10408540
负责人:
Colin A. Depp
金额:
$9.01万
依托单位国家:
美国
项目类别:
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-04-01 至 2023-01-31
关键词:
Administrative SupplementAffectAgingAlgorithmsAreaBehaviorCharacteristicsChicagoClinicalClinical DataClinical TrialsCodeCognitiveCollaborationsCommunitiesComputersDataData SetDatabasesDementiaDiagnosticDimensionsElementsEmpathyEvaluationFeeling suicidalFrequenciesFunctional disorderFundingGoalsGrantIllinoisImpaired cognitionImpairmentIndividualInterest GroupInterviewInvestigationLinguisticsLinkMeasurementMeasuresMediationMental HealthMental disordersMinorityModelingNational Institute of Mental HealthNatural Language ProcessingNatural Language Processing pipelineNeurocognitiveObservational StudyParentsParticipantPatternPerformancePersonsProcessPsychosesPsychotic DisordersQuality of lifeReadinessRecordsResearchResearch PersonnelResourcesSamplingScientistSecureSocial FunctioningSocial InteractionSocial ProcessesSourceSource CodeSpeechStandardizationSuicideTask PerformancesTestingTextTranscriptUnited States National Institutes of HealthUniversitiesValidationWorkbasecognitive taskdata archivedata disseminationdata resourcedata sharingdata standardsethnic diversityideationimprovedinterestlarge datasetsmultimodalitynatural languagenovelnovel markerperformance based measurementpredictive markerprospectiveracial and ethnicsevere mental illnesssharing platformsocialsocial cognitionsocial deficitssocial skillssuicidal behaviorsuicidal risk
中文摘要
项目总结/文摘
英文摘要
PROJECT SUMMARY/ABSTRACT
This administrative supplemental funding request is linked with NIMH Supported R01MH116902 and is
responsive to NOT-OD-21-094 to Support Collaborations to Improve AI/ML-Readiness of NIH Supported Data.
The supplement project builds a new collaboration with a computer scientist team at University of Illinois
Chicago that focuses on natural language processing. The central aim of the project is to create and share a
novel database resource for multi-modal speech analysis from a unique, large, and diverse sample of audio
recorded standardized social interactions. Social processes are a key dimension of dysfunction in serious
mental illness. The linguistic and paralinguistic markers of impairment in serious mental illness and suicide are
an active area of research, consistent with the Parent Study’s focus on social processes in suicide and
psychosis. However, small datasets and lack of standardization of data resources greatly hamper extant
speech analysis work, disenabling investigation of mechanisms underlying observed patterns and robustness
of models across potential sources of bias. In the proposed supplement, we will generate a new corpus of
over 1200 cases who have standardized data for speech analysis, are richly characterized, and who are
diverse across key demographic variables including minority status. Our focus is on the Social Skills
Performance Assessment, which is the most widely used performance-based measure of social function,
entailing expert-rated, audio recorded, simulated social interactions that involve affiliative and confrontational
scenarios. In the proposed supplement, we will generate sharable, de-identified transcripts for natural
language processing, with additional annotation according to conventional natural language features and also
more novel dialogue actions. We will also create corresponding de-identified audio files that contain
frequency, amplitude and other para-linguistic annotations. This project extends and expands parallel work in
aging research led by our new collaborator team. Indeed, sharable data from speech analysis derived from
standardized testing has been highly impactful in other fields, including aging and dementia research, but
currently no such data resource exists in large samples of people with mental illnesses. The Aims of the project
are to create, process and annotate the dataset, generate toolkits and source code for analysis, examine new
markers in relation to the Parent Study Aims, and share the data to the NIMH National Data Archive and the
scientific community.
期刊论文(2)
专著(0)
科研奖励(0)
会议论文
DOI:
10.1017/s0033291720004419
发表时间:
2022-10
期刊:
Psychological medicine
影响因子:
6.9
作者:
[Depp CA, Kamarsu S, Filip TF, Parrish EM, Harvey PD, Granholm EL, Chalker S, Moore RC, Pinkham A]
通讯作者:
Pinkham A
iTEST: Introspective Accuracy as a Novel Target for Functioning in Psychotic Disorders
-
批准号:10642405
-
项目类别:
-
资助金额:$73.81万
-
财政年份:2023
-
负责人:Colin A. Depp
-
依托单位:
Transdiagnostic Reward System Dynamics and Social Disconnection in Suicide
-
批准号:10655760
-
项目类别:
-
资助金额:$77.37万
-
财政年份:2023
-
负责人:Colin A. Depp
-
依托单位:
Social Cognitive Mechanisms Underlying Disclosure and Help Seeking Behavior in Late-Life Suicide
-
批准号:10592120
-
项目类别:
-
资助金额:$74.51万
-
财政年份:2023
-
负责人:Colin A. Depp
-
依托单位:
Digital detection of social isolation and loneliness markers of risk for Alzheimer's disease
-
批准号:10521991
-
项目类别:
-
资助金额:$219.3万
-
财政年份:2022
-
负责人:Colin A. Depp
-
依托单位:
Context-Aware Mobile Intervention for Social Recovery in Serious Mental Illness
-
批准号:10356328
-
项目类别:
-
资助金额:$78.8万
-
财政年份:2022
-
负责人:Colin A. Depp
-
依托单位:
Context-Aware Mobile Intervention for Social Recovery in Serious Mental Illness
-
批准号:10544170
-
项目类别:
-
资助金额:$72.77万
-
财政年份:2022
-
负责人:Colin A. Depp
-
依托单位:
Rapid Referral to Suicide Specific Intervention in Psychiatric Emergency Care
-
批准号:10305695
-
项目类别:
-
资助金额:$0.0万
-
财政年份:2018
-
负责人:Colin A. Depp
-
依托单位:
Rapid Referral to Suicide Specific Intervention in Psychiatric Emergency Care
-
批准号:9607448
-
项目类别:
-
资助金额:$0.0万
-
财政年份:2018
-
负责人:Colin A. Depp
-
依托单位:
Rapid Referral to Suicide Specific Intervention in Psychiatric Emergency Care
-
批准号:10216349
-
项目类别:
-
资助金额:$0.0万
-
财政年份:2018
-
负责人:Colin A. Depp
-
依托单位:
Development of a mobile heath augmented brief suicide prevention intervention for people with SMI accessing community care
-
批准号:9370600
-
项目类别:
-
资助金额:$23.25万
-
财政年份:2017
-
负责人:Colin A. Depp
-
依托单位:
Mentored Career Development Program
-
批准号:10400665
-
项目类别:
-
资助金额:$118.79万
-
财政年份:2015
-
负责人:Colin A. Depp
-
依托单位:
UC San Diego Clinical and Translational Research Institute
-
批准号:9085730
-
项目类别:
-
资助金额:$67.34万
-
财政年份:2015
-
负责人:Colin A. Depp
-
依托单位:
UC San Diego Clinical and Translational Research Institute
-
批准号:9085735
-
项目类别:
-
资助金额:$132.01万
-
财政年份:2015
-
负责人:Colin A. Depp
-
依托单位:
Mentored Career Development Program
-
批准号:10619535
-
项目类别:
-
资助金额:$190.48万
-
财政年份:2015
-
负责人:Colin A. Depp
-
依托单位:
UC San Diego Clinical and Translational Research Institute
-
批准号:9262308
-
项目类别:
-
资助金额:$93.69万
-
财政年份:2015
-
负责人:Colin A. Depp
-
依托单位:
Mentored Career Development Program
-
批准号:10155612
-
项目类别:
-
资助金额:$190.48万
-
财政年份:2015
-
负责人:Colin A. Depp
-
依托单位:
Real-Time Mobile Cognitive Behavioral Intervention for Serious Mental Illness
-
批准号:8892258
-
项目类别:
-
资助金额:$52.59万
-
财政年份:2013
-
负责人:Colin A. Depp
-
依托单位:
Real-Time Mobile Cognitive Behavioral Intervention for Serious Mental Illness
-
批准号:8698820
-
项目类别:
-
资助金额:$50.6万
-
财政年份:2013
-
负责人:Colin A. Depp
-
依托单位:
Real-Time Mobile Cognitive Behavioral Intervention for Serious Mental Illness
-
批准号:9049546
-
项目类别:
-
资助金额:$56.5万
-
财政年份:2013
-
负责人:Colin A. Depp
-
依托单位:
Real-Time Mobile Cognitive Behavioral Intervention for Serious Mental Illness
-
批准号:8495026
-
项目类别:
-
资助金额:$50.69万
-
财政年份:2013
-
负责人:Colin A. Depp
-
依托单位:
海外基金