<> <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/10091486> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/title> "An Accurate Data Preparation Approach for the Prediction of Mortality in ACLF Patients using the CANONIC Dataset"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/abstract> "The incidence of chronic liver disease has increased in Europe and can lead to Acute on Chronic Liver Failure (ACLF) which is associated with high levels of mortality due to multisystem organ failure. The characteristics of the ACLF patients can change very rapidly within a short period of time. Continuous assessment of their recovery status is critical for clinicians to adjust and deliver effective treatment. The aim of this paper is to validate the usefulness of a data preparation approach by combining different criteria to replace missing values, balance target-class variables, select useful patient characteristics and optimise hyperparameters of machine learning models for the prediction of ACLF associated mortality rates. A key step in the data preparation is a feature selection Mutual Information (MI) based multivariate approach to build smaller, and yet equally and in some cases more informative, subsets of patient characteristics than those frequently proposed for the prediction of mortality, from patients with ACLF in the CANONIC dataset. The usefulness of the data preparation approach proposed to predict mortality was evaluated by training the XGBoost and Logistic Regression models with the prepared data. Evaluations of the models trained using a test set provided evidence of an overall high accuracy in the prediction of the mortality rates of patients for days after their diagnosis, and in some cases even higher when reduced and more informative subsets of patient characteristics were found."^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/date> "2019-10-07" .
<https://discovery.ucl.ac.uk/id/document/1054028> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/volume> "2019" .
<https://discovery.ucl.ac.uk/id/org/ext-af0a9a5baed87c407844a3f5db44597c> <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-af0a9a5baed87c407844a3f5db44597c> <http://xmlns.com/foaf/0.1/name> "IEEE"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/publisher> <https://discovery.ucl.ac.uk/id/org/ext-af0a9a5baed87c407844a3f5db44597c> .
<https://discovery.ucl.ac.uk/id/publication/ext-a14b5af0feff2a94a708924c53c6e1cb> <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-a14b5af0feff2a94a708924c53c6e1cb> <http://xmlns.com/foaf/0.1/name> "Conf Proc IEEE Eng Med Biol Soc"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/publication/ext-a14b5af0feff2a94a708924c53c6e1cb> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-b9547cc04c1a3b06467ce481dd30f506> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-b9547cc04c1a3b06467ce481dd30f506> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-000b8fa83554f6a9f5f41cb5c7e9fb34> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-000b8fa83554f6a9f5f41cb5c7e9fb34> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-37e9c4734665e5b96c258fc83831a97e> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-37e9c4734665e5b96c258fc83831a97e> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-88472a2e55a18fb16b28b5114471fc72> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-88472a2e55a18fb16b28b5114471fc72> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-db6fb5e31dd37aadbc6cdbd5409d0824> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-db6fb5e31dd37aadbc6cdbd5409d0824> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-e3cd239bd924fb83e749c8420ae61335> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_6> <https://discovery.ucl.ac.uk/id/person/ext-e3cd239bd924fb83e749c8420ae61335> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-70e9e9572de36a62b6fdbe8bca9247ff> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_7> <https://discovery.ucl.ac.uk/id/person/ext-70e9e9572de36a62b6fdbe8bca9247ff> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-9b8f91edd08d9d8167c906975ec318a7> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_8> <https://discovery.ucl.ac.uk/id/person/ext-9b8f91edd08d9d8167c906975ec318a7> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-bbb172771922e13aac77392aa290ec49> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_9> <https://discovery.ucl.ac.uk/id/person/ext-bbb172771922e13aac77392aa290ec49> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-c85ed7df01031f7cbc72005b1b3bdc15> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_10> <https://discovery.ucl.ac.uk/id/person/ext-c85ed7df01031f7cbc72005b1b3bdc15> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-72d4a4c5de05a31765de67ff590b8bde> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_11> <https://discovery.ucl.ac.uk/id/person/ext-72d4a4c5de05a31765de67ff590b8bde> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-0f273d5746a73e5a004d4765dc9fa263> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10091486#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10091486#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_12> <https://discovery.ucl.ac.uk/id/person/ext-0f273d5746a73e5a004d4765dc9fa263> .
<https://discovery.ucl.ac.uk/id/person/ext-0f273d5746a73e5a004d4765dc9fa263> <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-0f273d5746a73e5a004d4765dc9fa263> <http://xmlns.com/foaf/0.1/givenName> "J"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0f273d5746a73e5a004d4765dc9fa263> <http://xmlns.com/foaf/0.1/familyName> "Fernandez"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0f273d5746a73e5a004d4765dc9fa263> <http://xmlns.com/foaf/0.1/name> "J Fernandez"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-000b8fa83554f6a9f5f41cb5c7e9fb34> <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-000b8fa83554f6a9f5f41cb5c7e9fb34> <http://xmlns.com/foaf/0.1/givenName> "B"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-000b8fa83554f6a9f5f41cb5c7e9fb34> <http://xmlns.com/foaf/0.1/familyName> "Agarwal"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-000b8fa83554f6a9f5f41cb5c7e9fb34> <http://xmlns.com/foaf/0.1/name> "B Agarwal"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-37e9c4734665e5b96c258fc83831a97e> <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-37e9c4734665e5b96c258fc83831a97e> <http://xmlns.com/foaf/0.1/givenName> "RP"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-37e9c4734665e5b96c258fc83831a97e> <http://xmlns.com/foaf/0.1/familyName> "Mookerjee"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-37e9c4734665e5b96c258fc83831a97e> <http://xmlns.com/foaf/0.1/name> "RP Mookerjee"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-db6fb5e31dd37aadbc6cdbd5409d0824> <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-db6fb5e31dd37aadbc6cdbd5409d0824> <http://xmlns.com/foaf/0.1/givenName> "G"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-db6fb5e31dd37aadbc6cdbd5409d0824> <http://xmlns.com/foaf/0.1/familyName> "Doyle"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-db6fb5e31dd37aadbc6cdbd5409d0824> <http://xmlns.com/foaf/0.1/name> "G Doyle"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-88472a2e55a18fb16b28b5114471fc72> <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-88472a2e55a18fb16b28b5114471fc72> <http://xmlns.com/foaf/0.1/givenName> "R"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-88472a2e55a18fb16b28b5114471fc72> <http://xmlns.com/foaf/0.1/familyName> "Jalan"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-88472a2e55a18fb16b28b5114471fc72> <http://xmlns.com/foaf/0.1/name> "R Jalan"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-70e9e9572de36a62b6fdbe8bca9247ff> <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-70e9e9572de36a62b6fdbe8bca9247ff> <http://xmlns.com/foaf/0.1/givenName> "V"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-70e9e9572de36a62b6fdbe8bca9247ff> <http://xmlns.com/foaf/0.1/familyName> "Arroyo"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-70e9e9572de36a62b6fdbe8bca9247ff> <http://xmlns.com/foaf/0.1/name> "V Arroyo"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-72d4a4c5de05a31765de67ff590b8bde> <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-72d4a4c5de05a31765de67ff590b8bde> <http://xmlns.com/foaf/0.1/givenName> "R"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-72d4a4c5de05a31765de67ff590b8bde> <http://xmlns.com/foaf/0.1/familyName> "Banares"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-72d4a4c5de05a31765de67ff590b8bde> <http://xmlns.com/foaf/0.1/name> "R Banares"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-b9547cc04c1a3b06467ce481dd30f506> <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-b9547cc04c1a3b06467ce481dd30f506> <http://xmlns.com/foaf/0.1/givenName> "MS"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-b9547cc04c1a3b06467ce481dd30f506> <http://xmlns.com/foaf/0.1/familyName> "Garcia"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-b9547cc04c1a3b06467ce481dd30f506> <http://xmlns.com/foaf/0.1/name> "MS Garcia"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9b8f91edd08d9d8167c906975ec318a7> <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-9b8f91edd08d9d8167c906975ec318a7> <http://xmlns.com/foaf/0.1/givenName> "M"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9b8f91edd08d9d8167c906975ec318a7> <http://xmlns.com/foaf/0.1/familyName> "Pavesi"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9b8f91edd08d9d8167c906975ec318a7> <http://xmlns.com/foaf/0.1/name> "M Pavesi"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c85ed7df01031f7cbc72005b1b3bdc15> <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-c85ed7df01031f7cbc72005b1b3bdc15> <http://xmlns.com/foaf/0.1/givenName> "F"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c85ed7df01031f7cbc72005b1b3bdc15> <http://xmlns.com/foaf/0.1/familyName> "Saliba"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c85ed7df01031f7cbc72005b1b3bdc15> <http://xmlns.com/foaf/0.1/name> "F Saliba"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e3cd239bd924fb83e749c8420ae61335> <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-e3cd239bd924fb83e749c8420ae61335> <http://xmlns.com/foaf/0.1/givenName> "G"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e3cd239bd924fb83e749c8420ae61335> <http://xmlns.com/foaf/0.1/familyName> "Ranco"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e3cd239bd924fb83e749c8420ae61335> <http://xmlns.com/foaf/0.1/name> "G Ranco"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-bbb172771922e13aac77392aa290ec49> <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-bbb172771922e13aac77392aa290ec49> <http://xmlns.com/foaf/0.1/givenName> "E"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-bbb172771922e13aac77392aa290ec49> <http://xmlns.com/foaf/0.1/familyName> "Garcia"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-bbb172771922e13aac77392aa290ec49> <http://xmlns.com/foaf/0.1/name> "E Garcia"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10091486> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
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