{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,15]],"date-time":"2026-04-15T00:54:28Z","timestamp":1776214468732,"version":"3.50.1"},"reference-count":11,"publisher":"Oxford University Press (OUP)","issue":"1","license":[{"start":{"date-parts":[[2019,2,26]],"date-time":"2019-02-26T00:00:00Z","timestamp":1551139200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"funder":[{"DOI":"10.13039\/501100009032","name":"Development of Advanced Measurement and Analysis Systems","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100009032","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002241","name":"Japan Science and Technology Agency","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100002241","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,12,31]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>Biological dosimetry is used to estimate individual absorbed radiation dose by quantifying an appropriate biological marker. The most popular gold-standard marker is the appearance of dicentric chromosomes in metaphase. The metaphase finder is a tool for biological dosimetry that finds metaphase cells on glass slides. The author and a software company have designed a new system and are now preparing to produce the system commercially. The metaphase finder consists of an automated microscope, a camera, and a computer. To enhance the accuracy of the system, an artificial intelligence (AI) with deep learning was tested. A total of 1709 images of the metaphase finder detected as \u2018metaphases\u2019 were read into a nine-layer artificial neural network to detect true metaphases. A total of 456 images were used for training, and the rest of the images were used for validation. The accuracy of AI was 0.89 for metaphases and 0.90 for non-metaphases.<\/jats:p>","DOI":"10.1093\/rpd\/ncz012","type":"journal-article","created":{"date-parts":[[2019,1,18]],"date-time":"2019-01-18T15:15:55Z","timestamp":1547824555000},"page":"37-41","source":"Crossref","is-referenced-by-count":0,"title":["THE PROJECT OF ANOTHER LOW-COST METAPHASE FINDER (SECOND REPORT-APPLICATION OF ARTIFICIAL INTELLIGENCE)"],"prefix":"10.1093","volume":"186","author":[{"given":"Akira","family":"Furukawa","sequence":"first","affiliation":[{"name":"National Institutes for Quantum and Radiological Science and Technology , 4-9-1 Anagawa, Inage-ku, Chiba,","place":["Japan"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"286","published-online":{"date-parts":[[2019,2,26]]},"reference":[{"key":"2026041420035997900_ncz012C1","author":"International Atomic Energy Agency","year":"2001"},{"key":"2026041420035997900_ncz012C2","doi-asserted-by":"crossref","first-page":"502","DOI":"10.1667\/RR011CC.1","article-title":"RABiT-II: implementation of a high-throughput micronucleus biodosimetry assay on commercial biotech robotic systems","volume":"187","author":"Repin","year":"2017","journal-title":"Radiat. 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