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Towards a Virtual Neuroscientist: Autonomous Neuroimaging Analysis via Multi-Agent Collaboration

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Keqi Han, Songlin Zhao, Yao Su, Xiang Li, Yixuan Yuan, Lifang He, Carl Yang

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ์—ฐ๊ตฌ๋Š” ์‹ ๊ฒฝ์˜์ƒ ๋ฐ์ดํ„ฐ ๋ถ„์„์˜ ์ง€์‹ ์ง‘์•ฝ์ ์ด๊ณ  ๋…ธ๋™ ์ง‘์•ฝ์ ์ธ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด ๋‹ค์ค‘ ์—์ด์ „ํŠธ ํ˜‘์—… ๊ธฐ๋ฐ˜์˜ ์ž์œจ ์‹ ๊ฒฝ์˜์ƒ ๋ถ„์„ ์‹œ์Šคํ…œ์ธ NIAgent๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. NIAgent๋Š” ๊ธฐ์กด์˜ ์ •์ ์ธ ์›Œํฌํ”Œ๋กœ์šฐ์™€ ๋‹ฌ๋ฆฌ, ์ „๋ฌธ ์—์ด์ „ํŠธ๋“ค์ด ํ˜‘๋ ฅํ•˜์—ฌ ์‹คํ–‰ ๊ฐ€๋Šฅํ•œ ํ”„๋กœ๊ทธ๋žจ์„ ํ•ฉ์„ฑํ•˜๊ณ  ์ตœ์ ํ™”ํ•จ์œผ๋กœ์จ ์žฅ๊ธฐ์ ์ธ ์›Œํฌํ”Œ๋กœ์šฐ ๊ตฌ์„ฑ์„ ๊ฐ€๋Šฅํ•˜๊ฒŒ ํ•ฉ๋‹ˆ๋‹ค. ๋˜ํ•œ, ๊ณ„์ธต์  ๊ฒ€์ฆ ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ํ†ตํ•ด ์ž์œจ์ ์ธ ํ’ˆ์งˆ ๊ด€๋ฆฌ๋ฅผ ์ˆ˜ํ–‰ํ•˜๋ฉฐ, ์‹คํ—˜ ๊ฒฐ๊ณผ ADHD-200 ๋ฐ ADNI ๋ฐ์ดํ„ฐ์…‹์—์„œ ๊ธฐ์กด ์›Œํฌํ”Œ๋กœ์šฐ ๊ธฐ๋ฐ˜ ๋ฐฉ๋ฒ•๋ก ๋ณด๋‹ค ์šฐ์ˆ˜ํ•œ ์˜ˆ์ธก ์„ฑ๋Šฅ์„ ๋ณด์˜€์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
์‹ ๊ฒฝ์˜์ƒ ๋ฐ์ดํ„ฐ ๋ถ„์„ ๊ณผ์ •์„ ์ž์œจํ™”ํ•จ์œผ๋กœ์จ ์ž„์ƒ ๋ฐ”์ด์˜ค๋งˆ์ปค ๊ฐœ๋ฐœ์˜ ํ™•์žฅ์„ฑ์„ ํฌ๊ฒŒ ํ–ฅ์ƒ์‹œํ‚ฌ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข
๋‹ค์ค‘ ์—์ด์ „ํŠธ ํ˜‘์—…์„ ํ†ตํ•ด ๋ณต์žกํ•˜๊ณ  ์žฅ๊ธฐ์ ์ธ ์›Œํฌํ”Œ๋กœ์šฐ๋ฅผ ๋™์ ์œผ๋กœ ๊ตฌ์„ฑํ•˜๊ณ  ์ตœ์ ํ™”ํ•˜๋Š” ์ƒˆ๋กœ์šด ์ ‘๊ทผ ๋ฐฉ์‹์„ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.
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๋Œ€๊ทœ๋ชจ ๋ฐ์ดํ„ฐ์…‹ ๋ฐ ๋‹ค์–‘ํ•œ ์‹ ๊ฒฝํ‡ดํ–‰์„ฑ ์งˆํ™˜์— ๋Œ€ํ•œ ๊ฒ€์ฆ์ด ์ถ”๊ฐ€์ ์œผ๋กœ ํ•„์š”ํ•˜๋ฉฐ, ์—์ด์ „ํŠธ ๊ฐ„์˜ ํšจ์œจ์ ์ธ ์ปค๋ฎค๋‹ˆ์ผ€์ด์…˜ ๋ฐ ํ˜‘์—… ์ „๋žต ๊ฐœ์„  ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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