Hierarchical patient-centric caregiver network method for clinical outcomes study Article Swipe
Yoonyoung Park
,
Panagiotis D. Karampourniotis
,
Issa Sylla
,
Amar K. Das
·
YOU?
·
· 2019
· Open Access
·
· DOI: https://doi.org/10.1371/journal.pone.0211218
YOU?
·
· 2019
· Open Access
·
· DOI: https://doi.org/10.1371/journal.pone.0211218
In clinical outcome studies, analysis has traditionally been performed using patient-level factors, with minor attention given to provider-level features. However, the nature of care coordination and collaboration between caregivers (providers) may also be important in determining patient outcomes. Using data from patients admitted to intensive care units at a large tertiary care hospital, we modeled the caregivers that provided medical service to a specific patient as patient-centric subnetwork embedded within larger caregiver networks of the institute. The caregiver networks were composed of caregivers who treated either a cohort of patients with particular disease or any patient regardless of disease. Our model can generate patient-specific caregiver network features at multiple levels, and we demonstrate that these multilevel network features, in addition to patient-level features, are significant predictors of length of hospital stay and in-hospital mortality.
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Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1371/journal.pone.0211218
- https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0211218&type=printable
- OA Status
- gold
- Cited By
- 2
- References
- 24
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W2953268383
All OpenAlex metadata
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https://openalex.org/W2953268383Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1371/journal.pone.0211218Digital Object Identifier
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Hierarchical patient-centric caregiver network method for clinical outcomes studyWork title
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2019Year of publication
- Publication date
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2019-02-13Full publication date if available
- Authors
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Yoonyoung Park, Panagiotis D. Karampourniotis, Issa Sylla, Amar K. DasList of authors in order
- Landing page
-
https://doi.org/10.1371/journal.pone.0211218Publisher landing page
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0211218&type=printableDirect link to full text PDF
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YesWhether a free full text is available
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goldOpen access status per OpenAlex
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0211218&type=printableDirect OA link when available
- Concepts
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Medicine, Cohort, Disease, Internal medicine, PathologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
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2Total citation count in OpenAlex
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2025: 1, 2021: 1Per-year citation counts (last 5 years)
- References (count)
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24Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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