{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,3]],"date-time":"2026-08-03T21:42:47Z","timestamp":1785793367667,"version":"3.56.0"},"reference-count":10,"publisher":"Wiley","issue":"4","license":[{"start":{"date-parts":[[2023,4,24]],"date-time":"2023-04-24T00:00:00Z","timestamp":1682294400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Br J Haematol"],"published-print":{"date-parts":[[2023,8]]},"abstract":"<jats:p>The era of AI\u2010based methods to improve flow cytometry diagnostics in haematology is now at the beginning. The study by Nguyen and colleagues explored an emerging machine learning approach to assess phenotypic MRD in chronic lymphocytic leukaemia patients, showing that such AI\u2010driven computational analysis may represent a robust and feasible tool for advanced diagnostics of haematological malignancies.<\/jats:p><jats:p>Commentary on: Nguyen et al. Computational flow cytometry provides accurate assessment of measurable residual disease in chronic lymphocytic leukaemia. Br J Haematol 2023;202:760\u2013770.<\/jats:p>","DOI":"10.1111\/bjh.18833","type":"journal-article","created":{"date-parts":[[2023,4,24]],"date-time":"2023-04-24T10:13:27Z","timestamp":1682331207000},"page":"715-717","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["From gating to computational flow cytometry: Exploiting artificial intelligence for <scp>MRD<\/scp> diagnostics"],"prefix":"10.1111","volume":"202","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2089-6230","authenticated-orcid":false,"given":"Giovanni","family":"Riva","sequence":"first","affiliation":[{"name":"Diagnostic Hematology and Clinical Genomics Laboratory, Department of Laboratory Medicine and Pathology AUSL\/AOU Modena  Modena Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mario","family":"Luppi","sequence":"additional","affiliation":[{"name":"Section of Hematology, Department of Medical and Surgical Sciences University of Modena and Reggio Emilia, AOU Modena  Modena Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Enrico","family":"Tagliafico","sequence":"additional","affiliation":[{"name":"Diagnostic Hematology and Clinical Genomics Laboratory, Department of Laboratory Medicine and Pathology AUSL\/AOU Modena  Modena Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2023,4,24]]},"reference":[{"key":"e_1_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1111\/bjh.18802"},{"key":"e_1_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.3390\/cancers13184582"},{"key":"e_1_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1056\/EVIDoa2200006"},{"key":"e_1_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1182\/blood.2021015014"},{"key":"e_1_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1002\/ajh.26367"},{"key":"e_1_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1111\/bjh.18206"},{"key":"e_1_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1002\/cyto.a.24191"},{"key":"e_1_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.3390\/cancers13040629"},{"key":"e_1_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.3390\/cancers14102537"},{"key":"e_1_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.blre.2022.101019"}],"container-title":["British Journal of Haematology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/bjh.18833","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,9]],"date-time":"2024-09-09T02:34:32Z","timestamp":1725849272000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/bjh.18833"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,4,24]]},"references-count":10,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2023,8]]}},"alternative-id":["10.1111\/bjh.18833"],"URL":"https:\/\/doi.org\/10.1111\/bjh.18833","archive":["Portico"],"relation":{},"ISSN":["0007-1048","1365-2141"],"issn-type":[{"value":"0007-1048","type":"print"},{"value":"1365-2141","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,4,24]]},"assertion":[{"value":"2023-04-14","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-04-14","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2023-04-24","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}