{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T15:45:58Z","timestamp":1790955958062,"version":"4.1.0"},"reference-count":76,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,3,22]],"date-time":"2026-03-22T00:00:00Z","timestamp":1774137600000},"content-version":"am","delay-in-days":325,"URL":"http:\/\/www.elsevier.com\/open-access\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Medical Image Analysis"],"published-print":{"date-parts":[[2025,5]]},"DOI":"10.1016\/j.media.2025.103538","type":"journal-article","created":{"date-parts":[[2025,2,28]],"date-time":"2025-02-28T11:32:22Z","timestamp":1740742342000},"page":"103538","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":1,"special_numbering":"C","title":["Graph-based prototype inverse-projection for identifying cortical sulcal pattern abnormalities in congenital heart disease"],"prefix":"10.1016","volume":"102","author":[{"given":"Hyeokjin","family":"Kwon","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-4445-1423","authenticated-orcid":false,"given":"Seungyeon","family":"Son","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7816-2646","authenticated-orcid":false,"given":"Sarah U.","family":"Morton","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Wypij","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"John","family":"Cleveland","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Caitlin K","family":"Rollins","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hao","family":"Huang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Elizabeth","family":"Goldmuntz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ashok","family":"Panigrahy","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4452-3626","authenticated-orcid":false,"given":"Nina H.","family":"Thomas","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3438-5685","authenticated-orcid":false,"given":"Wendy K.","family":"Chung","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Evdokia","family":"Anagnostou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ami","family":"Norris-Brilliant","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bruce D.","family":"Gelb","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Patrick","family":"McQuillen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0726-9988","authenticated-orcid":false,"suffix":"Jr.","given":"George A.","family":"Porter","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Martin","family":"Tristani-Firouzi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4855-9260","authenticated-orcid":false,"given":"Mark W.","family":"Russell","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amy E.","family":"Roberts","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jane W.","family":"Newburger","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"P. Ellen","family":"Grant","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jong-Min","family":"Lee","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9239-8970","authenticated-orcid":false,"given":"Kiho","family":"Im","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.media.2025.103538_bib0001","first-page":"31","article-title":"Towards robust interpretability with self-explaining neural networks","author":"Alvarez Melis","year":"2018","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.media.2025.103538_bib0002","doi-asserted-by":"crossref","DOI":"10.1161\/JAHA.120.018580","article-title":"Abnormal left-hemispheric sulcal patterns in adults with simple congenital heart defects repaired in childhood","volume":"10","author":"Asschenfeldt","year":"2021","journal-title":"J. Am. Heart Assoc."},{"key":"10.1016\/j.media.2025.103538_bib0003","doi-asserted-by":"crossref","first-page":"764","DOI":"10.1126\/science.1244392","article-title":"Evolutionarily dynamic alternative splicing of GPR56 regulates regional cerebral cortical patterning","volume":"343","author":"Bae","year":"2014","journal-title":"Science"},{"key":"10.1016\/j.media.2025.103538_bib0004","unstructured":"Bahdanau, D., Cho, K., Bengio, Y., 2014. Neural machine translation by jointly learning to align and translate. arXiv preprint arXiv:1409.0473."},{"key":"10.1016\/j.media.2025.103538_bib0005","doi-asserted-by":"crossref","first-page":"1348","DOI":"10.1093\/brain\/aws019","article-title":"A developmental and genetic classification for malformations of cortical development: update 2012","volume":"135","author":"Barkovich","year":"2012","journal-title":"Brain"},{"key":"10.1016\/j.media.2025.103538_bib0006","unstructured":"B\u00e9cigneul, G., Ganea, O.E., Chen, B., Barzilay, R., Jaakkola, T.S., 2020. Optimal transport graph neural networks."},{"key":"10.1016\/j.media.2025.103538_bib0007","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1016\/j.media.2008.09.001","article-title":"Depth potential function for folding pattern representation, registration and analysis","volume":"13","author":"Boucher","year":"2009","journal-title":"Med. Image Anal."},{"key":"10.1016\/j.media.2025.103538_bib0008","unstructured":"Bresson, X., Laurent, T., 2017. Residual gated graph convnets. arXiv preprint arXiv:1711.07553."},{"key":"10.1016\/j.media.2025.103538_bib0009","first-page":"32","article-title":"This looks like that: deep learning for interpretable image recognition","author":"Chen","year":"2019","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.media.2025.103538_bib0010","doi-asserted-by":"crossref","first-page":"1256","DOI":"10.1016\/j.neuroimage.2004.12.052","article-title":"Cortical thickness analysis in autism with heat kernel smoothing","volume":"25","author":"Chung","year":"2005","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0011","doi-asserted-by":"crossref","first-page":"2932","DOI":"10.1093\/cercor\/bhs281","article-title":"Delayed cortical development in fetuses with complex congenital heart disease","volume":"23","author":"Clouchoux","year":"2013","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0012","first-page":"13260","article-title":"Principal neighbourhood aggregation for graph nets","volume":"33","author":"Corso","year":"2020","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.media.2025.103538_bib0013","doi-asserted-by":"crossref","unstructured":"Dai, E., Wang, S., 2022. Towards prototype-based self-explainable graph neural network. arXiv preprint arXiv:2210.01974.","DOI":"10.1145\/3459637.3482306"},{"key":"10.1016\/j.media.2025.103538_bib0014","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1006\/nimg.1998.0395","article-title":"Cortical surface-based analysis: I. Segmentation and surface reconstruction","volume":"9","author":"Dale","year":"1999","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0015","article-title":"Convolutional neural networks on graphs with fast localized spectral filtering","volume":"29","author":"Defferrard","year":"2016","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.media.2025.103538_bib0016","doi-asserted-by":"crossref","first-page":"575","DOI":"10.1016\/j.neuroimage.2018.08.041","article-title":"Exploring folding patterns of infant cerebral cortex based on multi-view curvature features: methods and applications","volume":"185","author":"Duan","year":"2019","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0017","first-page":"1","article-title":"Benchmarking graph neural networks","volume":"24","author":"Dwivedi","year":"2023","journal-title":"J. Mach. Learn. Res."},{"key":"10.1016\/j.media.2025.103538_bib0018","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1016\/j.neuroimage.2005.09.068","article-title":"The NIH MRI study of normal brain development","volume":"30","author":"Evans","year":"2006","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0019","doi-asserted-by":"crossref","first-page":"774","DOI":"10.1016\/j.neuroimage.2012.01.021","article-title":"FreeSurfer","volume":"62","author":"Fischl","year":"2012","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0020","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1006\/nimg.1998.0396","article-title":"Cortical surface-based analysis: II: inflation, flattening, and a surface-based coordinate system","volume":"9","author":"Fischl","year":"1999","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0021","unstructured":"Gasteiger, J., Bojchevski, A., G\u00fcnnemann, S., 2018. Predict then propagate: graph neural networks meet personalized pagerank. arXiv preprint arXiv:1810.05997."},{"key":"10.1016\/j.media.2025.103538_bib0022","first-page":"17940","article-title":"Protovae: a trustworthy self-explainable prototypical variational model","volume":"35","author":"Gautam","year":"2022","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.media.2025.103538_bib0023","series-title":"Proceedings of the International Conference on Machine Learning","first-page":"1263","article-title":"Neural message passing for quantum chemistry","author":"Gilmer","year":"2017"},{"key":"10.1016\/j.media.2025.103538_bib0024","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"9211","article-title":"Exploiting edge features for graph neural networks","author":"Gong","year":"2019"},{"key":"10.1016\/j.media.2025.103538_bib0025","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1162\/imag_a_00084","article-title":"Identification of rare cortical folding patterns using unsupervised deep learning","volume":"2","author":"Guillon","year":"2024","journal-title":"Imaging Neurosci."},{"key":"10.1016\/j.media.2025.103538_bib0026","article-title":"Inductive representation learning on large graphs","volume":"30","author":"Hamilton","year":"2017","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.media.2025.103538_bib0027","doi-asserted-by":"crossref","first-page":"1449","DOI":"10.3174\/ajnr.A5217","article-title":"Quantitative folding pattern analysis of early primary sulci in human fetuses with brain abnormalities","volume":"38","author":"Im","year":"2017","journal-title":"Am. J. Neuroradiol."},{"key":"10.1016\/j.media.2025.103538_bib0028","doi-asserted-by":"crossref","first-page":"602","DOI":"10.1093\/cercor\/bhp127","article-title":"Spatial distribution of deep sulcal landmarks and hemispherical asymmetry on the cortical surface","volume":"20","author":"Im","year":"2010","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0029","doi-asserted-by":"crossref","first-page":"e53678","DOI":"10.1371\/journal.pone.0053678","article-title":"Reliable identification of deep sulcal pits: the effects of scan session, scanner, and surface extraction tool","volume":"8","author":"Im","year":"2013","journal-title":"PLoS ONE"},{"key":"10.1016\/j.media.2025.103538_bib0030","doi-asserted-by":"crossref","first-page":"1077","DOI":"10.1016\/j.neuroimage.2011.04.062","article-title":"Quantitative comparison and analysis of sulcal patterns using sulcal graph matching: a twin study","volume":"57","author":"Im","year":"2011","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0031","doi-asserted-by":"crossref","first-page":"3007","DOI":"10.1093\/cercor\/bhs292","article-title":"Quantification and discrimination of abnormal sulcal patterns in polymicrogyria","volume":"23","author":"Im","year":"2013","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0032","doi-asserted-by":"crossref","first-page":"1138","DOI":"10.1093\/cercor\/bhu305","article-title":"Atypical sulcal pattern in children with developmental dyslexia and at-risk kindergarteners","volume":"26","author":"Im","year":"2016","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0033","series-title":"Proceedings of the 25th International Conference on Medical Image Computing and Computer Assisted Intervention\u2013MICCAI 2022","first-page":"334","article-title":"Prototype learning of inter-network connectivity for ASD diagnosis and personalized analysis","author":"Kang","year":"2022"},{"key":"10.1016\/j.media.2025.103538_bib0034","doi-asserted-by":"crossref","first-page":"1038","DOI":"10.1016\/j.neuroimage.2016.09.046","article-title":"BrainNetCNN: convolutional neural networks for brain networks; towards predicting neurodevelopment","volume":"146","author":"Kawahara","year":"2017","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0035","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"10233","article-title":"Proto2Proto: can you recognize the car, the way I do?","author":"Keswani","year":"2022"},{"key":"10.1016\/j.media.2025.103538_bib0036","unstructured":"Kipf, T.N., Welling, M., 2016. Semi-supervised classification with graph convolutional networks. arXiv preprint arXiv:1609.02907."},{"key":"10.1016\/j.media.2025.103538_bib0037","series-title":"Atlas of the Cerebral Sulci","author":"Kubik","year":"1990"},{"key":"10.1016\/j.media.2025.103538_bib0038","doi-asserted-by":"crossref","first-page":"3023","DOI":"10.1093\/cercor\/bhv123","article-title":"Are developmental trajectories of cortical folding comparable between cross-sectional datasets of fetuses and preterm newborns?","volume":"26","author":"Lef\u00e8vre","year":"2015","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0039","first-page":"12","article-title":"A reduction of a graph to a canonical form and an algebra arising during this reduction","volume":"2","author":"Leman","year":"1968","journal-title":"Nauchno-Tech. Inform."},{"key":"10.1016\/j.media.2025.103538_bib0040","doi-asserted-by":"crossref","first-page":"1415","DOI":"10.1093\/cercor\/bhm174","article-title":"Deep sulcal landmarks provide an organizing framework for human cortical folding","volume":"18","author":"Lohmann","year":"2008","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0041","doi-asserted-by":"crossref","first-page":"1535","DOI":"10.1016\/j.neuroimage.2006.10.041","article-title":"An unbiased iterative group registration template for cortical surface analysis","volume":"34","author":"Lyttelton","year":"2007","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0042","doi-asserted-by":"crossref","first-page":"278","DOI":"10.1002\/acn3.51950","article-title":"Association of genetic and sulcal traits with executive function in congenital heart disease","volume":"11","author":"Maleyeff","year":"2024","journal-title":"Ann. Clin. Transl. Neurol."},{"key":"10.1016\/j.media.2025.103538_bib0043","doi-asserted-by":"crossref","DOI":"10.1093\/cercor\/bhae224","article-title":"Meta-regression of sulcal patterns, clinical and environmental factors on neurodevelopmental outcomes in participants with multiple CHD types","volume":"34","author":"Maleyeff","year":"2024","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0044","doi-asserted-by":"crossref","first-page":"1951","DOI":"10.1161\/CIRCULATIONAHA.115.019881","article-title":"Brain in congenital heart disease across the lifespan: the cumulative burden of injury","volume":"133","author":"Marelli","year":"2016","journal-title":"Circulation"},{"key":"10.1016\/j.media.2025.103538_bib0045","doi-asserted-by":"crossref","DOI":"10.1542\/peds.2016-4055","article-title":"Brain injury and neurodevelopmental outcome in congenital heart disease: a systematic review","volume":"140","author":"Mebius","year":"2017","journal-title":"Pediatrics"},{"key":"10.1016\/j.media.2025.103538_bib0046","doi-asserted-by":"crossref","first-page":"500","DOI":"10.1148\/radiol.14140773","article-title":"The power button sign: a newly described central sulcal pattern on surface rendering MR images of type 2 focal cortical dysplasia","volume":"274","author":"Mellerio","year":"2015","journal-title":"Radiology"},{"key":"10.1016\/j.media.2025.103538_bib0047","doi-asserted-by":"crossref","first-page":"3625","DOI":"10.1002\/hbm.24199","article-title":"Discovering cortical sulcal folding patterns in neonates using large-scale dataset","volume":"39","author":"Meng","year":"2018","journal-title":"Hum. Brain Mapp."},{"key":"10.1016\/j.media.2025.103538_bib0048","doi-asserted-by":"crossref","first-page":"476","DOI":"10.1093\/cercor\/bhz101","article-title":"Abnormal left-hemispheric sulcal patterns correlate with neurodevelopmental outcomes in subjects with single ventricular congenital heart disease","volume":"30","author":"Morton","year":"2020","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0049","doi-asserted-by":"crossref","first-page":"4670","DOI":"10.1093\/cercor\/bhab114","article-title":"Abnormal right-hemispheric sulcal patterns correlate with executive function in adolescents with tetralogy of Fallot","volume":"31","author":"Morton","year":"2021","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0050","doi-asserted-by":"crossref","DOI":"10.1001\/jamanetworkopen.2022.53191","article-title":"Association of potentially damaging De Novo gene variants with neurologic outcomes in congenital heart disease","volume":"6","author":"Morton","year":"2023","journal-title":"JAMA Netw. Open"},{"key":"10.1016\/j.media.2025.103538_bib0051","doi-asserted-by":"crossref","first-page":"693","DOI":"10.1093\/brain\/awm007","article-title":"Altered orbitofrontal sulcogyral pattern in schizophrenia","volume":"130","author":"Nakamura","year":"2007","journal-title":"Brain"},{"key":"10.1016\/j.media.2025.103538_bib0052","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"14933","article-title":"Neural prototype trees for interpretable fine-grained image recognition","author":"Nauta","year":"2021"},{"key":"10.1016\/j.media.2025.103538_bib0053","doi-asserted-by":"crossref","first-page":"252","DOI":"10.1016\/j.neuron.2007.10.010","article-title":"Area patterning of the mammalian cortex","volume":"56","author":"O'Leary","year":"2007","journal-title":"Neuron"},{"key":"10.1016\/j.media.2025.103538_bib0054","doi-asserted-by":"crossref","first-page":"1164","DOI":"10.3174\/ajnr.A5628","article-title":"Volumetric brain MRI study in fetuses with congenital heart disease","volume":"39","author":"Olshaker","year":"2018","journal-title":"Am. J. Neuroradiol."},{"key":"10.1016\/j.media.2025.103538_bib0055","doi-asserted-by":"crossref","first-page":"3605","DOI":"10.1093\/cercor\/bhy235","article-title":"Early-emerging sulcal patterns are atypical in fetuses with congenital heart disease","volume":"29","author":"Ortinau","year":"2019","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0056","article-title":"Prototype-based interpretable graph neural networks","author":"Ragno","year":"2022","journal-title":"IEEE Trans. Artif. Intell."},{"key":"10.1016\/j.media.2025.103538_bib0057","doi-asserted-by":"crossref","first-page":"170","DOI":"10.1126\/science.3291116","article-title":"Specification of cerebral cortical areas","volume":"241","author":"Rakic","year":"1988","journal-title":"Science"},{"key":"10.1016\/j.media.2025.103538_bib0058","doi-asserted-by":"crossref","first-page":"769","DOI":"10.1038\/s41588-020-0652-z","article-title":"Genomic analyses implicate noncoding de novo variants in congenital heart disease","volume":"52","author":"Richter","year":"2020","journal-title":"Nat. Genet."},{"key":"10.1016\/j.media.2025.103538_bib0059","series-title":"Proceedings of the 17th European Conference on Computer Vision\u2013ECCV 2022","first-page":"351","article-title":"Interpretable image classification with differentiable prototypes assignment","author":"Rymarczyk","year":"2022"},{"key":"10.1016\/j.media.2025.103538_bib0060","series-title":"Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining","first-page":"1420","article-title":"Protopshare: prototypical parts sharing for similarity discovery in interpretable image classification","author":"Rymarczyk","year":"2021"},{"key":"10.1016\/j.media.2025.103538_bib0061","doi-asserted-by":"crossref","first-page":"3192","DOI":"10.1093\/cercor\/bhx191","article-title":"Disorganized patterns of sulcal position in fetal brains with agenesis of corpus callosum","volume":"28","author":"Tarui","year":"2018","journal-title":"Cereb. Cortex"},{"key":"10.1016\/j.media.2025.103538_bib0062","doi-asserted-by":"crossref","DOI":"10.1016\/j.nicl.2023.103357","article-title":"Comprehensive quantitative analyses of fetal magnetic resonance imaging in isolated cerebral ventriculomegaly","volume":"37","author":"Tarui","year":"2023","journal-title":"Neuroimage Clin."},{"key":"10.1016\/j.media.2025.103538_bib0063","doi-asserted-by":"crossref","first-page":"2222","DOI":"10.1016\/j.neuroimage.2012.02.018","article-title":"The human connectome project: a data acquisition perspective","volume":"62","author":"Van Essen","year":"2012","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0064","doi-asserted-by":"crossref","first-page":"4790","DOI":"10.1093\/cercor\/bhaa067","article-title":"An atypical sulcal pattern in children with disorders of the corpus callosum and its relation to behavioral outcomes","volume":"30","author":"Vasung","year":"2020","journal-title":"Cereb. Cortex."},{"key":"10.1016\/j.media.2025.103538_bib0065","first-page":"1050","article-title":"Graph attention networks","author":"Velickovic","year":"2017","journal-title":"Statistics"},{"key":"10.1016\/j.media.2025.103538_bib0066","unstructured":"Vincent-Cuaz, C., Flamary, R., Corneli, M., Vayer, T., Courty, N., 2022. Template based graph neural network with optimal transport distances. arXiv preprint arXiv:2205.15733."},{"key":"10.1016\/j.media.2025.103538_bib0067","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"895","article-title":"Interpretable image recognition by constructing transparent embedding space","author":"Wang","year":"2021"},{"key":"10.1016\/j.media.2025.103538_bib0068","doi-asserted-by":"crossref","first-page":"92","DOI":"10.1017\/S1047951105002398","article-title":"Current insights regarding neurological and developmental abnormalities in children and young adults with complex congenital cardiac disease","volume":"16","author":"Wernovsky","year":"2006","journal-title":"Cardiol. Young"},{"key":"10.1016\/j.media.2025.103538_bib0069","series-title":"Breakthroughs In Statistics: Methodology and Distribution","first-page":"196","article-title":"Individual comparisons by ranking methods","author":"Wilcoxon","year":"1992"},{"key":"10.1016\/j.media.2025.103538_bib0070","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1016\/j.neuroimage.2014.01.034","article-title":"Automatic quantification of normal cortical folding patterns from fetal brain MRI","volume":"91","author":"Wright","year":"2014","journal-title":"Neuroimage"},{"key":"10.1016\/j.media.2025.103538_bib0071","unstructured":"Xu, K., Hu, W., Leskovec, J., Jegelka, S., 2018. How powerful are graph neural networks? arXiv preprint arXiv:1810.00826."},{"key":"10.1016\/j.media.2025.103538_bib0072","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0293886","article-title":"Population-wise labeling of sulcal graphs using multi-graph matching","volume":"18","author":"Yadav","year":"2023","journal-title":"PLoS ONE"},{"key":"10.1016\/j.media.2025.103538_bib0073","series-title":"Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI 2024)","article-title":"Geometric deep learning for sulcal graphs","author":"Yadav","year":"2024"},{"key":"10.1016\/j.media.2025.103538_bib0074","series-title":"Proceedings of the AAAI Conference on Artificial Intelligence","first-page":"9127","article-title":"Protgnn: towards self-explaining graph neural networks","author":"Zhang","year":"2022"},{"key":"10.1016\/j.media.2025.103538_bib0075","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"5012","article-title":"Looking for the devil in the details: learning trilinear attention sampling network for fine-grained image recognition","author":"Zheng","year":"2019"},{"key":"10.1016\/j.media.2025.103538_bib0076","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1007\/BF00304699","article-title":"The human pattern of gyrification in the cerebral cortex","volume":"179","author":"Zilles","year":"1988","journal-title":"Anat. Embryol."}],"container-title":["Medical Image Analysis"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1361841525000854?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1361841525000854?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,7,15]],"date-time":"2025-07-15T10:36:52Z","timestamp":1752575812000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1361841525000854"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5]]},"references-count":76,"alternative-id":["S1361841525000854"],"URL":"https:\/\/doi.org\/10.1016\/j.media.2025.103538","relation":{},"ISSN":["1361-8415"],"issn-type":[{"value":"1361-8415","type":"print"}],"subject":[],"published":{"date-parts":[[2025,5]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Graph-based prototype inverse-projection for identifying cortical sulcal pattern abnormalities in congenital heart disease","name":"articletitle","label":"Article Title"},{"value":"Medical Image Analysis","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.media.2025.103538","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 Elsevier B.V. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"103538"}}