https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/Head https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/assertion https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/provenance https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/pubinfo https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/assertion https://osf.io/bxae4 http://purl.org/dc/terms/issued 2024 https://osf.io/bxae4 http://purl.org/dc/terms/license http://purl.org/np/RAQ__sGdY_Qc7l1O_zmn4nr-pMBOxKU04Ur9s998rS6Fc#CC-BY-4.0 https://osf.io/bxae4 https://w3id.org/fdof/ontology#hasEncodingFormat https://www.iana.org/assignments/media-types/application/pdf https://osf.io/bxae4 https://w3id.org/fdof/ontology#materializes https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M https://osf.io/bxae4 https://www.w3.org/ns/dcat#accessURL https://osf.io/bxae4 https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M http://purl.org/dc/terms/contributor https://orcid.org/0000-0001-8888-635X https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M http://purl.org/dc/terms/creator https://orcid.org/0009-0004-2188-0817 https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M http://purl.org/dc/terms/hasVersion v1.0 https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M http://purl.org/dc/terms/language https://www.omg.org/spec/LCC/Languages/LaISO639-1-LanguageCodes/en https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M http://purl.org/dc/terms/publisher https://ror.org/008xxew50 https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M http://purl.org/dc/terms/subject http://aims.fao.org/aos/agrovoc/c_4318 https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://w3id.org/fair/ff/terms/Method https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M http://www.w3.org/1999/02/22-rdf-syntax-ns#type https://w3id.org/fdof/ontology#FAIRDigitalObject https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M http://www.w3.org/2000/01/rdf-schema#comment The SARS-CoV-2 outbreak showed the world that we were unable to predict the course of the pandemic. This study is a part of a project that aims at developing methodologies to predict viral variants of high risk in an effort to stay ahead of the next pandemic. We investigate the feasibility of computationally predicting the structures of single mutation variants with AlphaFold-2 and ESMFold and using this information as input to a XGBoost regression model that predicts empirical biophysical properties associated with high-risk Omicron variants. This study illustrates that data intensive regression models when coupled with structure prediction tools, can to contribute to pandemic preparedness. https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M http://www.w3.org/2000/01/rdf-schema#label STAYAHEAD Dataset Methodology https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M https://schema.org/funder https://ror.org/056cwr036 https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M https://w3id.org/fdof/ontology#hasMetadata https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M https://www.w3.org/ns/dcat#contactPoint info@health-holland.com https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/provenance https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/assertion http://www.w3.org/ns/prov#wasAttributedTo https://orcid.org/0009-0004-2188-0817 https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/pubinfo http://purl.org/np/RAQ__sGdY_Qc7l1O_zmn4nr-pMBOxKU04Ur9s998rS6Fc#CC-BY-4.0 https://w3id.org/np/o/ntemplate/hasLabelFromApi CC BY 4.0 | Attribution 4.0 International - Using this licence you are free to share and adapt the resource but you must ... https://orcid.org/0009-0004-2188-0817 http://xmlns.com/foaf/0.1/name Max van den Boom https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y http://purl.org/dc/terms/created 2025-07-11T14:16:44.954Z https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y http://purl.org/dc/terms/creator https://orcid.org/0009-0004-2188-0817 https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y http://purl.org/dc/terms/license https://creativecommons.org/licenses/by/4.0/ https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y http://purl.org/nanopub/x/introduces https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/STAYAHEAD_M https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y http://purl.org/nanopub/x/wasCreatedAt https://nanodash.knowledgepixels.com/ https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate https://w3id.org/np/RA7lSq6MuK_TIC6JMSHvLtee3lpLoZDOqLJCLXevnrPoU https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RA0J4vUn_dekg-U1kK3AOEt02p9mT2WO03uGxLDec1jLw https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAukAcWHRDlkqxk7H2XNSegc1WnHI569INvNr-xdptDGI https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate https://w3id.org/np/RAqQ3B45jC7-zawJqvz-fBcJmhwc98NAiXQpWpCzUbUpU https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/sig http://purl.org/nanopub/x/hasPublicKey MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQCwNmDuHNCGRTNccDpvK2x9Hdbgac9Z2e7nF9KxqArfCGNMkK5UcEBeNv6Lx1mgUVXAL6cZERLL1Fssu7cLZEdaAUiPTkCLSNWWLbBNTTlVWR9+2dP00VrRToaqDYhZBo3E6Psc+GfOyDNJJ7n7r2vVsDiLMsUmQCHeLiX4pXukfwIDAQAB https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/sig http://purl.org/nanopub/x/hasSignature F42bkkHKzdtJYy8EzaGKsrZ46WhWrclM1NXEo+7KlISc0sWO+QVbE2Vl62mRHI1VM5Z6p0SIl63n+Gb/QE3TR+ehtnk23fYG0A4uMOsrl1RSDN8ZTJiBOctKHzd3Q2ZC+Q/pG9qdZkrFzNeC1sPdmixipXNBUO83XZ0dUsih3NY= https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y https://w3id.org/np/RAyOyjxrEp2zFeg0JQQOEt6eF_2n1tfTZmiRn3RTDgu8Y/sig http://purl.org/nanopub/x/signedBy https://orcid.org/0009-0004-2188-0817