FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2768527597> ?p ?o ?g. }

• W2768527597 abstract "Though suicide is a major public health problem in the US, machine learning methods are not commonly used to predict an individual's risk of attempting/committing suicide. In the present work, starting with an anonymized collection of electronic health records for 522,056 unique, California-resident adolescents, we develop neural network models to predict suicide attempts. We frame the problem as a binary classification problem in which we use a patient's data from 2006-2009 to predict either the presence (1) or absence (0) of a suicide attempt in 2010. After addressing issues such as severely imbalanced classes and the variable length of a patient's history, we build neural networks with depths varying from two to eight hidden layers. For test set observations where we have at least five ED/hospital visits' worth of data on a patient, our depth-4 model achieves a sensitivity of 0.703, specificity of 0.980, and AUC of 0.958." @default.
• W2768527597 created "2017-12-04" @default.
• W2768527597 creator A5010205101 @default.
• W2768527597 creator A5054891353 @default.
• W2768527597 date "2017-11-28" @default.
• W2768527597 modified "2023-09-27" @default.
• W2768527597 title "Predicting Adolescent Suicide Attempts with Neural Networks." @default.
• W2768527597 cites W154056763 @default.
• W2768527597 cites W1977934795 @default.
• W2768527597 cites W2071478388 @default.
• W2768527597 cites W2151906321 @default.
• W2768527597 cites W2156604399 @default.
• W2768527597 cites W2271840356 @default.
• W2768527597 cites W2346714504 @default.
• W2768527597 cites W2554980225 @default.
• W2768527597 cites W2561981131 @default.
• W2768527597 cites W2582955413 @default.
• W2768527597 cites W2605512411 @default.
• W2768527597 cites W2619516334 @default.
• W2768527597 cites W2621053657 @default.
• W2768527597 cites W2624413595 @default.
• W2768527597 cites W2964232608 @default.
• W2768527597 hasPublicationYear "2017" @default.
• W2768527597 type Work @default.
• W2768527597 sameAs 2768527597 @default.
• W2768527597 citedByCount "3" @default.
• W2768527597 countsByYear W27685275972017 @default.
• W2768527597 countsByYear W27685275972021 @default.
• W2768527597 crossrefType "posted-content" @default.
• W2768527597 hasAuthorship W2768527597A5010205101 @default.
• W2768527597 hasAuthorship W2768527597A5054891353 @default.
• W2768527597 hasConcept C105795698 @default.
• W2768527597 hasConcept C119857082 @default.
• W2768527597 hasConcept C12267149 @default.
• W2768527597 hasConcept C126042441 @default.
• W2768527597 hasConcept C133462117 @default.
• W2768527597 hasConcept C154945302 @default.
• W2768527597 hasConcept C15744967 @default.
• W2768527597 hasConcept C177264268 @default.
• W2768527597 hasConcept C199360897 @default.
• W2768527597 hasConcept C2780842732 @default.
• W2768527597 hasConcept C3017944768 @default.
• W2768527597 hasConcept C3020489390 @default.
• W2768527597 hasConcept C3020705882 @default.
• W2768527597 hasConcept C33923547 @default.
• W2768527597 hasConcept C41008148 @default.
• W2768527597 hasConcept C50644808 @default.
• W2768527597 hasConcept C526869908 @default.
• W2768527597 hasConcept C545542383 @default.
• W2768527597 hasConcept C58489278 @default.
• W2768527597 hasConcept C66905080 @default.
• W2768527597 hasConcept C71924100 @default.
• W2768527597 hasConcept C76155785 @default.
• W2768527597 hasConceptScore W2768527597C105795698 @default.
• W2768527597 hasConceptScore W2768527597C119857082 @default.
• W2768527597 hasConceptScore W2768527597C12267149 @default.
• W2768527597 hasConceptScore W2768527597C126042441 @default.
• W2768527597 hasConceptScore W2768527597C133462117 @default.
• W2768527597 hasConceptScore W2768527597C154945302 @default.
• W2768527597 hasConceptScore W2768527597C15744967 @default.
• W2768527597 hasConceptScore W2768527597C177264268 @default.
• W2768527597 hasConceptScore W2768527597C199360897 @default.
• W2768527597 hasConceptScore W2768527597C2780842732 @default.
• W2768527597 hasConceptScore W2768527597C3017944768 @default.
• W2768527597 hasConceptScore W2768527597C3020489390 @default.
• W2768527597 hasConceptScore W2768527597C3020705882 @default.
• W2768527597 hasConceptScore W2768527597C33923547 @default.
• W2768527597 hasConceptScore W2768527597C41008148 @default.
• W2768527597 hasConceptScore W2768527597C50644808 @default.
• W2768527597 hasConceptScore W2768527597C526869908 @default.
• W2768527597 hasConceptScore W2768527597C545542383 @default.
• W2768527597 hasConceptScore W2768527597C58489278 @default.
• W2768527597 hasConceptScore W2768527597C66905080 @default.
• W2768527597 hasConceptScore W2768527597C71924100 @default.
• W2768527597 hasConceptScore W2768527597C76155785 @default.
• W2768527597 hasLocation W27685275971 @default.
• W2768527597 hasOpenAccess W2768527597 @default.
• W2768527597 hasPrimaryLocation W27685275971 @default.
• W2768527597 hasRelatedWork W2129587854 @default.
• W2768527597 hasRelatedWork W2346714504 @default.
• W2768527597 hasRelatedWork W2402392699 @default.
• W2768527597 hasRelatedWork W2736131889 @default.
• W2768527597 hasRelatedWork W2799568506 @default.
• W2768527597 hasRelatedWork W2890758016 @default.
• W2768527597 hasRelatedWork W2890787190 @default.
• W2768527597 hasRelatedWork W2900298691 @default.
• W2768527597 hasRelatedWork W2966986600 @default.
• W2768527597 hasRelatedWork W2994100560 @default.
• W2768527597 hasRelatedWork W3014565592 @default.
• W2768527597 hasRelatedWork W3018874840 @default.
• W2768527597 hasRelatedWork W3029434347 @default.
• W2768527597 hasRelatedWork W3046293795 @default.
• W2768527597 hasRelatedWork W3121559951 @default.
• W2768527597 hasRelatedWork W3137850128 @default.
• W2768527597 hasRelatedWork W3176644993 @default.
• W2768527597 hasRelatedWork W3191489553 @default.
• W2768527597 hasRelatedWork W3203925221 @default.
• W2768527597 hasRelatedWork W3211017924 @default.
• W2768527597 isParatext "false" @default.
• W2768527597 isRetracted "false" @default.

• next