Prisma Bioinnovations

Physics-aware AI, optical metrology, and computer vision for real-world science.

[Prisma Bioinnovations @PrismaBio]

PCT filed by:
Melinda B. Chu
Solo Inventor

[Prisma Bioinnovations @PrismaBio]

New PCT Filing: Standardized Optical Imaging for Computer Vision

Computer vision begins long before artificial intelligence analyzes an image.

During field testing, we observed that identical samples often produced noticeably different photographs…

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become an increasingly important component of reliable computer vision systems.

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[Prisma Bioinnovations @PrismaBio]

normalization, image quality assessment, and related approaches applicable to environmental monitoring, diagnostics, industrial testing, and other image-based analytical workflows.

As AI continues to transform scientific measurement, standardized image acquisition will…

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[Prisma Bioinnovations @PrismaBio]

Adaptive Matrix Conditioning PCT files by:
Melinda B. Chu
Solo Inventor

[Prisma Bioinnovations @PrismaBio]

PCT application filed describing Adaptive Matrix Conditioning: a generalized framework for improving analytical performance by first defining desired analytical performance, determining matrix / liquid constraints, and applying targeted conditioning prior to analysis.

[Prisma Bioinnovations @PrismaBio]

New Technical Note: Standardized Image

Acquisition Using Portable Controlled Optical Imaging Environments. Reducing lighting, geometry & background variability for more reproducible smartphone-based fluid analysis.

Accompanies provisional filing.
https://t.co/haiP10nuVb

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Different matrices (mineralized vs DOM-rich waters) respond differently to conditioning strategies — supporting matrix-aware approaches for better optical analysis.

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New Technical Note: Adaptive Matrix Conditioning for Environmental & Biological Samples.

Accompanies recent provisional filing.
https://t.co/7pO6ziDLGE

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In particulate systems, under-dosed reagent may underestimate concentration due to incomplete Z-site occupancy. Correct or over-dosed? All Z-sites are occupied excess reagent simply settles while central optical analysis stays accurate.

Spontaneous observation.

[Prisma Bioinnovations @PrismaBio]

New Technical Paper:
"Conceptual Z-Site Occupancy and Optical Analysis Behaviors Across Under-Dosed and Over-Dosed Reagent Conditions"
https://t.co/4V5Vo6mqOI

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[Prisma Bioinnovations @PrismaBio]

Check out our new Technical Paper:

Workflow-Induced Shear as a Hidden Source of Variability in Particulate Systems: Introduction of Substantially Zero-Shear Protocols
https://t.co/NismbhPCID

Public Disclosure Nonprovisional 19/672,559)

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Nonprovisional patent filed.

Authorized disclosure under Averitas Holdings LLC → Prisma Bioinnovations sublicense.
Original inventor and owner: Dr. Melinda B. Chu.
Priority claims trace to Nov 2023.
Documented in the Human Conception Ledger™

[Prisma Bioinnovations @PrismaBio]

New Technical Paper:
The Z-Model: A Unified Accessible Surface Area Framework for Predicting Particulate Behavior Across Environmental, Biological, and Material Systems

https://t.co/coZeH46Wtz

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The Z-Model shows that real behavior (optical, chemical, biological) is governed by accessible surface area and its quantized interaction units (Z-sites), not just particle count or size.

Shape-invariant. Matrix-invariant. Predictive across multiple fields / industries.

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Data flywheels can turn decentralized environmental testing into real-time intelligence. Camera or field tools + geospatial analytics + quality controls + can generate dense, longitudinal data for environmental contaminants like MPs or PFAS. water quality &.evidence-based policy.

[Prisma Bioinnovations @PrismaBio]

New Technical Paper: Toward a Policy-Driven Data Flywheel for Scalable Real-Time Water Intelligence: A Framework for Decentralized Environmental Monitoring

https://t.co/RbcEFNuiTn

Provisional patent filed.

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Full title:
Towards a Global Standard for Field-Based Microplastic and Nanoplastic Detection: Conceptual Framework, Version 1

https://t.co/4BVgkq55ov

[Prisma Bioinnovations @PrismaBio]

Published: Version 1 framework for optical metrology-based field detection, with microplastics as an initial use case toward scalable environmental sensing.  

https://t.co/4BVgkq55ov