ML in Health Science
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Medical Publisher and Journal for Web-Based ML Applications in Healthcare and Research (ISSN 2942-8726)
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๐Ÿง  One Year Later โ€” This VR Alzheimerโ€™s Project Is Thriving
Exactly one year ago, ML in Health Science published an article on a visionary project led by Jason P. Rothberg and developed by Aboot Studios (Xavatar) โ€” a virtual reality simulation placing users inside the mind of a person with Alzheimerโ€™s disease.

We are pleased to see how this project continues to evolve and gain traction. Its unique approach, combining immersive VR with clinical insights offers medical students an unparalleled educational experience that fosters deep empathy and understanding of cognitive disorders.

A year has passed โ€” the project is alive, growing, and more relevant than ever.


๐Ÿ”— https://www.kite-uhn.com/news/kite-creates-cohort


#Alzheimers #VRinMedicine #MedicalEducation #DeSci #MLinHealthScience #Geriatrics #Neurodegeneration #DigitalHealth #Xavatar #AbootStudios
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๐—ฃ๐—ถ๐˜๐—ณ๐—ฎ๐—น๐—น๐˜€ ๐—ผ๐—ณ ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ๐—ถ๐—ป๐—ด ๐—ฅ๐—”๐—š ๐—ฎ๐—ป๐—ฑ ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—”๐—œ
(๐‘†๐‘ข๐‘š๐‘š๐‘Ž๐‘Ÿ๐‘ฆ ๐‘œ๐‘“ 2 ๐‘ฆ๐‘’๐‘Ž๐‘Ÿ๐‘  ๐‘œ๐‘“ โ˜ธ๏ธ๐‘†๐ด๐ผ๐‘€๐‘†๐ด๐‘…๐ด ๐‘‘๐‘’๐‘ฃ๐‘’๐‘™๐‘œ๐‘๐‘š๐‘’๐‘›๐‘ก)

๐— ๐—ผ๐˜€๐˜ ๐—ฅ๐—”๐—š ๐—ฎ๐—ป๐—ฑ ๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐—ฒ๐—ฟ๐—ฟ๐—ผ๐—ฟ๐˜€ ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ณ๐—ฟ๐—ผ๐—บ ๐—ฎ๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ โ€” ๐—ป๐—ผ๐˜ ๐—บ๐—ผ๐—ฑ๐—ฒ๐—น๐˜€.
1. ๐˜๐˜ฆ๐˜ข๐˜ท๐˜บ ๐˜ฑ๐˜ณ๐˜ฐ๐˜ฎ๐˜ฑ๐˜ต๐˜ด ๐˜ฅ๐˜ณ๐˜ข๐˜ช๐˜ฏ ๐˜ข๐˜ต๐˜ต๐˜ฆ๐˜ฏ๐˜ต๐˜ช๐˜ฐ๐˜ฏ
2. ๐˜“๐˜ข๐˜ณ๐˜จ๐˜ฆ ๐˜ฃ๐˜ข๐˜ต๐˜ค๐˜ฉ๐˜ฆ๐˜ด ๐˜ข๐˜ฎ๐˜ฑ๐˜ญ๐˜ช๐˜ง๐˜บ ๐˜ฎ๐˜ช๐˜ด๐˜ต๐˜ข๐˜ฌ๐˜ฆ๐˜ด
3. ๐˜๐˜ข๐˜ด๐˜ต ๐˜ฎ๐˜ฐ๐˜ฅ๐˜ฆ๐˜ญ๐˜ด ๐˜ฐ๐˜ง๐˜ต๐˜ฆ๐˜ฏ ๐˜ด๐˜ฌ๐˜ช๐˜ฑ ๐˜ฅ๐˜ช๐˜ด๐˜ค๐˜ช๐˜ฑ๐˜ญ๐˜ช๐˜ฏ๐˜ฆ

These are not bugs โ€” they are part of the learning curve.
This is exactly why โ˜ธ๏ธ๐’๐€๐ˆ๐Œ๐’๐€๐‘๐€ ๐œ๐š๐ง ๐ฐ๐จ๐ซ๐ค ๐ฌ๐ญ๐š๐›๐ฅ๐ฒ ๐ฐ๐ข๐ญ๐ก:
1. ๐˜ต๐˜ฉ๐˜ฐ๐˜ถ๐˜ด๐˜ข๐˜ฏ๐˜ฅ๐˜ด ๐˜ฐ๐˜ง ๐˜ณ๐˜ฆ๐˜ง๐˜ฆ๐˜ณ๐˜ฆ๐˜ฏ๐˜ค๐˜ฆ๐˜ด,
2. ๐˜ฎ๐˜ช๐˜ญ๐˜ญ๐˜ช๐˜ฐ๐˜ฏ๐˜ด ๐˜ฐ๐˜ง ๐˜ต๐˜ฐ๐˜ฌ๐˜ฆ๐˜ฏ๐˜ด,
3. ๐˜ฐ๐˜ณ๐˜ค๐˜ฉ๐˜ฆ๐˜ด๐˜ต๐˜ณ๐˜ข๐˜ต๐˜ฆ๐˜ฅ ๐˜ด๐˜บ๐˜ด๐˜ต๐˜ฆ๐˜ฎ ๐˜ฐ๐˜ง ๐˜ˆ๐˜ ๐˜ข๐˜จ๐˜ฆ๐˜ฏ๐˜ต๐˜ด.

Thinking about building your own agentic AI โ€” wisely?
Feel free to contact us. Weโ€™re happy to help.

๐Ÿ”— mlhs.ink/Service/

#RAG #AgenticAI #LLM #AIEngineering #SAIMSARA #MLinHealthScience #AIArchitecture
๐’๐ฒ๐ง๐ญ๐ก๐ž๐ญ๐ข๐œ๐š ๐ข๐ฌ ๐ฅ๐ข๐ฏ๐ž โ€” ๐š๐ฎ๐ ๐ฆ๐ž๐ง๐ญ + ๐œ๐ฅ๐ž๐š๐ง ๐ฆ๐ž๐๐ข๐œ๐š๐ฅ ๐ข๐ฆ๐š๐ ๐ž๐ฌ ๐ข๐ง ๐จ๐ง๐ž ๐ฌ๐ญ๐ž๐ฉ.

If you build medical computer vision, you know the pain: real-world images often come with overlays, text/IDs, UI frames, borders, and other artefacts that make datasets noisy and expensive to clean.

๐’๐ฒ๐ง๐ญ๐ก๐ž๐ญ๐ข๐œ๐š ๐ก๐ž๐ฅ๐ฉ๐ฌ ๐ฒ๐จ๐ฎ:
- ๐‘…๐‘’๐‘š๐‘œ๐‘ฃ๐‘’ ๐‘๐‘œ๐‘š๐‘š๐‘œ๐‘› ๐‘Ž๐‘๐‘ž๐‘ข๐‘–๐‘ ๐‘–๐‘ก๐‘–๐‘œ๐‘› ๐‘Ž๐‘Ÿ๐‘ก๐‘’๐‘“๐‘Ž๐‘๐‘ก๐‘  (๐‘Ž๐‘›๐‘›๐‘œ๐‘ก๐‘Ž๐‘ก๐‘–๐‘œ๐‘›๐‘ /๐‘š๐‘’๐‘Ž๐‘ ๐‘ข๐‘Ÿ๐‘’๐‘š๐‘’๐‘›๐‘ก๐‘ , ๐‘Ÿ๐‘’๐‘Ž๐‘‘๐‘Ž๐‘๐‘™๐‘’ ๐‘ก๐‘’๐‘ฅ๐‘ก, ๐‘ˆ๐ผ/๐‘š๐‘œ๐‘›๐‘–๐‘ก๐‘œ๐‘Ÿ ๐‘“๐‘Ÿ๐‘Ž๐‘š๐‘’๐‘ , ๐‘๐‘™๐‘Ž๐‘๐‘˜ ๐‘๐‘œ๐‘Ÿ๐‘‘๐‘’๐‘Ÿ๐‘ /๐‘๐‘Ž๐‘๐‘˜๐‘”๐‘Ÿ๐‘œ๐‘ข๐‘›๐‘‘)
- ๐บ๐‘’๐‘›๐‘’๐‘Ÿ๐‘Ž๐‘ก๐‘’ ๐‘Ÿ๐‘’๐‘Ž๐‘™๐‘–๐‘ ๐‘ก๐‘–๐‘ ๐‘Ž๐‘๐‘ž๐‘ข๐‘–๐‘ ๐‘–๐‘ก๐‘–๐‘œ๐‘›-๐‘™๐‘’๐‘ฃ๐‘’๐‘™ ๐‘ฃ๐‘Ž๐‘Ÿ๐‘–๐‘Ž๐‘›๐‘ก๐‘  ๐‘คโ„Ž๐‘–๐‘™๐‘’ ๐‘๐‘Ÿ๐‘’๐‘ ๐‘’๐‘Ÿ๐‘ฃ๐‘–๐‘›๐‘” ๐‘กโ„Ž๐‘’ ๐‘œ๐‘ฃ๐‘’๐‘Ÿ๐‘Ž๐‘™๐‘™ ๐‘ฃ๐‘–๐‘ ๐‘ข๐‘Ž๐‘™ ๐‘–๐‘‘๐‘’๐‘›๐‘ก๐‘–๐‘ก๐‘ฆ ๐‘Ž๐‘›๐‘‘ ๐‘“๐‘–๐‘›๐‘‘๐‘–๐‘›๐‘”๐‘  โ€” ๐‘“๐‘œ๐‘Ÿ ๐‘Ž๐‘ข๐‘”๐‘š๐‘’๐‘›๐‘ก๐‘Ž๐‘ก๐‘–๐‘œ๐‘›, ๐‘๐‘™๐‘Ž๐‘ ๐‘  ๐‘๐‘Ž๐‘™๐‘Ž๐‘›๐‘๐‘–๐‘›๐‘”, ๐‘Ž๐‘›๐‘‘ ๐‘ ๐‘ก๐‘Ÿ๐‘’๐‘ ๐‘ -๐‘ก๐‘’๐‘ ๐‘ก๐‘–๐‘›๐‘” ๐‘๐‘–๐‘๐‘’๐‘™๐‘–๐‘›๐‘’๐‘ .

๐’๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ๐ž๐ ๐ฆ๐จ๐๐š๐ฅ๐ข๐ญ๐ข๐ž๐ฌ:
๐Ÿฉป ๐‘…๐‘Ž๐‘‘๐‘–๐‘œ๐‘™๐‘œ๐‘”๐‘ฆ: ๐‘‹๐‘…, ๐ด๐‘›๐‘”๐‘–๐‘œ/๐ท๐‘†๐ด, ๐‘€๐‘…๐ผ, ๐‘ˆ๐‘™๐‘ก๐‘Ÿ๐‘Ž๐‘ ๐‘œ๐‘ข๐‘›๐‘‘, ๐ถ๐‘‡ (๐‘–๐‘›๐‘ก๐‘’๐‘›๐‘ ๐‘–๐‘ก๐‘ฆ-๐‘๐‘Ÿ๐‘’๐‘ ๐‘’๐‘Ÿ๐‘ฃ๐‘–๐‘›๐‘”)
๐Ÿ”ฌ ๐‘€๐‘–๐‘๐‘Ÿ๐‘œ๐‘ ๐‘๐‘œ๐‘๐‘ฆ: โ„Ž๐‘–๐‘ ๐‘ก๐‘œ๐‘™๐‘œ๐‘”๐‘ฆ / ๐‘๐‘ฆ๐‘ก๐‘œ๐‘™๐‘œ๐‘”๐‘ฆ / ๐‘ ๐‘™๐‘–๐‘‘๐‘’๐‘ 
๐Ÿ“ท ๐‘€๐‘Ž๐‘๐‘Ÿ๐‘œ๐‘ ๐‘๐‘œ๐‘๐‘ฆ: ๐‘‘๐‘’๐‘Ÿ๐‘š๐‘Ž๐‘ก๐‘œ๐‘™๐‘œ๐‘”๐‘ฆ / ๐‘’๐‘›๐‘‘๐‘œ๐‘ ๐‘๐‘œ๐‘๐‘ฆ / ๐‘”๐‘Ÿ๐‘œ๐‘ ๐‘  ๐‘–๐‘š๐‘Ž๐‘”๐‘’๐‘ 

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๐ŸŽ Early access is open (free testing + discounted launch access).
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#MedicalAI #ComputerVision #DatasetCuration #DataAugmentation #SyntheticData #Radiology #Pathology #MLinHealthScience