Matches in SemOpenAlex for { <https://semopenalex.org/work/W3080509603> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W3080509603 endingPage "454" @default.
- W3080509603 startingPage "448" @default.
- W3080509603 abstract "Background About 30% of home healthcare patients are hospitalized or visit an emergency department (ED) during a home healthcare (HHC) episode. Novel data science methods are increasingly used to improve identification of patients at risk for negative outcomes. Objectives The aim of the study was to identify patients at heightened risk hospitalization or ED visits using HHC narrative data (clinical notes). Methods This study used a large database of HHC visit notes (n = 727,676) documented for 112,237 HHC episodes (89,459 unique patients) by clinicians of the largest nonprofit HHC agency in the United States. Text mining and machine learning algorithms (Naïve Bayes, decision tree, random forest) were implemented to predict patient hospitalization or ED visits using the content of clinical notes. Risk factors associated with hospitalization or ED visits were identified using a feature selection technique (gain ratio attribute evaluation). Results Best performing text mining method (random forest) achieved good predictive performance. Seven risk factors categories were identified, with clinical factors, coordination/communication, and service use being the most frequent categories. Discussion This study was the first to explore the potential contribution of HHC clinical notes to identifying patients at risk for hospitalization or an ED visit. Our results suggest that HHC visit notes are highly informative and can contribute significantly to identification of patients at risk. Further studies are needed to explore ways to improve risk prediction by adding more data elements from additional data sources." @default.
- W3080509603 created "2020-09-01" @default.
- W3080509603 creator A5007401603 @default.
- W3080509603 creator A5021465135 @default.
- W3080509603 creator A5027816013 @default.
- W3080509603 creator A5048937462 @default.
- W3080509603 creator A5074942621 @default.
- W3080509603 date "2020-08-25" @default.
- W3080509603 modified "2023-09-25" @default.
- W3080509603 title "Home Healthcare Clinical Notes Predict Patient Hospitalization and Emergency Department Visits" @default.
- W3080509603 cites W1859691968 @default.
- W3080509603 cites W1976455340 @default.
- W3080509603 cites W2022020282 @default.
- W3080509603 cites W2090147498 @default.
- W3080509603 cites W2118852336 @default.
- W3080509603 cites W2123518674 @default.
- W3080509603 cites W2587642382 @default.
- W3080509603 cites W2596821164 @default.
- W3080509603 cites W2610392764 @default.
- W3080509603 cites W2769228015 @default.
- W3080509603 cites W2805422302 @default.
- W3080509603 cites W2892438979 @default.
- W3080509603 cites W2909322947 @default.
- W3080509603 cites W2912971066 @default.
- W3080509603 cites W2917343756 @default.
- W3080509603 cites W2918294384 @default.
- W3080509603 cites W2921264916 @default.
- W3080509603 cites W2934187270 @default.
- W3080509603 cites W2940494117 @default.
- W3080509603 cites W2996337964 @default.
- W3080509603 doi "https://doi.org/10.1097/nnr.0000000000000470" @default.
- W3080509603 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7606545" @default.
- W3080509603 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/32852359" @default.
- W3080509603 hasPublicationYear "2020" @default.
- W3080509603 type Work @default.
- W3080509603 sameAs 3080509603 @default.
- W3080509603 citedByCount "24" @default.
- W3080509603 countsByYear W30805096032021 @default.
- W3080509603 countsByYear W30805096032022 @default.
- W3080509603 countsByYear W30805096032023 @default.
- W3080509603 crossrefType "journal-article" @default.
- W3080509603 hasAuthorship W3080509603A5007401603 @default.
- W3080509603 hasAuthorship W3080509603A5021465135 @default.
- W3080509603 hasAuthorship W3080509603A5027816013 @default.
- W3080509603 hasAuthorship W3080509603A5048937462 @default.
- W3080509603 hasAuthorship W3080509603A5074942621 @default.
- W3080509603 hasBestOaLocation W30805096032 @default.
- W3080509603 hasConcept C116834253 @default.
- W3080509603 hasConcept C159110408 @default.
- W3080509603 hasConcept C160735492 @default.
- W3080509603 hasConcept C162324750 @default.
- W3080509603 hasConcept C17744445 @default.
- W3080509603 hasConcept C194828623 @default.
- W3080509603 hasConcept C199539241 @default.
- W3080509603 hasConcept C2779473830 @default.
- W3080509603 hasConcept C2780724011 @default.
- W3080509603 hasConcept C50522688 @default.
- W3080509603 hasConcept C512399662 @default.
- W3080509603 hasConcept C545542383 @default.
- W3080509603 hasConcept C59822182 @default.
- W3080509603 hasConcept C71924100 @default.
- W3080509603 hasConcept C86803240 @default.
- W3080509603 hasConceptScore W3080509603C116834253 @default.
- W3080509603 hasConceptScore W3080509603C159110408 @default.
- W3080509603 hasConceptScore W3080509603C160735492 @default.
- W3080509603 hasConceptScore W3080509603C162324750 @default.
- W3080509603 hasConceptScore W3080509603C17744445 @default.
- W3080509603 hasConceptScore W3080509603C194828623 @default.
- W3080509603 hasConceptScore W3080509603C199539241 @default.
- W3080509603 hasConceptScore W3080509603C2779473830 @default.
- W3080509603 hasConceptScore W3080509603C2780724011 @default.
- W3080509603 hasConceptScore W3080509603C50522688 @default.
- W3080509603 hasConceptScore W3080509603C512399662 @default.
- W3080509603 hasConceptScore W3080509603C545542383 @default.
- W3080509603 hasConceptScore W3080509603C59822182 @default.
- W3080509603 hasConceptScore W3080509603C71924100 @default.
- W3080509603 hasConceptScore W3080509603C86803240 @default.
- W3080509603 hasIssue "6" @default.
- W3080509603 hasLocation W30805096031 @default.
- W3080509603 hasLocation W30805096032 @default.
- W3080509603 hasLocation W30805096033 @default.
- W3080509603 hasOpenAccess W3080509603 @default.
- W3080509603 hasPrimaryLocation W30805096031 @default.
- W3080509603 hasRelatedWork W1995885510 @default.
- W3080509603 hasRelatedWork W2026095104 @default.
- W3080509603 hasRelatedWork W2061619006 @default.
- W3080509603 hasRelatedWork W2510700473 @default.
- W3080509603 hasRelatedWork W2613637409 @default.
- W3080509603 hasRelatedWork W2890334867 @default.
- W3080509603 hasRelatedWork W2891824931 @default.
- W3080509603 hasRelatedWork W3094648324 @default.
- W3080509603 hasRelatedWork W3159417240 @default.
- W3080509603 hasRelatedWork W3210863890 @default.
- W3080509603 hasVolume "69" @default.
- W3080509603 isParatext "false" @default.
- W3080509603 isRetracted "false" @default.
- W3080509603 magId "3080509603" @default.
- W3080509603 workType "article" @default.