{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,31]],"date-time":"2026-08-31T13:42:17Z","timestamp":1788183737785,"version":"build-2803163510"},"reference-count":34,"publisher":"Elsevier BV","issue":"1","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"}],"funder":[{"DOI":"10.13039\/501100001652","name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001652","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["brachyjournal.com","clinicalkey.com","clinicalkey.com.au","clinicalkey.es","clinicalkey.fr","clinicalkey.jp","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Brachytherapy"],"published-print":{"date-parts":[[2024,1]]},"DOI":"10.1016\/j.brachy.2023.09.009","type":"journal-article","created":{"date-parts":[[2023,11,25]],"date-time":"2023-11-25T15:29:27Z","timestamp":1700926167000},"page":"96-105","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":3,"title":["Toward a deep learning-based magnetic resonance imaging only workflow for postimplant dosimetry in I-125 seed brachytherapy for prostate cancer"],"prefix":"10.1016","volume":"23","author":[{"given":"Johanna","family":"Grigo","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3842-1375","authenticated-orcid":false,"given":"Andre","family":"Karius","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5416-7752","authenticated-orcid":false,"given":"Jannis","family":"Hanspach","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-8954-126X","authenticated-orcid":false,"given":"Lion","family":"M\u00fccke","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Frederik B.","family":"Laun","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yixing","family":"Huang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3871-7563","authenticated-orcid":false,"given":"Vratislav","family":"Strnad","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rainer","family":"Fietkau","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8539-6600","authenticated-orcid":false,"given":"Christoph","family":"Bert","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3966-2872","authenticated-orcid":false,"given":"Florian","family":"Putz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.brachy.2023.09.009_bib0001","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1016\/j.brachy.2020.07.005","article-title":"Long-term outcomes of a prospective randomized trial of (131)Cs\/(125)I permanent prostate brachytherapy","volume":"20","author":"Moran","year":"2021","journal-title":"Brachytherapy"},{"key":"10.1016\/j.brachy.2023.09.009_bib0002","doi-asserted-by":"crossref","first-page":"118","DOI":"10.1007\/s00066-020-01657-1","article-title":"Treatment of low-risk prostate cancer: a retrospective study with 477 patients comparing external beam radiotherapy and I-125 seeds brachytherapy in terms of biochemical control and late side effects","volume":"197","author":"Moll","year":"2021","journal-title":"Strahlenther Onkol"},{"key":"10.1016\/j.brachy.2023.09.009_bib0003","doi-asserted-by":"crossref","first-page":"986","DOI":"10.1007\/s00066-021-01815-z","article-title":"Comparison of EBRT and I-125 seed brachytherapy concerning outcome in intermediate-risk prostate cancer","volume":"197","author":"Moll","year":"2021","journal-title":"Strahlenther Onkol"},{"key":"10.1016\/j.brachy.2023.09.009_bib0004","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1016\/j.brachy.2016.10.002","article-title":"ACR appropriateness criteria: permanent source brachytherapy for prostate cancer","volume":"16","author":"Davis","year":"2017","journal-title":"Brachytherapy"},{"key":"10.1016\/j.brachy.2023.09.009_bib0005","doi-asserted-by":"crossref","first-page":"1114","DOI":"10.1016\/j.brachy.2021.07.006","article-title":"Low dose rate brachytherapy for primary treatment of localized prostate cancer: a systemic review and executive summary of an evidence-based consensus statement","volume":"20","author":"King","year":"2021","journal-title":"Brachytherapy"},{"key":"10.1016\/j.brachy.2023.09.009_bib0006","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1016\/j.brachy.2011.07.005","article-title":"American Brachytherapy Society consensus guidelines for transrectal ultrasound-guided permanent prostate brachytherapy","volume":"11","author":"Davis","year":"2012","journal-title":"Brachytherapy"},{"key":"10.1016\/j.brachy.2023.09.009_bib0007","doi-asserted-by":"crossref","first-page":"635","DOI":"10.1016\/j.brachy.2022.04.007","article-title":"Permanent LDR prostate brachytherapy: comprehensive characterization of seed-dynamics within the prostate on a seed-only level","volume":"21","author":"Karius","year":"2022","journal-title":"Brachytherapy"},{"key":"10.1016\/j.brachy.2023.09.009_bib0008","doi-asserted-by":"crossref","DOI":"10.1016\/j.radonc.2023.109590","article-title":"Seed-displacements in the immediate post-implant phase in permanent prostate brachytherapy","volume":"183","author":"Karius","year":"2023","journal-title":"Radiother Oncol"},{"key":"10.1016\/j.brachy.2023.09.009_bib0009","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1016\/j.brachy.2012.03.009","article-title":"Magnetic resonance imaging-based treatment planning for prostate brachytherapy","volume":"12","author":"Albert","year":"2013","journal-title":"Brachytherapy"},{"key":"10.1016\/j.brachy.2023.09.009_bib0010","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1016\/S0167-8140(00)00306-6","article-title":"ESTRO\/EAU\/EORTC recommendations on permanent seed implantation for localized prostate cancer","volume":"57","author":"Ash","year":"2000","journal-title":"Radiother Oncol"},{"key":"10.1016\/j.brachy.2023.09.009_bib0011","doi-asserted-by":"crossref","first-page":"192","DOI":"10.1016\/j.radonc.2012.06.014","article-title":"Prostate post-implant dosimetry: interobserver variability in seed localisation, contouring and fusion","volume":"104","author":"De Brabandere","year":"2012","journal-title":"Radiother Oncol"},{"key":"10.1016\/j.brachy.2023.09.009_bib0012","doi-asserted-by":"crossref","first-page":"e13727","DOI":"10.1002\/acm2.13727","article-title":"Quality assurance and long-term stability of a novel 3-in-1 X-ray system for brachytherapy","volume":"23","author":"Karius","year":"2022","journal-title":"J Appl Clin Med Phys"},{"key":"10.1016\/j.brachy.2023.09.009_bib0013","doi-asserted-by":"crossref","first-page":"573","DOI":"10.1007\/s00066-022-01912-7","article-title":"First clinical experience with a novel, mobile cone-beam CT system for treatment quality assurance in brachytherapy","volume":"198","author":"Karius","year":"2022","journal-title":"Strahlenther Onkol"},{"key":"10.1016\/j.brachy.2023.09.009_bib0014","doi-asserted-by":"crossref","first-page":"282","DOI":"10.1016\/j.brachy.2016.11.018","article-title":"Adaptive cone-beam CT planning improves long-term biochemical disease-free survival for (125)I prostate brachytherapy","volume":"16","author":"Peters","year":"2017","journal-title":"Brachytherapy"},{"key":"10.1016\/j.brachy.2023.09.009_bib0015","doi-asserted-by":"crossref","first-page":"1572","DOI":"10.1016\/j.ijrobp.2004.08.033","article-title":"MR and CT image fusion for postimplant analysis in permanent prostate seed implants","volume":"60","author":"Polo","year":"2004","journal-title":"Int J Radiat Oncol Biol Phys"},{"key":"10.1016\/j.brachy.2023.09.009_bib0016","doi-asserted-by":"crossref","first-page":"597","DOI":"10.1016\/j.ijrobp.2006.06.023","article-title":"Comparison of MRI-based and CT\/MRI fusion-based postimplant dosimetric analysis of prostate brachytherapy","volume":"66","author":"Tanaka","year":"2006","journal-title":"Int J Radiat Oncol Biol Phys"},{"key":"10.1016\/j.brachy.2023.09.009_bib0017","first-page":"337","article-title":"Improved dosimetry in prostate brachytherapy using high resolution contrast enhanced magnetic resonance imaging: a feasibility study","volume":"6","author":"Buch","year":"2015","journal-title":"J Contemp Brachytherapy"},{"key":"10.1016\/j.brachy.2023.09.009_bib0018","doi-asserted-by":"crossref","first-page":"468","DOI":"10.1016\/j.brachy.2011.12.010","article-title":"Impact of MRI-based postimplant dosimetric assessment in prostate brachytherapy using contrast-enhanced T1-weighted images","volume":"11","author":"Ohashi","year":"2012","journal-title":"Brachytherapy"},{"key":"10.1016\/j.brachy.2023.09.009_bib0019","doi-asserted-by":"crossref","first-page":"5051","DOI":"10.1002\/mp.12505","article-title":"Challenges in MR-only seed localization for postimplant dosimetry in permanent prostate brachytherapy","volume":"44","author":"Zijlstra","year":"2017","journal-title":"Med Phys"},{"key":"10.1016\/j.brachy.2023.09.009_bib0020","doi-asserted-by":"crossref","first-page":"761","DOI":"10.1016\/j.brachy.2017.04.004","article-title":"Permanent prostate brachytherapy postimplant magnetic resonance imaging dosimetry using positive contrast magnetic resonance imaging markers","volume":"16","author":"Martin","year":"2017","journal-title":"Brachytherapy"},{"key":"10.1016\/j.brachy.2023.09.009_bib0021","doi-asserted-by":"crossref","first-page":"595","DOI":"10.1002\/mrm.21478","article-title":"Susceptibility gradient mapping (SGM): a new postprocessing method for positive contrast generation applied to superparamagnetic iron oxide particle (SPIO)-labeled cells","volume":"60","author":"Dahnke","year":"2008","journal-title":"Magn Reson Med"},{"key":"10.1016\/j.brachy.2023.09.009_bib0022","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1016\/j.zemedi.2015.10.002","article-title":"Foundations of MRI phase imaging and processing for quantitative susceptibility mapping (QSM)","volume":"26","author":"Schweser","year":"2016","journal-title":"Z Med Phys"},{"key":"10.1016\/j.brachy.2023.09.009_bib0023","doi-asserted-by":"crossref","DOI":"10.1088\/1361-6560\/ab2623","article-title":"Potential applications of the quantitative susceptibility mapping (QSM) in MR-guided radiation therapy","volume":"64","author":"Nosrati","year":"2019","journal-title":"Phys Med Biol"},{"key":"10.1016\/j.brachy.2023.09.009_bib0024","doi-asserted-by":"crossref","first-page":"540","DOI":"10.1016\/j.radonc.2018.09.003","article-title":"MRI-based automated detection of implanted low dose rate (LDR) brachytherapy seeds using quantitative susceptibility mapping (QSM) and unsupervised machine learning (ML)","volume":"129","author":"Nosrati","year":"2018","journal-title":"Radiother Oncol"},{"key":"10.1016\/j.brachy.2023.09.009_bib0025","doi-asserted-by":"crossref","first-page":"206","DOI":"10.1016\/j.ijrobp.2019.10.009","article-title":"Postimplant dosimetry of permanent prostate brachytherapy: comparison of MRI-only and CT-MRI fusion-based workflows","volume":"106","author":"Nosrati","year":"2020","journal-title":"Int J Radiat Oncol Biol Phys"},{"key":"10.1016\/j.brachy.2023.09.009_bib0026","doi-asserted-by":"crossref","first-page":"1548","DOI":"10.1002\/mrm.29265","article-title":"Deep learning\u2013based quantitative susceptibility mapping (QSM) in the presence of fat using synthetically generated multi-echo phase training data","volume":"88","author":"Hanspach","year":"2022","journal-title":"Magn Reson Med"},{"key":"10.1016\/j.brachy.2023.09.009_bib0027","doi-asserted-by":"crossref","first-page":"e4292","DOI":"10.1002\/nbm.4292","article-title":"Overview of quantitative susceptibility mapping using deep learning: current status, challenges and opportunities","volume":"35","author":"Jung","year":"2022","journal-title":"NMR Biomed"},{"key":"10.1016\/j.brachy.2023.09.009_bib0028","doi-asserted-by":"crossref","unstructured":"Yuan Y, Sheu R-D, Fu L, Lo Y-C, A deep regression model for seed localization in prostate brachytherapy, in Medical Image Computing and Computer Assisted Intervention\u2014MICCAI2019: 22nd International Conference, Shenzhen, China, October 13\u201317, 2019, Proceedings, Part V. 2019, Springer-Verlag: Shenzhen, China.","DOI":"10.1007\/978-3-030-32254-0_43"},{"key":"10.1016\/j.brachy.2023.09.009_bib0029","unstructured":"Hoesl M, Corral, NE, Mistry, N. MR-based synthetic CT reimagined: an AI based algorithm for continuous Hounsfield units in the pelvis and brain\u2014with syngo.via RT Image Suite (VB60). S. Healthcare, (ed.). 2022; Siemens Healthcare GmbH.,"},{"key":"10.1016\/j.brachy.2023.09.009_bib0030","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1038\/s41592-020-01008-z","article-title":"nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation","volume":"18","author":"Isensee","year":"2021","journal-title":"Nat Methods"},{"key":"10.1016\/j.brachy.2023.09.009_bib0031","doi-asserted-by":"crossref","first-page":"1323","DOI":"10.1016\/j.mri.2012.05.001","article-title":"3D Slicer as an image computing platform for the quantitative imaging network","volume":"30","author":"Fedorov","year":"2012","journal-title":"Magn Reson Imag"},{"key":"10.1016\/j.brachy.2023.09.009_bib0032","doi-asserted-by":"crossref","first-page":"633","DOI":"10.1118\/1.1646040","article-title":"Update of AAPM task group no. 43 report: a revised AAPM protocol for brachytherapy dose calculations","volume":"31","author":"Rivard","year":"2004","journal-title":"Med Phys"},{"key":"10.1016\/j.brachy.2023.09.009_bib0033","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1186\/1748-717X-4-54","article-title":"Systematisation of spatial uncertainties for comparison between a MR and a CT-based radiotherapy workflow for prostate treatments","volume":"4","author":"Nyholm","year":"2009","journal-title":"Radiat Oncol"},{"key":"10.1016\/j.brachy.2023.09.009_bib0034","doi-asserted-by":"crossref","first-page":"3105","DOI":"10.1088\/0031-9155\/52\/11\/012","article-title":"Dosimetry accuracy as a function of seed localization uncertainty in permanent prostate brachytherapy: increased seed number correlates with less variability in prostate dosimetry","volume":"52","author":"Su","year":"2007","journal-title":"Phys Med Biol"}],"container-title":["Brachytherapy"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1538472123016483?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1538472123016483?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T02:19:31Z","timestamp":1761531571000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1538472123016483"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1]]},"references-count":34,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2024,1]]}},"alternative-id":["S1538472123016483"],"URL":"https:\/\/doi.org\/10.1016\/j.brachy.2023.09.009","relation":{},"ISSN":["1538-4721"],"issn-type":[{"value":"1538-4721","type":"print"}],"subject":[],"published":{"date-parts":[[2024,1]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Toward a deep learning-based magnetic resonance imaging only workflow for postimplant dosimetry in I-125 seed brachytherapy for prostate cancer","name":"articletitle","label":"Article Title"},{"value":"Brachytherapy","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.brachy.2023.09.009","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2023 American Brachytherapy Society. Published by Elsevier Inc. All rights reserved.","name":"copyright","label":"Copyright"}]}}