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Our toolkit requires independent installation of the following Python packages:\n                      pandas\n                      (v2.0.x),\n                      numpy\n                      (v1.24.x), and\n                      scikit-learn\n                      (v1.3.x). Development is ongoing to incorporate additional modules that accommodate diverse types of shape data and AI models. All code is available upon request. Once it is fully validated, it will be made publicly accessible on the ENIGMA GitHub repository (\n                      \n                      ).","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Requirements and Code Availability"}},{"value":"Dr. Anders M. Dale is Founding Director, holds uity in CorTechs Labs, Inc. (DBA Cortechs.ai), and serves on its Board of Directors. Dr. Dale is the President of J. Craig Venter Institute (JCVI) and is a member of the Board of Trustees of JCVI. He is an unpaid consultant for Oslo University Hospital. Dr. Andreassen has received speaker fees from Lundbeck, Janssen, Otsuka, Lilly, and Sunovion and is a consultant to Cortechs.ai. and Precision Health. Dr. Jair C. Soares has served on the Advisory Board for ALKERMES and as a consultant for BOEHRINGER Ingelheim, JOHNSON & JOHNSON, and LIVANOVA. Dr. Jair C. Soares has received research grants from COMPASS Pathways, RELMADA, SUNOVION, and Mind Med. Dr. Agartz has received speaker fees from Lundbeck.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Disclosure of Interests"}},{"value":"ShapeMI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Workshop on Shape 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":"shapemi2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/shapemi.github.io\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}