<> <http://www.w3.org/2000/01/rdf-schema#comment> "The repository administrator has not yet configured an RDF license."^^<http://www.w3.org/2001/XMLSchema#string> . <> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10179358> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/title> "Classification of brain injury severity using a hybrid broadband NIRS and DCS instrument with a machine learning approach"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/abstract> "Optical biomarkers of neonatal hypoxic ischemic (HI) brain injury can offer the advantage of continuous, cot-side assessment of the degree of injury; research thus far has focused on examining different optical measured brain physiological signals and feature combinations to achieve this. To maximize the breadth of physiological characteristics being taken into consideration, a multimodal optical platform has been developed, allowing unique physiological insights into brain injury. In this paper we present an assessment of severity of injury using a state-of-the-art hybrid broadband Near Infrared Spectrometer (bNIRS) and Diffusion Correlation Spectrometer (DCS) instrument called FLORENCE with a machine learning pipeline. We demonstrate in the preclinical neonatal model (the newborn piglet) that our approach can identify different HI insult severity (controls, mild, severe). We show that a machine learning pipeline based on k-means clustering can be used to differentiate between the controls and the HI piglets with an accuracy of 78%, the mild severity insult piglets from the severe insult piglets with an accuracy of 90% and can also differentiate the 3 piglet groups with an accuracy of 80%. So, this analytics pipeline demonstrates how optical data from multiple instruments can be processed towards markers of brain health."^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/date> "2023-08-09" . <https://discovery.ucl.ac.uk/id/document/1663484> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/volume> "12628" . <https://discovery.ucl.ac.uk/id/org/ext-63202a90972ed017e24f2aa6c44e52ad> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Organization> . <https://discovery.ucl.ac.uk/id/org/ext-63202a90972ed017e24f2aa6c44e52ad> <http://xmlns.com/foaf/0.1/name> "SPIE"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/publisher> <https://discovery.ucl.ac.uk/id/org/ext-63202a90972ed017e24f2aa6c44e52ad> . <https://discovery.ucl.ac.uk/id/publication/ext-0277786X> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Collection> . <https://discovery.ucl.ac.uk/id/publication/ext-0277786X> <http://xmlns.com/foaf/0.1/name> "Proceedings of SPIE - The International Society for Optical Engineering"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/publication/ext-0277786X> . <https://discovery.ucl.ac.uk/id/publication/ext-0277786X> <http://www.w3.org/2002/07/owl#sameAs> <urn:issn:0277786X> . <https://discovery.ucl.ac.uk/id/publication/ext-0277786X> <http://purl.org/ontology/bibo/issn> "0277786X" . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-5d92ec606de7da9e0f32c45172b2900f> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-5d92ec606de7da9e0f32c45172b2900f> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-a682d4a1d1d1418eb3e7973b557ec028> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-a682d4a1d1d1418eb3e7973b557ec028> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-5825bad7ad496b3cb163e464d9bf166d> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-5825bad7ad496b3cb163e464d9bf166d> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-b77301d978bbbb6b2ac607e9f3c3374a> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-b77301d978bbbb6b2ac607e9f3c3374a> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-9bad963835a58843c4aca44ad2488bee> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-9bad963835a58843c4aca44ad2488bee> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-84daead2d3d227b1b3bb6731e09d6abc> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_6> <https://discovery.ucl.ac.uk/id/person/ext-84daead2d3d227b1b3bb6731e09d6abc> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-e791685ebcb5a87cb32b1e44c89b761e> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_7> <https://discovery.ucl.ac.uk/id/person/ext-e791685ebcb5a87cb32b1e44c89b761e> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-0e69f78f70f1f2c81ff4b72755efeda9> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_8> <https://discovery.ucl.ac.uk/id/person/ext-0e69f78f70f1f2c81ff4b72755efeda9> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-7a06759e6a9db4788d9bddf2d108be64> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#editors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-7a06759e6a9db4788d9bddf2d108be64> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-8c6801d3cd58a7c0fe5554aa441c51f7> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#editors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-8c6801d3cd58a7c0fe5554aa441c51f7> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-fcb131377b72de4ba2725a057103dbde> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10179358#editors> . <https://discovery.ucl.ac.uk/id/eprint/10179358#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-fcb131377b72de4ba2725a057103dbde> . <https://discovery.ucl.ac.uk/id/person/ext-5825bad7ad496b3cb163e464d9bf166d> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-5825bad7ad496b3cb163e464d9bf166d> <http://xmlns.com/foaf/0.1/givenName> "Kelly H"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5825bad7ad496b3cb163e464d9bf166d> <http://xmlns.com/foaf/0.1/familyName> "Jones"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5825bad7ad496b3cb163e464d9bf166d> <http://xmlns.com/foaf/0.1/name> "Kelly H Jones"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-84daead2d3d227b1b3bb6731e09d6abc> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-84daead2d3d227b1b3bb6731e09d6abc> <http://xmlns.com/foaf/0.1/givenName> "Nikki"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-84daead2d3d227b1b3bb6731e09d6abc> <http://xmlns.com/foaf/0.1/familyName> "Robertson"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-84daead2d3d227b1b3bb6731e09d6abc> <http://xmlns.com/foaf/0.1/name> "Nikki Robertson"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-b77301d978bbbb6b2ac607e9f3c3374a> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-b77301d978bbbb6b2ac607e9f3c3374a> <http://xmlns.com/foaf/0.1/givenName> "Veronika"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-b77301d978bbbb6b2ac607e9f3c3374a> <http://xmlns.com/foaf/0.1/familyName> "Parfentyeva"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-b77301d978bbbb6b2ac607e9f3c3374a> <http://xmlns.com/foaf/0.1/name> "Veronika Parfentyeva"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-7a06759e6a9db4788d9bddf2d108be64> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-7a06759e6a9db4788d9bddf2d108be64> <http://xmlns.com/foaf/0.1/givenName> "Davide"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-7a06759e6a9db4788d9bddf2d108be64> <http://xmlns.com/foaf/0.1/familyName> "Contini"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-7a06759e6a9db4788d9bddf2d108be64> <http://xmlns.com/foaf/0.1/name> "Davide Contini"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-fcb131377b72de4ba2725a057103dbde> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-fcb131377b72de4ba2725a057103dbde> <http://xmlns.com/foaf/0.1/givenName> "Thomas D"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-fcb131377b72de4ba2725a057103dbde> <http://xmlns.com/foaf/0.1/familyName> "O'Sullivan"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-fcb131377b72de4ba2725a057103dbde> <http://xmlns.com/foaf/0.1/name> "Thomas D O'Sullivan"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5d92ec606de7da9e0f32c45172b2900f> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-5d92ec606de7da9e0f32c45172b2900f> <http://xmlns.com/foaf/0.1/givenName> "Danai"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5d92ec606de7da9e0f32c45172b2900f> <http://xmlns.com/foaf/0.1/familyName> "Bili"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5d92ec606de7da9e0f32c45172b2900f> <http://xmlns.com/foaf/0.1/name> "Danai Bili"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-9bad963835a58843c4aca44ad2488bee> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-9bad963835a58843c4aca44ad2488bee> <http://xmlns.com/foaf/0.1/givenName> "Turgut"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-9bad963835a58843c4aca44ad2488bee> <http://xmlns.com/foaf/0.1/familyName> "Durduran"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-9bad963835a58843c4aca44ad2488bee> <http://xmlns.com/foaf/0.1/name> "Turgut Durduran"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-0e69f78f70f1f2c81ff4b72755efeda9> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-0e69f78f70f1f2c81ff4b72755efeda9> <http://xmlns.com/foaf/0.1/givenName> "Ilias"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-0e69f78f70f1f2c81ff4b72755efeda9> <http://xmlns.com/foaf/0.1/familyName> "Tachtsidis"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-0e69f78f70f1f2c81ff4b72755efeda9> <http://xmlns.com/foaf/0.1/name> "Ilias Tachtsidis"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-8c6801d3cd58a7c0fe5554aa441c51f7> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-8c6801d3cd58a7c0fe5554aa441c51f7> <http://xmlns.com/foaf/0.1/givenName> "Yoko"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-8c6801d3cd58a7c0fe5554aa441c51f7> <http://xmlns.com/foaf/0.1/familyName> "Hoshi"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-8c6801d3cd58a7c0fe5554aa441c51f7> <http://xmlns.com/foaf/0.1/name> "Yoko Hoshi"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-e791685ebcb5a87cb32b1e44c89b761e> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-e791685ebcb5a87cb32b1e44c89b761e> <http://xmlns.com/foaf/0.1/givenName> "Subhabrata"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-e791685ebcb5a87cb32b1e44c89b761e> <http://xmlns.com/foaf/0.1/familyName> "Mitra"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-e791685ebcb5a87cb32b1e44c89b761e> <http://xmlns.com/foaf/0.1/name> "Subhabrata Mitra"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-a682d4a1d1d1418eb3e7973b557ec028> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-a682d4a1d1d1418eb3e7973b557ec028> <http://xmlns.com/foaf/0.1/givenName> "Frédéric"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-a682d4a1d1d1418eb3e7973b557ec028> <http://xmlns.com/foaf/0.1/familyName> "Lange"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-a682d4a1d1d1418eb3e7973b557ec028> <http://xmlns.com/foaf/0.1/name> "Frédéric Lange"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/ontology/bibo/presentedAt> <https://discovery.ucl.ac.uk/id/event/ext-af1388ea572736dd3cbc2652bbd691ce> . <https://discovery.ucl.ac.uk/id/event/ext-af1388ea572736dd3cbc2652bbd691ce> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Conference> . <https://discovery.ucl.ac.uk/id/event/ext-af1388ea572736dd3cbc2652bbd691ce> <http://purl.org/dc/terms/title> "European Conferences on Biomedical Optics 2023"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/EPrint> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/ProceedingsSectionEPrint> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/repository> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663484> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1663484> <http://www.w3.org/2000/01/rdf-schema#label> "Classification of brain injury severity using a hybrid broadband NIRS and DCS instrument with a machine learning approach (PDF)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://purl.org/dc/elements/1.1/hasVersion> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://eprints.org/ontology/hasPublished> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663484> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10179358/1/126280D.pdf> . <https://discovery.ucl.ac.uk/id/document/1663484> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10179358/1/126280D.pdf> . <https://discovery.ucl.ac.uk/id/eprint/10179358/1/126280D.pdf> <http://www.w3.org/2000/01/rdf-schema#label> "126280D.pdf"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1663485> . <https://discovery.ucl.ac.uk/id/document/1663485> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1663485> <http://www.w3.org/2000/01/rdf-schema#label> "Classification of brain injury severity using a hybrid broadband NIRS and DCS instrument with a machine learning approach (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1663485> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663485> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663485> <http://eprints.org/relation/isIndexCodesVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663485> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10179358/2/indexcodes.txt> . <https://discovery.ucl.ac.uk/id/document/1663485> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10179358/2/indexcodes.txt> . <https://discovery.ucl.ac.uk/id/eprint/10179358/2/indexcodes.txt> <http://www.w3.org/2000/01/rdf-schema#label> "indexcodes.txt"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1663486> . <https://discovery.ucl.ac.uk/id/document/1663486> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1663486> <http://www.w3.org/2000/01/rdf-schema#label> "Classification of brain injury severity using a hybrid broadband NIRS and DCS instrument with a machine learning approach (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1663486> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663486> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663486> <http://eprints.org/relation/islightboxThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663486> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10179358/3/lightbox.jpg> . <https://discovery.ucl.ac.uk/id/document/1663486> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10179358/3/lightbox.jpg> . <https://discovery.ucl.ac.uk/id/eprint/10179358/3/lightbox.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "lightbox.jpg"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1663487> . <https://discovery.ucl.ac.uk/id/document/1663487> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1663487> <http://www.w3.org/2000/01/rdf-schema#label> "Classification of brain injury severity using a hybrid broadband NIRS and DCS instrument with a machine learning approach (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1663487> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663487> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663487> <http://eprints.org/relation/ispreviewThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663487> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10179358/4/preview.jpg> . <https://discovery.ucl.ac.uk/id/document/1663487> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10179358/4/preview.jpg> . <https://discovery.ucl.ac.uk/id/eprint/10179358/4/preview.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "preview.jpg"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1663488> . <https://discovery.ucl.ac.uk/id/document/1663488> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1663488> <http://www.w3.org/2000/01/rdf-schema#label> "Classification of brain injury severity using a hybrid broadband NIRS and DCS instrument with a machine learning approach (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1663488> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663488> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663488> <http://eprints.org/relation/ismediumThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663488> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10179358/5/medium.jpg> . <https://discovery.ucl.ac.uk/id/document/1663488> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10179358/5/medium.jpg> . <https://discovery.ucl.ac.uk/id/eprint/10179358/5/medium.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "medium.jpg"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1663489> . <https://discovery.ucl.ac.uk/id/document/1663489> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1663489> <http://www.w3.org/2000/01/rdf-schema#label> "Classification of brain injury severity using a hybrid broadband NIRS and DCS instrument with a machine learning approach (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1663489> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663489> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663489> <http://eprints.org/relation/issmallThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1663484> . <https://discovery.ucl.ac.uk/id/document/1663489> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10179358/6/small.jpg> . <https://discovery.ucl.ac.uk/id/document/1663489> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10179358/6/small.jpg> . <https://discovery.ucl.ac.uk/id/eprint/10179358/6/small.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "small.jpg"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10179358> <http://www.w3.org/2000/01/rdf-schema#seeAlso> <https://discovery.ucl.ac.uk/id/eprint/10179358/> . <https://discovery.ucl.ac.uk/id/eprint/10179358/> <http://purl.org/dc/elements/1.1/title> "HTML Summary of #10179358 \n\nClassification of brain injury severity using a hybrid broadband NIRS and DCS instrument with a machine learning approach\n\n" . <https://discovery.ucl.ac.uk/id/eprint/10179358/> <http://purl.org/dc/elements/1.1/format> "text/html" . <https://discovery.ucl.ac.uk/id/eprint/10179358/> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10179358> .