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Learning machines i...
Learning machines in Internet-delivered psychological treatment
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- Boman, Magnus (author)
- KTH,RISE,SICS,KTH Royal Institute of Technology, Sweden,Programvaruteknik och datorsystem, SCS
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- Ben Abdesslem, Fehmi (author)
- RISE,SICS,RISE, Sweden
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- Forsell, Erik (author)
- Karolinska Institute, Sweden; Stockholm County Council, Sweden,Karolinska Institutet, Sweden;Region Stockholm, Sweden
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- Gillblad, Daniel (author)
- RISE,SICS,RISE, Sweden
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- Görnerup, Olof (author)
- RISE,SICS,RISE, Sweden
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- Isacsson, Nils (author)
- Karolinska Institute, Sweden; Stockholm County Council, Sweden,Karolinska Institutet, Sweden;Region Stockholm, Sweden
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- Sahlgren, Magnus (author)
- RISE,SICS,RISE, Sweden
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- Kaldo, Viktor (author)
- Linnéuniversitetet,Institutionen för psykologi (PSY),Karolinska Institutet, Sweden;Region Stockholm, Sweden,DISA;DISA-IDP
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(creator_code:org_t)
- 2019-05-29
- 2019
- English.
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In: Progress in Artificial Intelligence. - : Springer Verlag. - 2192-6352 .- 2192-6360. ; 8:4, s. 475-485
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Abstract
Subject headings
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- A learning machine, in the form of a gating network that governs a finite number of different machine learning methods, is described at the conceptual level with examples of concrete prediction subtasks. A historical data set with data from over 5000 patients in Internet-based psychological treatment will be used to equip healthcare staff with decision support for questions pertaining to ongoing and future cases in clinical care for depression, social anxiety, and panic disorder. The organizational knowledge graph is used to inform the weight adjustment of the gating network and for routing subtasks to the different methods employed locally for prediction. The result is an operational model for assisting therapists in their clinical work, about to be subjected to validation in a clinical trial.
Subject headings
- NATURVETENSKAP -- Data- och informationsvetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences (hsv//eng)
- SAMHÄLLSVETENSKAP -- Psykologi (hsv//swe)
- SOCIAL SCIENCES -- Psychology (hsv//eng)
Keyword
- Ensemble learning
- Gating network
- Internet-based psychological treatment
- Learning machine
- Machine learning
- Decision support systems
- Learning systems
- Conceptual levels
- Decision supports
- Learning machines
- Machine learning methods
- Operational model
- Organizational knowledge
- Psychological treatments
- Patient treatment
- Psychology
- Data- och informationsvetenskap
Publication and Content Type
- ref (subject category)
- art (subject category)
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