WFRF:(Daniel Gillblad)
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- Boman, MagnusKTH,RISE,SICS,KTH Royal Institute of Technology, Sweden,Programvaruteknik och datorsystem, SCS (author)
Learning machines in Internet-delivered psychological treatment
- Article/chapterEnglish2019
Publisher, publication year, extent ...
- 2019-05-29
- Springer Verlag,2019
- electronicrdacarrier
Numbers
- LIBRIS-ID:oai:DiVA.org:ri-39062
- https://urn.kb.se/resolve?urn=urn:nbn:se:ri:diva-39062URI
- https://doi.org/10.1007/s13748-019-00192-0DOI
- https://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-260808URI
- https://urn.kb.se/resolve?urn=urn:nbn:se:lnu:diva-90071URI
Supplementary language notes
- Language:English
- Summary in:English
Part of subdatabase
- SwePubSwePub
Classification
Notes
- QC 20191115
- 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 and genre
- NATURVETENSKAP Data- och informationsvetenskap hsv//swe
- NATURAL SCIENCES Computer and Information Sciences hsv//eng
- SAMHÄLLSVETENSKAP Psykologi hsv//swe
- SOCIAL SCIENCES Psychology hsv//eng
- 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
Added entries (persons, corporate bodies, meetings, titles ...)
- Ben Abdesslem, FehmiRISE,SICS,RISE, Sweden(Swepub:ri)fehmi.ben.abdesslem@ri.se (author)
- Forsell, ErikKarolinska Institute, Sweden; Stockholm County Council, Sweden,Karolinska Institutet, Sweden;Region Stockholm, Sweden (author)
- Gillblad, DanielRISE,SICS,RISE, Sweden(Swepub:ri)daniel.gillblad@ri.se (author)
- Görnerup, OlofRISE,SICS,RISE, Sweden(Swepub:ri)OlofGo@ri.se (author)
- Isacsson, NilsKarolinska Institute, Sweden; Stockholm County Council, Sweden,Karolinska Institutet, Sweden;Region Stockholm, Sweden (author)
- Sahlgren, MagnusRISE,SICS,RISE, Sweden(Swepub:ri)magnus.sahlgren@ri.se (author)
- Kaldo, ViktorLinnéuniversitetet,Institutionen för psykologi (PSY),Karolinska Institutet, Sweden;Region Stockholm, Sweden,DISA;DISA-IDP(Swepub:lnu)vikaaa (author)
- RISESICS (creator_code:org_t)
Related titles
- In:Progress in Artificial Intelligence: Springer Verlag8:4, s. 475-4852192-63522192-6360
Internet link
- https://doi.org/10.1007/s13748-019-00192-0Fulltext
- https://ri.diva-portal.org/smash/get/diva2:1331045/FULLTEXT01.pdffulltext:print
- https://link.springer.com/content/pdf/10.1007/s13748-019-00192-0.pdf
- https://urn.kb.se/resolve?urn=urn:nbn:se:ri:diva-39062
- https://doi.org/10.1007/s13748-019-00192-0
- https://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-260808
- https://urn.kb.se/resolve?urn=urn:nbn:se:lnu:diva-90071
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