https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/Head https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://www.nanopub.org/nschema#hasAssertion https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/assertion https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://www.nanopub.org/nschema#hasProvenance https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/provenance https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/pubinfo https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/assertion http://id.crossref.org/issn/2451-8492 http://purl.org/dc/terms/title Data Science https://doi.org/10.3233/DS-170011 http://purl.org/dc/terms/abstract Artificial intelligence will play an increasingly more prominent role in scientific research ecosystems, and will become indispensable as more interdisciplinary science questions are tackled. While in recent years computers have propelled science by crunching through data and leading to a data science revolution, qualitatively different scientific advances will result from advanced intelligent technologies for crunching through knowledge and ideas. We propose seven principles for developing thoughtful artificial intelligence, which will turn intelligent systems into partners for scientists. We present a personal perspective on a research agenda for thoughtful artificial intelligence, and discuss its potential for data science and scientific discovery. https://doi.org/10.3233/DS-170011 http://purl.org/dc/terms/date 2017-10-19 https://doi.org/10.3233/DS-170011 http://purl.org/dc/terms/isPartOf http://id.crossref.org/issn/2451-8492 https://doi.org/10.3233/DS-170011 http://purl.org/dc/terms/title Thoughtful artificial intelligence: Forging a new partnership for data science and scientific discovery https://doi.org/10.3233/DS-170011 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/PositionPaper https://orcid.org/0000-0001-8465-8341 http://schema.org/affiliation https://ror.org/03taz7m60 https://orcid.org/0000-0001-8465-8341 http://schema.org/email gil@isi.edu https://orcid.org/0000-0001-8465-8341 http://xmlns.com/foaf/0.1/name Yolanda Gil https://ror.org/03taz7m60 http://xmlns.com/foaf/0.1/name Information Sciences Institute and Department of Computer Science, University of Southern California, Marina del Rey, CA, USA https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/author-list http://www.w3.org/1999/02/22-rdf-syntax-ns#_1 https://orcid.org/0000-0001-8465-8341 https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/provenance https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/assertion http://www.w3.org/ns/prov#wasAttributedTo https://orcid.org/0000-0001-8465-8341 https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/pubinfo https://orcid.org/0000-0001-8465-8341 http://xmlns.com/foaf/0.1/name Yolanda Gil https://orcid.org/0000-0002-1267-0234 http://xmlns.com/foaf/0.1/name Tobias Kuhn https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://purl.org/dc/terms/created 2025-04-18T20:26:15.939Z https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://purl.org/dc/terms/creator https://orcid.org/0000-0002-1267-0234 https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://purl.org/dc/terms/license https://creativecommons.org/licenses/by/4.0/ https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://purl.org/nanopub/x/hasNanopubType http://purl.org/spar/fabio/ScholarlyWork https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://purl.org/nanopub/x/hasNanopubType https://w3id.org/kpxl/ios/ds/terms/DataScienceNanopub https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://purl.org/nanopub/x/introduces https://doi.org/10.3233/DS-170011 https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://purl.org/nanopub/x/supersedes https://w3id.org/np/RAW8N0mSilCuTeFQKf1rhzXgrMGRAKZgEOJQhqWAAnCtg https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://purl.org/nanopub/x/wasCreatedAt https://nanodash.petapico.org/ https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://purl.org/ontology/bibo/authorList https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/author-list https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y http://www.w3.org/2000/01/rdf-schema#label Article: Thoughtful artificial intelligence: Forging a new partnership for data science and scientific dis... https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate https://w3id.org/np/RA7lSq6MuK_TIC6JMSHvLtee3lpLoZDOqLJCLXevnrPoU https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RA0J4vUn_dekg-U1kK3AOEt02p9mT2WO03uGxLDec1jLw https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RA16U9Wo30ObhrK1NzH7EsmVRiRtvEuEA_Dfc-u8WkUCA https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAYrlN4s93vVe9LGI-gmPLTb-QZGHKd0mxx8VxJ3XVhuw https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAjvEpLZUE7rMoa8q6mWSsN6utJDp-5FmgO47YGsbgw3w https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAoTD7udB2KtUuOuAe74tJi1t3VzK0DyWS7rYVAq1GRvw https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAukAcWHRDlkqxk7H2XNSegc1WnHI569INvNr-xdptDGI https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate https://w3id.org/np/RA48p4Ct8tWL--rIc1Dcr2BcYpW_7X1pfuv_2LK3anolY https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/author-list http://www.w3.org/1999/02/22-rdf-syntax-ns#_1 https://orcid.org/0000-0001-8465-8341 https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/sig http://purl.org/nanopub/x/hasPublicKey MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQCjDGQCS1S+SRnERDuYDXOugdYUP0efEquHJEEHAbU/uLzBVlga89zqrNPCS7fBE6lArBUWEmT8eLKdMapyqvAzI1J3jUWTMhDJF+XFBkUiuiFfNSc4vJJcmi0yujtnuzXsRIG202jyaP4f5ULoskFwaZOSBZJfiE0dsB3D7DTIAQIDAQAB https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/sig http://purl.org/nanopub/x/hasSignature NneldbJZwu7Dlx0O+icBlbEBXByJeUk0aJmMijqRyy0aJBMvTlBedxHorv02ivHZQaebOED5pzMiRNQHuwErSxazraz6N4r77y97VMYieYgkoCpN2JiLi9kUwPdUsUieKTCUcdeeAa2brwXl4CJThlPaXyQNOZb+boVtHbdtA5A= https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y https://w3id.org/kpxl/ios/ds/np/RAh5ZjxSviCGbOZwC2HIzg5DgcW_tu-Ctcsa12Tbjo62Y/sig http://purl.org/nanopub/x/signedBy https://orcid.org/0000-0002-1267-0234