Dual use of artificial-intelligence-powered drug discovery
An international security conference explored how artificial intelligence (AI) technologies for drug discovery could be misused for de novo design of biochemical weapons. A thought experiment evolved into a computational proof.
Uloženo v:
| Vydáno v: | Nature machine intelligence Ročník 4; číslo 3; s. 189 - 191 |
|---|---|
| Hlavní autoři: | , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
London
Nature Publishing Group UK
01.03.2022
Nature Publishing Group |
| Témata: | |
| ISSN: | 2522-5839, 2522-5839 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | An international security conference explored how artificial intelligence (AI) technologies for drug discovery could be misused for de novo design of biochemical weapons. A thought experiment evolved into a computational proof. |
|---|---|
| AbstractList | An international security conference explored how artificial intelligence (AI) technologies for drug discovery could be misused for de novo design of biochemical weapons. A thought experiment evolved into a computational proof. An international security conference explored how artificial intelligence (AI) technologies for drug discovery could be misused for de novo design of biochemical weapons. A thought experiment evolved into a computational proof.An international security conference explored how artificial intelligence (AI) technologies for drug discovery could be misused for de novo design of biochemical weapons. A thought experiment evolved into a computational proof. |
| Author | Invernizzi, Cédric Lentzos, Filippa Urbina, Fabio Ekins, Sean |
| AuthorAffiliation | 3 Spiez Laboratory, Federal Department of Defence, Civil Protection and Sports, Switzerland 1 Collaborations Pharmaceuticals, Inc., 840 Main Campus Drive, Lab 3510, Raleigh, NC 27606, USA 2 Department of Global Health & Social Medicine, King’s College London, United Kingdom |
| AuthorAffiliation_xml | – name: 2 Department of Global Health & Social Medicine, King’s College London, United Kingdom – name: 1 Collaborations Pharmaceuticals, Inc., 840 Main Campus Drive, Lab 3510, Raleigh, NC 27606, USA – name: 3 Spiez Laboratory, Federal Department of Defence, Civil Protection and Sports, Switzerland |
| Author_xml | – sequence: 1 givenname: Fabio surname: Urbina fullname: Urbina, Fabio organization: Collaborations Pharmaceuticals, Inc – sequence: 2 givenname: Filippa surname: Lentzos fullname: Lentzos, Filippa organization: Department of War Studies and Department of Global Health & Social Medicine, King’s College London – sequence: 3 givenname: Cédric orcidid: 0000-0002-9807-5195 surname: Invernizzi fullname: Invernizzi, Cédric organization: Spiez Laboratory, Federal Department of Defence, Civil Protection and Sports – sequence: 4 givenname: Sean orcidid: 0000-0002-5691-5790 surname: Ekins fullname: Ekins, Sean email: sean@collaborationspharma.com organization: Collaborations Pharmaceuticals, Inc |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36211133$$D View this record in MEDLINE/PubMed |
| BookMark | eNp9kc1O3DAUha2KqgOUF-gCRWLDJtR_sRMWSGgKtBJSN-3aunFuBo8y9mAng-btaxhoKQtWtnW_c3SuzwHZ88EjIV8YPWNU1F-T5LxSJeW8pFSqqmw-kH1e5WdVi2bv1X1GjlJaUko5k7Ki8hOZCcUZY0Lsk_NvEwzFlLAIfQFxdL2zDobS-RGHwS3QWyzX4QEjdkUXp0XRuWTDBuP2M_nYw5Dw6Pk8JL-vr37Nv5e3P29-zC9vSyu1HEvV6Ja1jdLC1p2tKJdKI4BgErqeAUPR0Fajtk3X130PqJkCRGCAyvK2FofkYue7ntoVdhb9GGEw6-hWELcmgDP_T7y7M4uwMU0lJa9pNjh9NojhfsI0mlXeIa8HHsOUDNdcyFpyoTJ68gZdhin6vJ7hSjItlNZVpo5fJ_ob5eVbM1DvABtDShF7Y90IowuPAd1gGDWPJZpdiSaXaJ5KNE2W8jfSF_d3RWInShn2C4z_Yr-j-gO5tK8F |
| CitedBy_id | crossref_primary_10_3390_ijms24108600 crossref_primary_10_3390_iot4020009 crossref_primary_10_1038_s41598_024_82977_5 crossref_primary_10_1089_genbio_2023_0025 crossref_primary_10_1088_3050_287X_adfee5 crossref_primary_10_3390_molecules29071499 crossref_primary_10_1016_j_jpha_2024_101144 crossref_primary_10_1038_s41557_025_01815_x crossref_primary_10_1016_j_drudis_2022_103410 crossref_primary_10_3390_atmos16050490 crossref_primary_10_1109_ACCESS_2025_3599912 crossref_primary_10_1016_j_matt_2022_09_022 crossref_primary_10_1016_j_cbi_2025_111711 crossref_primary_10_1016_j_snb_2025_137982 crossref_primary_10_1038_s41467_024_55462_w crossref_primary_10_1038_s42256_022_00598_x crossref_primary_10_3389_fmed_2024_1364703 crossref_primary_10_3390_ph16070993 crossref_primary_10_1038_s41570_025_00747_x crossref_primary_10_1038_d41586_024_03815_2 crossref_primary_10_1111_itor_70049 crossref_primary_10_1093_bib_bbad422 crossref_primary_10_1007_s00146_025_02263_4 crossref_primary_10_1080_08839514_2024_2395750 crossref_primary_10_2105_AJPH_2024_307888 crossref_primary_10_1089_apb_2024_0034 crossref_primary_10_1016_j_fsidi_2023_301617 crossref_primary_10_1038_s42256_024_00967_8 crossref_primary_10_1186_s13321_023_00749_1 crossref_primary_10_5802_crbiol_157_fr crossref_primary_10_3390_app14177837 crossref_primary_10_1021_acs_chas_2c00088 crossref_primary_10_1038_s42256_024_00832_8 crossref_primary_10_5114_bta_200803 crossref_primary_10_1038_s42256_022_00580_7 crossref_primary_10_1007_s11042_024_18802_y crossref_primary_10_1109_ACCESS_2024_3389497 crossref_primary_10_1021_envhealth_4c00273 crossref_primary_10_1208_s12249_025_03134_3 crossref_primary_10_1109_MTS_2023_3299315 crossref_primary_10_3389_frai_2025_1478068 crossref_primary_10_1371_journal_pcbi_1012975 crossref_primary_10_1017_S1049023X23000481 crossref_primary_10_32708_uutfd_1718121 crossref_primary_10_1111_1742_6723_14486 crossref_primary_10_1177_17470161241261466 crossref_primary_10_1038_s44319_024_00124_7 crossref_primary_10_1007_s11098_025_02301_3 crossref_primary_10_1080_09515089_2022_2093708 crossref_primary_10_1080_23299460_2024_2304381 crossref_primary_10_1136_jme_2024_110402 crossref_primary_10_1089_apb_2024_0052 crossref_primary_10_3390_cimb47090753 crossref_primary_10_1021_acscatal_5c04238 crossref_primary_10_1136_jme_2024_110404 crossref_primary_10_1126_scitranslmed_adi0336 crossref_primary_10_3389_frma_2022_1012355 crossref_primary_10_1038_s42256_022_00497_1 crossref_primary_10_51583_IJLTEMAS_2025_1408000134 crossref_primary_10_3389_fbioe_2024_1359768 crossref_primary_10_1007_s13347_024_00827_8 crossref_primary_10_1038_s42256_024_00926_3 crossref_primary_10_1177_00258172221144165 crossref_primary_10_1021_acschemneuro_4c00405 crossref_primary_10_1016_j_yjoc_2023_100063 crossref_primary_10_3390_ph18091271 crossref_primary_10_3390_analytica6020017 crossref_primary_10_54688_ayd_1104830 crossref_primary_10_5802_crbiol_157 crossref_primary_10_1038_s42256_022_00511_6 crossref_primary_10_3390_toxics13080659 crossref_primary_10_1038_d41586_023_03700_4 crossref_primary_10_3389_fbioe_2024_1456354 crossref_primary_10_1038_s42256_022_00481_9 crossref_primary_10_5465_amr_2021_0421 crossref_primary_10_1177_17470161241261044 crossref_primary_10_1177_17470161241267782 crossref_primary_10_1007_s13347_024_00740_0 crossref_primary_10_1038_s41592_024_02425_0 crossref_primary_10_1055_a_1871_2676 crossref_primary_10_1146_annurev_biodatasci_102623_104553 crossref_primary_10_1016_j_ipha_2024_09_001 crossref_primary_10_1016_j_cell_2024_09_022 crossref_primary_10_1177_17470161241240587 crossref_primary_10_1007_s43681_023_00409_y crossref_primary_10_1016_j_yjoc_2024_100075 crossref_primary_10_1111_ele_14535 crossref_primary_10_1007_s00146_024_02050_7 crossref_primary_10_1007_s11192_024_05228_4 crossref_primary_10_1016_S0140_6736_24_00302_7 crossref_primary_10_1038_s41589_022_01131_2 crossref_primary_10_1007_s00481_024_00839_0 crossref_primary_10_1016_j_compbiomed_2023_106848 crossref_primary_10_1126_sciadv_adw2799 crossref_primary_10_1007_s44163_025_00266_0 crossref_primary_10_1089_genbio_2024_0051 crossref_primary_10_1080_15265161_2023_2250333 crossref_primary_10_3390_biom13020315 crossref_primary_10_1038_s41592_024_02332_4 crossref_primary_10_3389_fmed_2025_1492709 crossref_primary_10_1136_jme_2024_110219 crossref_primary_10_3389_fdgth_2025_1622123 crossref_primary_10_1016_j_tibtech_2025_02_008 crossref_primary_10_1089_hs_2023_0093 crossref_primary_10_1080_01480545_2024_2329752 crossref_primary_10_1089_apb_2024_0005 crossref_primary_10_1007_s00481_024_00811_y crossref_primary_10_1017_qrd_2022_12 crossref_primary_10_1016_j_artmed_2025_103192 crossref_primary_10_1080_17449626_2024_2425366 crossref_primary_10_1093_isr_viae013 crossref_primary_10_1038_s43588_025_00836_3 crossref_primary_10_3390_ijms242316761 crossref_primary_10_1038_s41586_023_06221_2 crossref_primary_10_1016_j_jhazmat_2023_131616 crossref_primary_10_1016_j_neurot_2025_e00624 crossref_primary_10_1057_s41284_024_00441_5 crossref_primary_10_1007_s00146_024_02130_8 crossref_primary_10_1080_23742917_2025_2511145 crossref_primary_10_1136_bmj_p1340 crossref_primary_10_1111_1751_7915_70014 crossref_primary_10_3390_philosophies9020039 crossref_primary_10_1080_07391102_2023_2281637 crossref_primary_10_1016_j_patter_2025_101346 crossref_primary_10_1038_s41592_024_02320_8 crossref_primary_10_1086_732153 crossref_primary_10_1038_s41578_022_00513_1 crossref_primary_10_1007_s11229_022_03902_9 crossref_primary_10_1016_j_talanta_2025_127991 crossref_primary_10_1007_s43681_024_00621_4 crossref_primary_10_1021_acs_chemrestox_5c00033 crossref_primary_10_1136_jme_2025_110750 crossref_primary_10_1038_s41597_023_02298_6 crossref_primary_10_1089_genbio_2022_0025 crossref_primary_10_1055_a_1855_9639 crossref_primary_10_1186_s13321_024_00930_0 |
| Cites_doi | 10.1016/j.neuropharm.2020.108298 10.33774/chemrxiv-2021-nlwvs 10.1093/toxsci/kfl103 10.1289/EHP8495 10.1021/acs.jcim.0c00915 10.1126/science.aax1566 10.1038/s42256-021-00298-y 10.1186/s13321-020-00472-1 |
| ContentType | Journal Article |
| Copyright | Springer Nature Limited 2022 Springer Nature Limited 2022. |
| Copyright_xml | – notice: Springer Nature Limited 2022 – notice: Springer Nature Limited 2022. |
| DBID | AAYXX CITATION NPM 3V. 7SC 7XB 88I 8FD 8FE 8FG 8FK ABUWG AFKRA ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO GNUQQ HCIFZ JQ2 K7- L7M L~C L~D M2P P5Z P62 PHGZM PHGZT PKEHL PQEST PQGLB PQQKQ PQUKI PRINS Q9U 7X8 5PM |
| DOI | 10.1038/s42256-022-00465-9 |
| DatabaseName | CrossRef PubMed ProQuest Central (Corporate) Computer and Information Systems Abstracts ProQuest Central (purchase pre-March 2016) Science Database (Alumni Edition) Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection ProQuest Central (Alumni) (purchase pre-March 2016) ProQuest Central (Alumni) ProQuest Central UK/Ireland Advanced Technologies & Computer Science Collection ProQuest Central Essentials - QC ProQuest Central ProQuest Technology Collection ProQuest One ProQuest Central ProQuest Central Student SciTech Premium Collection ProQuest Computer Science Collection Computer Science Database Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional Science Database Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection ProQuest One Academic ProQuest One Academic (New) ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic (retired) ProQuest One Academic UKI Edition ProQuest Central China ProQuest Central Basic MEDLINE - Academic PubMed Central (Full Participant titles) |
| DatabaseTitle | CrossRef PubMed Computer Science Database ProQuest Central Student Technology Collection Technology Research Database Computer and Information Systems Abstracts – Academic ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Computer Science Collection Computer and Information Systems Abstracts ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Central China ProQuest Central ProQuest One Applied & Life Sciences ProQuest Central Korea ProQuest Central (New) Advanced Technologies Database with Aerospace Advanced Technologies & Aerospace Collection ProQuest Science Journals (Alumni Edition) ProQuest Central Basic ProQuest Science Journals ProQuest One Academic Eastern Edition ProQuest Technology Collection ProQuest SciTech Collection Computer and Information Systems Abstracts Professional Advanced Technologies & Aerospace Database ProQuest One Academic UKI Edition ProQuest One Academic ProQuest Central (Alumni) ProQuest One Academic (New) MEDLINE - Academic |
| DatabaseTitleList | PubMed MEDLINE - Academic Computer Science Database |
| Database_xml | – sequence: 1 dbid: NPM name: PubMed url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 2 dbid: BENPR name: ProQuest Central url: https://www.proquest.com/central sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering Chemistry |
| EISSN | 2522-5839 |
| EndPage | 191 |
| ExternalDocumentID | PMC9544280 36211133 10_1038_s42256_022_00465_9 |
| Genre | Journal Article |
| GrantInformation_xml | – fundername: U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences (NIGMS) grantid: R44GM122196-02A1 funderid: https://doi.org/10.13039/100000057 – fundername: U.S. Department of Health & Human Services | NIH | National Institute of Environmental Health Sciences (NIEHS) grantid: 1R43ES031038-01 funderid: https://doi.org/10.13039/100000066 – fundername: NIEHS NIH HHS grantid: R43 ES031038 – fundername: NIEHS NIH HHS grantid: R43 ES033855 – fundername: NIGMS NIH HHS grantid: R44 GM122196 |
| GroupedDBID | 0R~ 88I AAEEF AARCD AAYZH ABJNI ABUWG ACBWK ADBBV AFKRA AFSHS AIBTJ ALFFA ALMA_UNASSIGNED_HOLDINGS ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO EBS EJD FSGXE GNUQQ HCIFZ K7- M2P NNMJJ ODYON RNT SIXXV SNYQT SOJ TBHMF AAYXX AFANA AFFHD AGSTI ATHPR CITATION O9- PHGZM PHGZT PQGLB NFIDA NPM 3V. 7SC 7XB 8FD 8FE 8FG 8FK JQ2 L7M L~C L~D P62 PKEHL PQEST PQQKQ PQUKI PRINS Q9U 7X8 PUEGO 5PM |
| ID | FETCH-LOGICAL-c474t-697b1b9673c8dc502467eaa314adf1a1e390b7e7c9df8ffae716aeea1ae6c2b83 |
| IEDL.DBID | M2P |
| ISICitedReferencesCount | 171 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000765659100001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 2522-5839 |
| IngestDate | Tue Nov 04 02:06:53 EST 2025 Wed Oct 01 10:38:15 EDT 2025 Sat Aug 23 13:05:08 EDT 2025 Mon Jul 21 05:57:42 EDT 2025 Tue Nov 18 21:24:13 EST 2025 Sat Nov 29 02:25:00 EST 2025 Fri Feb 21 02:37:40 EST 2025 |
| IsDoiOpenAccess | false |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 3 |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c474t-697b1b9673c8dc502467eaa314adf1a1e390b7e7c9df8ffae716aeea1ae6c2b83 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 |
| ORCID | 0000-0002-9807-5195 0000-0002-5691-5790 |
| OpenAccessLink | https://www.ncbi.nlm.nih.gov/pmc/articles/9544280 |
| PMID | 36211133 |
| PQID | 2641736775 |
| PQPubID | 5342773 |
| PageCount | 3 |
| ParticipantIDs | pubmedcentral_primary_oai_pubmedcentral_nih_gov_9544280 proquest_miscellaneous_2723484236 proquest_journals_2641736775 pubmed_primary_36211133 crossref_citationtrail_10_1038_s42256_022_00465_9 crossref_primary_10_1038_s42256_022_00465_9 springer_journals_10_1038_s42256_022_00465_9 |
| PublicationCentury | 2000 |
| PublicationDate | 2022-03-01 |
| PublicationDateYYYYMMDD | 2022-03-01 |
| PublicationDate_xml | – month: 03 year: 2022 text: 2022-03-01 day: 01 |
| PublicationDecade | 2020 |
| PublicationPlace | London |
| PublicationPlace_xml | – name: London – name: England – name: Basingstoke |
| PublicationTitle | Nature machine intelligence |
| PublicationTitleAbbrev | Nat Mach Intell |
| PublicationTitleAlternate | Nat Mach Intell |
| PublicationYear | 2022 |
| Publisher | Nature Publishing Group UK Nature Publishing Group |
| Publisher_xml | – name: Nature Publishing Group UK – name: Nature Publishing Group |
| References | Spiez Convergence Conference https://www.spiezlab.admin.ch/en/home/meta/refconvergence.html (2021). GenhedenSJ. Cheminform.2020127010.1186/s13321-020-00472-1 BlaschkeTJ. Chem. Inf. Model.2020605918592210.1021/acs.jcim.0c00915 ColeyCWScience2019365eaax156610.1126/science.aax1566 Brown, T. B. et al. Preprint at arXivhttps://arxiv.org/abs/2005.14165 (2020). MansouriKEnviron. Health Perspect.202112904701310.1289/EHP8495 PrunklCEANat. Mach. Intell.2021310411010.1038/s42256-021-00298-y Urbina, F., Lowden, C. T., Culberson, J. C. & Ekins, S. https://doi.org/10.33774/chemrxiv-2021-nlwvs (2021). Hutson, M. The New Yorkerhttps://www.newyorker.com/tech/annals-of-technology/who-should-stop-unethical-ai (2021). National Research Council Committee on Toxicology. https://www.ncbi.nlm.nih.gov/books/NBK233724/ (National Academies Press, 1997). Aroniadou-AnderjaskaVAplandJPFigueiredoTHDe Araujo FurtadoMBragaMFNeuropharmacology202018110829810.1016/j.neuropharm.2020.108298 DixDJToxicol. Sci.20079551210.1093/toxsci/kfl103 Organisation for the Prohibition of Chemical Weapons. The Hague Ethical Guidelines https://www.opcw.org/hague-ethical-guidelines (2021). 465_CR10 T Blaschke (465_CR4) 2020; 60 465_CR11 CEA Prunkl (465_CR12) 2021; 3 465_CR13 V Aroniadou-Anderjaska (465_CR6) 2020; 181 S Genheden (465_CR7) 2020; 12 DJ Dix (465_CR9) 2007; 95 CW Coley (465_CR8) 2019; 365 465_CR1 465_CR2 K Mansouri (465_CR3) 2021; 129 465_CR5 |
| References_xml | – reference: DixDJToxicol. Sci.20079551210.1093/toxsci/kfl103 – reference: Hutson, M. The New Yorkerhttps://www.newyorker.com/tech/annals-of-technology/who-should-stop-unethical-ai (2021). – reference: BlaschkeTJ. Chem. Inf. Model.2020605918592210.1021/acs.jcim.0c00915 – reference: ColeyCWScience2019365eaax156610.1126/science.aax1566 – reference: GenhedenSJ. Cheminform.2020127010.1186/s13321-020-00472-1 – reference: Aroniadou-AnderjaskaVAplandJPFigueiredoTHDe Araujo FurtadoMBragaMFNeuropharmacology202018110829810.1016/j.neuropharm.2020.108298 – reference: Brown, T. B. et al. Preprint at arXivhttps://arxiv.org/abs/2005.14165 (2020). – reference: PrunklCEANat. Mach. Intell.2021310411010.1038/s42256-021-00298-y – reference: Organisation for the Prohibition of Chemical Weapons. The Hague Ethical Guidelines https://www.opcw.org/hague-ethical-guidelines (2021). – reference: Spiez Convergence Conference https://www.spiezlab.admin.ch/en/home/meta/refconvergence.html (2021). – reference: Urbina, F., Lowden, C. T., Culberson, J. C. & Ekins, S. https://doi.org/10.33774/chemrxiv-2021-nlwvs (2021). – reference: National Research Council Committee on Toxicology. https://www.ncbi.nlm.nih.gov/books/NBK233724/ (National Academies Press, 1997). – reference: MansouriKEnviron. Health Perspect.202112904701310.1289/EHP8495 – volume: 181 start-page: 108298 year: 2020 ident: 465_CR6 publication-title: Neuropharmacology doi: 10.1016/j.neuropharm.2020.108298 – ident: 465_CR13 – ident: 465_CR1 – ident: 465_CR2 doi: 10.33774/chemrxiv-2021-nlwvs – ident: 465_CR5 – volume: 95 start-page: 5 year: 2007 ident: 465_CR9 publication-title: Toxicol. Sci. doi: 10.1093/toxsci/kfl103 – volume: 129 start-page: 047013 year: 2021 ident: 465_CR3 publication-title: Environ. Health Perspect. doi: 10.1289/EHP8495 – volume: 60 start-page: 5918 year: 2020 ident: 465_CR4 publication-title: J. Chem. Inf. Model. doi: 10.1021/acs.jcim.0c00915 – volume: 365 start-page: eaax1566 year: 2019 ident: 465_CR8 publication-title: Science doi: 10.1126/science.aax1566 – volume: 3 start-page: 104 year: 2021 ident: 465_CR12 publication-title: Nat. Mach. Intell. doi: 10.1038/s42256-021-00298-y – volume: 12 start-page: 70 year: 2020 ident: 465_CR7 publication-title: J. Cheminform. doi: 10.1186/s13321-020-00472-1 – ident: 465_CR10 – ident: 465_CR11 |
| SSID | ssj0002144504 |
| Score | 2.6202888 |
| Snippet | An international security conference explored how artificial intelligence (AI) technologies for drug discovery could be misused for de novo design of... |
| SourceID | pubmedcentral proquest pubmed crossref springer |
| SourceType | Open Access Repository Aggregation Database Index Database Enrichment Source Publisher |
| StartPage | 189 |
| SubjectTerms | 631/154/1438 631/154/570 639/638/630 639/705/794 706/648/179 Artificial intelligence Biological & chemical weapons Biological activity Chemistry Comment Design Engineering Machine learning Open source software Public domain R&D Research & development Toxicity |
| Title | Dual use of artificial-intelligence-powered drug discovery |
| URI | https://link.springer.com/article/10.1038/s42256-022-00465-9 https://www.ncbi.nlm.nih.gov/pubmed/36211133 https://www.proquest.com/docview/2641736775 https://www.proquest.com/docview/2723484236 https://pubmed.ncbi.nlm.nih.gov/PMC9544280 |
| Volume | 4 |
| WOSCitedRecordID | wos000765659100001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVPQU databaseName: Advanced Technologies & Aerospace Database customDbUrl: eissn: 2522-5839 dateEnd: 20241209 omitProxy: false ssIdentifier: ssj0002144504 issn: 2522-5839 databaseCode: P5Z dateStart: 20190101 isFulltext: true titleUrlDefault: https://search.proquest.com/hightechjournals providerName: ProQuest – providerCode: PRVPQU databaseName: Computer Science Database customDbUrl: eissn: 2522-5839 dateEnd: 20241209 omitProxy: false ssIdentifier: ssj0002144504 issn: 2522-5839 databaseCode: K7- dateStart: 20190101 isFulltext: true titleUrlDefault: http://search.proquest.com/compscijour providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: eissn: 2522-5839 dateEnd: 20241209 omitProxy: false ssIdentifier: ssj0002144504 issn: 2522-5839 databaseCode: BENPR dateStart: 20190101 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVPQU databaseName: Science Database customDbUrl: eissn: 2522-5839 dateEnd: 20241209 omitProxy: false ssIdentifier: ssj0002144504 issn: 2522-5839 databaseCode: M2P dateStart: 20190101 isFulltext: true titleUrlDefault: https://search.proquest.com/sciencejournals providerName: ProQuest |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3di9QwEB-8O0Ff_D6tnksF3zRc0yRN4ovoeYegLosoLL6UfEx1Qbrrdiv435v0Y8_18F58KZQktJmZZGYyk98APKUZCs8yRaywgnDvC2IKVhDOLI07JVrbQea_l9Opms_1bDhwa4a0ynFP7DZqv3TxjPw4KG4qWSGleLn6QWLVqBhdHUpo7MFBsGxoTOn6kM-2ZywRDkxkfLgrkzF13PAgvzHrNifRMxRE7-qjC0bmxVzJvwKmnR46u_m_M7gFNwYLNH3Vi8xtuIL1Hbh2MhZ-uwsv3rShvW0wXVZplKweZIIs_kDvJKtYXQ196tft1zRe7Y2poL_uweez008nb8lQYoE4LvmGFFpaanUhmVPeiaCwC4nGMMqNr6ihyHRmJUqnfaWqymBwrwyioQYLl1vFDmG_Xtb4ANLKGS_zTKP1jBurVY4Y7AmFRmopnE2AjoQu3YA_HstgfC-7ODhTZc-cMjCn7JhT6gSebcesevSNS3sfjYQvh5XYlOdUT-DJtjlQNAZGTI3LNvSROeMqGJZFAvd7dm8_FxR8UAeMJSB3BGHbIeJz77bUi28dTrcWPDh3WQLPR5E5_61_z-Lh5bN4BNfzTnxjGtwR7G_WLT6Gq-7nZtGsJ7An52oCB69Pp7OP4e2dJJNuTYTnTHz5DcRyEek |
| linkProvider | ProQuest |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwEB6VgtReyrsECgQJTmA1iZ3YRkIItVStuqx6KFJvwY8JXanKLptNUf8UvxE7r7JU9NYDZzuJ43l7xt8AvI4jTC2NBNGpTgmzNiMqoxlhVMdeU6LWDWT-iI_H4uREHq3Ar_4ujC-r7HVio6jt1Pgz8m1nuGNOM87Tj7MfxHeN8tnVvoVGyxaHePHThWzVh4NdR983SbL3-Xhnn3RdBYhhnC1IJrmOtcw4NcKa1NmojKNSNGbKFrGKkcpIc-RG2kIUhUIXUShEFSvMTKIFde-9BbeZRxbzpYLJ0XCm4-HH0oh1d3MiKrYr5uTFV_kmxEeiKZHL9u-KU3u1NvOvBG1j9_bu_m87dg82Og87_NSKxH1YwfIBrO30je0ewvvd2o3XFYbTIvSS04JokMkf6KRk5rvHoQ3tvP4e-qvLvtT14hF8vZGlP4bVclriEwgLoyxPIonaUqa0FAmi85cEKi55anQAcU_Y3HT46r7Nx1ne5PmpyFtmyB0z5A0z5DKAt8MzsxZd5NrZWz2h807TVPkllQN4NQy7HfWJH1XitHZzeEKZcI5zFsBmy17D55wD48wdpQHwJcYbJnj88eWRcnLa4JDLlLngNQrgXc-il8v69188vf4vXsLa_vGXUT46GB8-g_WkER1f8rcFq4t5jc_hjjlfTKr5i0b2Qvh206z7G1NVbaA |
| linkToPdf | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwEB6VgoAL70egQJDgBNYmsR3HSAihLiuqVqs9gFRxCX5M6EpVdtlsQP1r_DrsvMpS0VsPnO0kjuebl2c8A_AijpBbGmVEc80JszYlKqUpYVTHXlKi1k3J_AMxnWaHh3K2Bb_6uzA-rbKXiY2gtgvjz8hHTnHHgqZC8FHRpUXMxpN3y-_Ed5Dykda-nUYLkX08-enct-rt3tjR-mWSTD582v1Iug4DxDDB1iSVQsdapoKazBru9FUqUCkaM2WLWMVIZaQFCiNtkRWFQuddKEQVK0xNojPq3nsJLgvnY_p0whn_Mpzv-FJkPGLdPZ2IZqOKOd7xGb8J8V4pJ3JTF54xcM_maf4VrG104OTm_7x7t-BGZ3mH71tWuQ1bWN6Ba7t9w7u78GZcu_G6wnBRhJ6j2uIaZP5H1VKy9F3l0IZ2VX8L_ZVmnwJ7cg8-X8jS78N2uSjxIYSFUVYkkURtKVNaZgmis6MyVEIKbnQAcU_k3HR11337j-O8if_TLG-BkTtg5A0wchnAq-GZZVt15NzZOz3R804CVfkpxQN4Pgy7HfUBIVXionZzREJZ5gzqNIAHLdSGzznDxqlBSgMQGyAcJvi65Jsj5fyoqU8uOXNObRTA6x6up8v69188Ov8vnsFVh9j8YG-6_xiuJw0X-UzAHdher2p8AlfMj_W8Wj1t2DCErxeN3N9TCnaM |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Dual+Use+of+Artificial+Intelligence-powered+Drug+Discovery&rft.jtitle=Nature+machine+intelligence&rft.au=Urbina%2C+Fabio&rft.au=Lentzos%2C+Filippa&rft.au=Invernizzi%2C+C%C3%A9dric&rft.au=Ekins%2C+Sean&rft.date=2022-03-01&rft.issn=2522-5839&rft.eissn=2522-5839&rft.volume=4&rft.issue=3&rft.spage=189&rft.epage=191&rft_id=info:doi/10.1038%2Fs42256-022-00465-9&rft_id=info%3Apmid%2F36211133&rft.externalDocID=PMC9544280 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2522-5839&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2522-5839&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2522-5839&client=summon |