{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,2]],"date-time":"2026-01-02T02:19:29Z","timestamp":1767320369916,"version":"3.48.0"},"publisher-location":"Cham","reference-count":18,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032095121","type":"print"},{"value":"9783032095138","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-09513-8_57","type":"book-chapter","created":{"date-parts":[[2026,1,2]],"date-time":"2026-01-02T02:15:11Z","timestamp":1767320111000},"page":"594-603","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Predicting Cognitive Outcomes by\u00a0Mapping White Matter Tracts to\u00a0Surface"],"prefix":"10.1007","author":[{"given":"Yoonmi","family":"Hong","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Omar","family":"Azrak","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jason J.","family":"Wolff","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Meghan R.","family":"Swanson","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jed T.","family":"Elison","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guido","family":"Gerig","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"John R.","family":"Pruett","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Clement","family":"Vachet","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kelly N.","family":"Botteron","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stephen R.","family":"Dager","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Annette M.","family":"Estes","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Heather C.","family":"Hazlett","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Robert","family":"Schultz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mark D.","family":"Shen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lonnie","family":"Zwaigenbaum","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alan","family":"Evans","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"D. Louis","family":"Collins","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vladimir S.","family":"Fonov","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Emil","family":"Cornea","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jessica B.","family":"Girault","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mark","family":"Foster","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sun Hyung","family":"Kim","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dea","family":"Garic","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Juan Carlos","family":"Prieto","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Joseph","family":"Piven","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"John H","family":"Gilmore","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Martin","family":"Styner","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,1,2]]},"reference":[{"key":"57_CR1","doi-asserted-by":"publisher","first-page":"540","DOI":"10.1016\/j.neuroimage.2018.05.070","volume":"178","author":"AF Alexander-Bloch","year":"2018","unstructured":"Alexander-Bloch, A.F., et al.: On testing for spatial correspondence between maps of human brain structure and function. Neuroimage 178, 540\u2013551 (2018)","journal-title":"Neuroimage"},{"key":"57_CR2","doi-asserted-by":"crossref","unstructured":"Chen, Y., et\u00a0al.: White matter tracts are point clouds: neuropsychological score prediction and critical region localization via geometric deep learning. In: International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 174\u2013184. Springer (2022)","DOI":"10.1007\/978-3-031-16431-6_17"},{"key":"57_CR3","doi-asserted-by":"crossref","unstructured":"Courchesne, E., Carper, R., Akshoomoff, N.: Evidence of brain overgrowth in the first year of life in autism. JAMA 290(3), 337\u2013344 (2003)","DOI":"10.1001\/jama.290.3.337"},{"key":"57_CR4","unstructured":"Defferrard, M., Bresson, X., Vandergheynst, P.: Convolutional neural networks on graphs with fast localized spectral filtering. In: Advances in Neural Information Processing Systems, vol. 29 (2016)"},{"issue":"8","key":"57_CR5","doi-asserted-by":"publisher","first-page":"1174","DOI":"10.1002\/hbm.20926","volume":"31","author":"JH Gilmore","year":"2010","unstructured":"Gilmore, J.H., et al.: Genetic and environmental contributions to neonatal brain structure: a twin study. Hum. Brain Mapp. 31(8), 1174\u20131182 (2010)","journal-title":"Hum. Brain Mapp."},{"issue":"2","key":"57_CR6","doi-asserted-by":"publisher","first-page":"786","DOI":"10.1093\/cercor\/bhz126","volume":"30","author":"JB Girault","year":"2020","unstructured":"Girault, J.B., et al.: Cortical structure and cognition in infants and toddlers. Cereb. Cortex 30(2), 786\u2013800 (2020)","journal-title":"Cereb. Cortex"},{"issue":"6","key":"57_CR7","doi-asserted-by":"publisher","first-page":"601","DOI":"10.1176\/appi.ajp.2012.11091425","volume":"169","author":"HC Hazlett","year":"2012","unstructured":"Hazlett, H.C., et al.: Brain volume findings in 6-month-old infants at high familial risk for autism. Am. J. Psychiatry 169(6), 601\u2013608 (2012)","journal-title":"Am. J. Psychiatry"},{"key":"57_CR8","unstructured":"Johansen-Berg, H., Behrens, T.E.: Diffusion MRI: From Quantitative Measurement to in Vivo Neuroanatomy. Academic Press (2013)"},{"issue":"1","key":"57_CR9","doi-asserted-by":"publisher","first-page":"148","DOI":"10.1073\/pnas.1604658114","volume":"114","author":"SJ Lee","year":"2017","unstructured":"Lee, S.J., et al.: Common and heritable components of white matter microstructure predict cognitive function at 1 and 2 y. Proc. Natl. Acad. Sci. 114(1), 148\u2013153 (2017)","journal-title":"Proc. Natl. Acad. Sci."},{"key":"57_CR10","doi-asserted-by":"publisher","first-page":"845","DOI":"10.3389\/fnhum.2013.00845","volume":"7","author":"JD Lewis","year":"2013","unstructured":"Lewis, J.D., Theilmann, R.J., Townsend, J., Evans, A.C.: Network efficiency in autism spectrum disorder and its relation to brain overgrowth. Front. Hum. Neurosci. 7, 845 (2013)","journal-title":"Front. Hum. Neurosci."},{"key":"57_CR11","unstructured":"Mullen, E.M., et al.: Mullen scales of early learning. AGS Circle Pines, MN (1995)"},{"key":"57_CR12","volume-title":"Stanford Binet Intelligence Scales, Technical Manual","author":"GH Roid","year":"2003","unstructured":"Roid, G.H.: Stanford Binet Intelligence Scales, Technical Manual, 5th edn. Riverside Publishing, Itasca, IL (2003)","edition":"5"},{"issue":"3","key":"57_CR13","doi-asserted-by":"publisher","first-page":"186","DOI":"10.1016\/j.biopsych.2017.02.1095","volume":"82","author":"MD Shen","year":"2017","unstructured":"Shen, M.D., et al.: Increased extra-axial cerebrospinal fluid in high-risk infants who later develop autism. Biol. Psychiat. 82(3), 186\u2013193 (2017)","journal-title":"Biol. Psychiat."},{"issue":"8","key":"57_CR14","doi-asserted-by":"publisher","first-page":"562","DOI":"10.1176\/appi.ajp.21090896","volume":"179","author":"MD Shen","year":"2022","unstructured":"Shen, M.D., et al.: Subcortical brain development in autism and fragile x syndrome: evidence for dynamic, age-and disorder-specific trajectories in infancy. Am. J. Psychiatry 179(8), 562\u2013572 (2022)","journal-title":"Am. J. Psychiatry"},{"key":"57_CR15","doi-asserted-by":"crossref","unstructured":"Shen, X., et al.: Using connectome-based predictive modeling to predict individual behavior from brain connectivity. Nat. Protocols 12(3), 506\u2013518 (2017)","DOI":"10.1038\/nprot.2016.178"},{"key":"57_CR16","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2022.806268","volume":"16","author":"SJ Short","year":"2022","unstructured":"Short, S.J., et al.: Diffusion tensor based white matter tract atlases for pediatric populations. Front. Neurosci. 16, 806268 (2022)","journal-title":"Front. Neurosci."},{"key":"57_CR17","unstructured":"Sundararajan, M., Taly, A., Yan, Q.: Axiomatic attribution for deep networks. In: International Conference on Machine Learning, pp. 3319\u20133328. PMLR (2017)"},{"key":"57_CR18","doi-asserted-by":"crossref","unstructured":"Verde, A.R., et\u00a0al.: UNC-Utah NA-MIC DTI framework: atlas based fiber tract analysis with application to a study of nicotine smoking addiction. In: Medical Imaging 2013: Image Processing, vol.\u00a08669, pp. 649\u2013656. SPIE (2013)","DOI":"10.1117\/12.2007093"}],"container-title":["Lecture Notes in Computer Science","Machine Learning in Medical Imaging"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-09513-8_57","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,2]],"date-time":"2026-01-02T02:15:12Z","timestamp":1767320112000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-09513-8_57"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032095121","9783032095138"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-09513-8_57","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"2 January 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"The authors have no competing interests to declare that\u00a0are relevant to the content of this article.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of Interest"}},{"value":"MLMI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Workshop on Machine Learning in Medical Imaging","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Daejeon","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Korea (Republic of)","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 September 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 September 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"mlmi-med2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/sites.google.com\/view\/mlmi2025\/home","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}