000043431 001__ 43431
000043431 005__ 20240621125046.0
000043431 0247_ $$2doi$$a10.6083/bpxhc43431
000043431 037__ $$aETD
000043431 041__ $$aeng
000043431 245__ $$aDeep learning and structural MRI: in pursuit of improved prediction of self-regulatory behavior and mental health
000043431 260__ $$bOregon Health and Science University
000043431 269__ $$a2022-02-01
000043431 336__ $$aDissertation
000043431 502__ $$bPh.D.
000043431 502__ $$gBioinformatics & Computational Biomedicine
000043431 520__ $$aNearly one in five children (17%) aged 2-8 were diagnosed with either a mental, emotional, developmental, or behavioral disorder in 2016 in the US. Early identification of MHD is crucial, as many mental health conditions first appear during these formative years, offering a unique window for effective intervention and improving healthy transition into adulthood. This dissertation evaluates the use of novel modeling strategies, namely artificial intelligence (deep learning), and their application to structural neuroimaging data (MRI) in predicting self-regulatory behavior and mental health.
000043431 536__ $$oNational Institutes of Health$$cU01DA041148
000043431 536__ $$oNational Library of Medicine$$cT15LM007088
000043431 540__ $$fCC BY
000043431 542__ $$fIn copyright - single owner
000043431 650__ $$aNeuroimaging$$039660
000043431 650__ $$aDeep Learning$$012734
000043431 650__ $$aMental Health$$022046
000043431 650__ $$aArtificial Intelligence$$015109
000043431 650__ $$aMagnetic Resonance Imaging$$021747
000043431 691__ $$aSchool of Medicine$$041369
000043431 692__ $$aDepartment of Medical Informatics and Clinical Epidemiology$$041422
000043431 7001_ $$aHarman, Gareth$$uOregon Health and Science University$$041354$$10000-0002-7189-3112
000043431 7201_ $$aKalpathy-Cramer, Jayashree$$uUniversity Colorado Anschutz$$eCommittee member$$7Personal
000043431 7201_ $$aNagel, Bonnie$$uOregon Health and Science University$$041354$$10000-0001-6339-7453$$eCommittee chair$$7Personal
000043431 7201_ $$aMooney, Michael$$uOregon Health and Science University$$041354$$eAcademic advisor$$7Personal
000043431 7201_ $$aMorales, Angelica$$uOregon Health and Science University$$041354$$eCommittee member$$7Personal
000043431 7201_ $$aDufford, Alexander$$uOregon Health and Science University$$041354$$eCommittee member$$7Personal
000043431 7201_ $$aEvans, Nathaniel$$uOregon Health and Science University$$041354$$eCollaborator$$7Personal
000043431 8564_ $$961c25713-ee20-43e6-9b26-fc3d2690501f$$s33605427$$uhttps://digitalcollections.ohsu.edu/record/43431/files/Harman.Gareth.2024.pdf
000043431 909CO $$ooai:digitalcollections.ohsu.edu:43431$$pstudent-work
000043431 980__ $$aTheses and Dissertations
000043431 981__ $$aPublished$$b2024-06-21