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Risk Assessment Too...
Risk Assessment Tools and Data-Driven Approaches for Predicting and Preventing Suicidal Behavior
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- Velupillai, Sumithra (författare)
- KTH,Teoretisk datalogi, TCS
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- Hadlaczky, Gergo (författare)
- Karolinska Institutet
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- Baca-Garcia, Enrique (författare)
- IIS Jimenez Diaz Fdn, Dept Psychiat, Madrid, Spain.;Univ Autonoma Madrid, Dept Psychiat, Madrid, Spain.;Gen Hosp Villalba, Dept Psychiat, Madrid, Spain.;Carlos III Inst Hlth, CIBERSAM, Madrid, Spain.;Univ Hosp Rey Juan Carlos, Dept Psychiat, Mostoles, Spain.;Univ Hosp Infanta Elena, Dept Psychiat, Valdemoro, Spain.;Univ Catolica Maule, Dept Psychiat, Talca, Chile.
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- Gorrell, Genevieve M. (författare)
- Univ Sheffield, Dept Comp Sci, Sheffield, S Yorkshire, England.
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- Werbeloff, Nomi (författare)
- UCL, Div Psychiat, London, England.
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- Nguyen, Dong (författare)
- Alan Turing Inst, London, England.;Univ Edinburgh, Sch Informat, Edinburgh, Midlothian, Scotland.
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- Patel, Rashmi (författare)
- Kings Coll London, Inst Psychiat Psychol & Neurosci, London, England.;South London & Maudsley NHS Fdn Trust, London, England.
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- Leightley, Daniel (författare)
- Kings Coll London, Inst Psychiat Psychol & Neurosci, London, England.
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- Downs, Johnny (författare)
- Kings Coll London, Inst Psychiat Psychol & Neurosci, London, England.;South London & Maudsley NHS Fdn Trust, London, England.
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- Hotopf, Matthew (författare)
- Kings Coll London, Inst Psychiat Psychol & Neurosci, London, England.;South London & Maudsley NHS Fdn Trust, London, England.
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- Dutta, Rina (författare)
- Kings Coll London, Inst Psychiat Psychol & Neurosci, London, England.;South London & Maudsley NHS Fdn Trust, London, England.
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(creator_code:org_t)
- 2019-02-13
- 2019
- Engelska.
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Ingår i: Frontiers in Psychiatry. - : FRONTIERS MEDIA SA. - 1664-0640. ; 10
- Relaterad länk:
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https://doi.org/10.3...
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https://urn.kb.se/re...
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https://doi.org/10.3...
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http://kipublication...
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Abstract
Ämnesord
Stäng
- Risk assessment of suicidal behavior is a time-consuming but notoriously inaccurate activity for mental health services globally. In the last 50 years a large number of tools have been designed for suicide risk assessment, and tested in a wide variety of populations, but studies show that these tools suffer from low positive predictive values. More recently, advances in research fields such as machine learning and natural language processing applied on large datasets have shown promising results for health care, and may enable an important shift in advancing precision medicine. In this conceptual review, we discuss established risk assessment tools and examples of novel data-driven approaches that have been used for identification of suicidal behavior and risk. We provide a perspective on the strengths and weaknesses of these applications to mental health-related data, and suggest research directions to enable improvement in clinical practice.
Ämnesord
- MEDICIN OCH HÄLSOVETENSKAP -- Hälsovetenskap -- Hälso- och sjukvårdsorganisation, hälsopolitik och hälsoekonomi (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Health Sciences -- Health Care Service and Management, Health Policy and Services and Health Economy (hsv//eng)
Nyckelord
- suicide risk prediction
- suicidality
- suicide risk assessment
- clinical informatics
- machine learning
- natural language processing
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Velupillai, Sumi ...
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Hadlaczky, Gergo
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Baca-Garcia, Enr ...
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Gorrell, Genevie ...
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Werbeloff, Nomi
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Nguyen, Dong
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visa fler...
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Patel, Rashmi
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Leightley, Danie ...
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Downs, Johnny
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Hotopf, Matthew
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Dutta, Rina
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visa färre...
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