FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2500707965> ?p ?o ?g. }

• W2500707965 endingPage "551" @default.
• W2500707965 startingPage "544" @default.
• W2500707965 abstract "The 2013 US Veterans Administration/Department of Defense Clinical Practice Guidelines (VA/DoD CPG) require comprehensive suicide risk assessments for VA/DoD patients with mental disorders but provide minimal guidance on how to carry out these assessments. Given that clinician-based assessments are not known to be strong predictors of suicide, we investigated whether a precision medicine model using administrative data after outpatient mental health specialty visits could be developed to predict suicides among outpatients. We focused on male nondeployed Regular US Army soldiers because they account for the vast majority of such suicides. Four machine learning classifiers (naive Bayes, random forests, support vector regression and elastic net penalized regression) were explored. Of the Army suicides in 2004-2009, 41.5% occurred among 12.0% of soldiers seen as outpatient by mental health specialists, with risk especially high within 26 weeks of visits. An elastic net classifier with 10-14 predictors optimized sensitivity (45.6% of suicide deaths occurring after the 15% of visits with highest predicted risk). Good model stability was found for a model using 2004-2007 data to predict 2008-2009 suicides, although stability decreased in a model using 2008-2009 data to predict 2010-2012 suicides. The 5% of visits with highest risk included only 0.1% of soldiers (1047.1 suicides/100 000 person-years in the 5 weeks after the visit). This is a high enough concentration of risk to have implications for targeting preventive interventions. An even better model might be developed in the future by including the enriched information on clinician-evaluated suicide risk mandated by the VA/DoD CPG to be recorded." @default.
• W2500707965 created "2016-08-23" @default.
• W2500707965 creator A5007564789 @default.
• W2500707965 creator A5011309891 @default.
• W2500707965 creator A5017195443 @default.
• W2500707965 creator A5021793305 @default.
• W2500707965 creator A5023271876 @default.
• W2500707965 creator A5026951561 @default.
• W2500707965 creator A5027391789 @default.
• W2500707965 creator A5037209415 @default.
• W2500707965 creator A5040896202 @default.
• W2500707965 creator A5042187149 @default.
• W2500707965 creator A5053980999 @default.
• W2500707965 creator A5057810294 @default.
• W2500707965 creator A5059301721 @default.
• W2500707965 creator A5065559119 @default.
• W2500707965 creator A5067153327 @default.
• W2500707965 creator A5072971666 @default.
• W2500707965 creator A5074969156 @default.
• W2500707965 creator A5082317510 @default.
• W2500707965 date "2016-07-19" @default.
• W2500707965 modified "2023-10-15" @default.
• W2500707965 title "Predicting suicides after outpatient mental health visits in the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS)" @default.
• W2500707965 cites W1727999343 @default.
• W2500707965 cites W1812889266 @default.
• W2500707965 cites W1964357740 @default.
• W2500707965 cites W1972814160 @default.
• W2500707965 cites W1977934795 @default.
• W2500707965 cites W1982845758 @default.
• W2500707965 cites W1990369310 @default.
• W2500707965 cites W1994811413 @default.
• W2500707965 cites W1998658455 @default.
• W2500707965 cites W2012218966 @default.
• W2500707965 cites W2016455461 @default.
• W2500707965 cites W2049628595 @default.
• W2500707965 cites W2061073131 @default.
• W2500707965 cites W2066567075 @default.
• W2500707965 cites W2072013082 @default.
• W2500707965 cites W2076330882 @default.
• W2500707965 cites W2079252104 @default.
• W2500707965 cites W2087988080 @default.
• W2500707965 cites W2094350850 @default.
• W2500707965 cites W2097360283 @default.
• W2500707965 cites W2098848757 @default.
• W2500707965 cites W2098906627 @default.
• W2500707965 cites W2105811638 @default.
• W2500707965 cites W2113746911 @default.
• W2500707965 cites W2118343190 @default.
• W2500707965 cites W2120915679 @default.
• W2500707965 cites W2121468917 @default.
• W2500707965 cites W2122825543 @default.
• W2500707965 cites W2123756348 @default.
• W2500707965 cites W2126951254 @default.
• W2500707965 cites W2152303666 @default.
• W2500707965 cites W2159140454 @default.
• W2500707965 cites W2165242860 @default.
• W2500707965 cites W2167591303 @default.
• W2500707965 cites W2168729696 @default.
• W2500707965 cites W2171745653 @default.
• W2500707965 cites W2256166040 @default.
• W2500707965 cites W2911964244 @default.
• W2500707965 cites W4297987374 @default.
• W2500707965 doi "https://doi.org/10.1038/mp.2016.110" @default.
• W2500707965 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/5247428" @default.
• W2500707965 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/27431294" @default.
• W2500707965 hasPublicationYear "2016" @default.
• W2500707965 type Work @default.
• W2500707965 sameAs 2500707965 @default.
• W2500707965 citedByCount "119" @default.
• W2500707965 countsByYear W25007079652016 @default.
• W2500707965 countsByYear W25007079652017 @default.
• W2500707965 countsByYear W25007079652018 @default.
• W2500707965 countsByYear W25007079652019 @default.
• W2500707965 countsByYear W25007079652020 @default.
• W2500707965 countsByYear W25007079652021 @default.
• W2500707965 countsByYear W25007079652022 @default.
• W2500707965 countsByYear W25007079652023 @default.
• W2500707965 crossrefType "journal-article" @default.
• W2500707965 hasAuthorship W2500707965A5007564789 @default.
• W2500707965 hasAuthorship W2500707965A5011309891 @default.
• W2500707965 hasAuthorship W2500707965A5017195443 @default.
• W2500707965 hasAuthorship W2500707965A5021793305 @default.
• W2500707965 hasAuthorship W2500707965A5023271876 @default.
• W2500707965 hasAuthorship W2500707965A5026951561 @default.
• W2500707965 hasAuthorship W2500707965A5027391789 @default.
• W2500707965 hasAuthorship W2500707965A5037209415 @default.
• W2500707965 hasAuthorship W2500707965A5040896202 @default.
• W2500707965 hasAuthorship W2500707965A5042187149 @default.
• W2500707965 hasAuthorship W2500707965A5053980999 @default.
• W2500707965 hasAuthorship W2500707965A5057810294 @default.
• W2500707965 hasAuthorship W2500707965A5059301721 @default.
• W2500707965 hasAuthorship W2500707965A5065559119 @default.
• W2500707965 hasAuthorship W2500707965A5067153327 @default.
• W2500707965 hasAuthorship W2500707965A5072971666 @default.
• W2500707965 hasAuthorship W2500707965A5074969156 @default.
• W2500707965 hasAuthorship W2500707965A5082317510 @default.
• W2500707965 hasBestOaLocation W25007079651 @default.
• W2500707965 hasConcept C118552586 @default.

• next