Zobrazeno 1 - 5
of 5
pro vyhledávání: '"Maurice Chiang"'
Publikováno v:
Healthcare Informatics Research, Vol 28, Iss 3, Pp 256-266 (2022)
Objectives This study evaluated an unsupervised machine learning method, latent Dirichlet allocation (LDA), as a method for identifying subtypes of depression within symptom data. Methods Data from 18,314 depressed patients were used to create LDA mo
Externí odkaz:
https://doaj.org/article/777adad5219c489bb377df3559883890
Publikováno v:
Scientific Reports, Vol 11, Iss 1, Pp 1-8 (2021)
Abstract Current criteria for depression are imprecise and do not accurately characterize its distinct clinical presentations. As a result, its diagnosis lacks clinical utility in both treatment and research settings. Data-driven efforts to refine cr
Externí odkaz:
https://doaj.org/article/65fccdbcf8ef49e99910cadb61361d2d
Publikováno v:
Kung, B, Chiang, M, Perera, G, Pritchard, M & Stewart, R 2022, ' Unsupervised Machine Learning to Identify Depressive Subtypes ', Healthcare Informatics Research, vol. 28, no. 3, pp. 256-266 . https://doi.org/10.4258/hir.2022.28.3.256
Objectives: This study evaluated an unsupervised machine learning method, latent Dirichlet allocation (LDA), as a method for identifying subtypes of depression within symptom data. Methods: Data from 18,314 depressed patients were used to create LDA
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::d4ee3b9ace399a617b191242cdc8d827
https://kclpure.kcl.ac.uk/en/publications/a2612cc9-c41c-4153-be54-52931e8e89c8
https://kclpure.kcl.ac.uk/en/publications/a2612cc9-c41c-4153-be54-52931e8e89c8
Autor:
Christopher, Reist, Incia, Petiwala, Jennifer, Latimer, Sarah Borish, Raffaelli, Maurice, Chiang, Daniel, Eisenberg, Scott, Campbell
Publikováno v:
Medicine. 101:e32554
The Collaborative Care model is a systematic strategy for treating behavioral health conditions in primary care through the integration of care managers and psychiatric consultants. Several randomized controlled trials have demonstrated that Collabor
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::d33950614614df882ac51adceb347c5c
https://doi.org/10.1097/md.0000000000032554
https://doi.org/10.1097/md.0000000000032554
Publikováno v:
Scientific Reports
Scientific Reports, Vol 11, Iss 1, Pp 1-8 (2021)
Scientific Reports, Vol 11, Iss 1, Pp 1-8 (2021)
Current criteria for depression are imprecise and do not accurately characterize its distinct clinical presentations. As a result, its diagnosis lacks clinical utility in both treatment and research settings. Data-driven efforts to refine criteria ha
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::20be16bb8d4c54eda984a65cc836c777
https://doi.org/10.1038/s41598-021-01954-4
https://doi.org/10.1038/s41598-021-01954-4