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- title: README
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- Edit this `README.md` markdown file to author your organization card.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ title: CarbGeM Inc.
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+ emoji: 🧬
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+ app_file: README.md
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+ tags:
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+ - medical-ai
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+ - microbiology
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+ - healthcare
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+ - computer-vision
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+ - deep-learning
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+ - life-sciences
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+ website: https://carbgem.com/en/
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+ twitter: https://twitter.com/CarbGeM_Inc
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+ linkedin: https://www.linkedin.com/company/carbgem/
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+ ---
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+ # CarbGeM Inc.
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+ **Driving Innovation in Life Sciences with AI & Digital Transformation (DX)**
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+ CarbGeM Inc. is a pioneering biotechnology venture integrating **AI, digital transformation (DX), and biology** to address key challenges across the life sciences industry. Our mission is to standardize, automate, and enhance the efficiency of medical diagnostics and research through our cloud-based platform, **CarbConnect®**.
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+ ## 🔬 Our Platform: CarbConnect®
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+ CarbConnect is a cloud-based AI analysis platform designed for hospitals, research institutions, and laboratories. It facilitates real-time image analysis, remote collaboration, and secure data management for hematology and microbiology.
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+ ## 🧠 AI Models & Applications
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+ We develop specialized AI models for medical image analysis, available via the CarbConnect platform. Many of our tools are designated for **Research Use Only (RUO)**.
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+
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+ ### 🩸 Hematology
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+ * **BM Smear AI 1.0**: A deep learning tool utilizing Faster R-CNN to automate the detection and classification of bone marrow cells (e.g., erythroblasts, neutrophils, blasts) from images captured by CellaVision DC-1.
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+ * *Metrics*: Achieves an F1 score of 0.755.
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+ * *Collaboration*: Developed with Kyoto University Hospital.
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+
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+ ### 🧫 Microbiology
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+ * **BiTTE® lite / iE**: AI-powered microbial analysis for classifying Gram-stained microorganisms into 7 categories (GNR, GNC, GPR, GPC, Yeast, etc.).
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+ * **Nugent Score AI 1.0**: Automated evaluation of Nugent scores from Gram-stained vaginal smears to assist in bacterial vaginosis research.
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+ * *Performance*: Deep learning models demonstrated up to 94% accuracy in predicting Nugent scores.
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+ * **ZOI Series (Zone of Inhibition)**:
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+ * **ZOI 1.0**: Automates the measurement of inhibition zones on Petri dishes.
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+ * **ZOI Pro**: Advanced AI for high-throughput labs with CLSI M100-Ed34 SIR interpretation.
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+ * **ZOI VET**: Veterinary-specific solution complying with CLSI VET01S ED7 standards for animal health.
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+ * **Colony Counter**: Automated counting of bacterial colonies on agar plates for QC and food safety.
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+
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+ ## 📚 Research & Whitepapers
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+ We actively publish research on the application of AI in resource-limited settings and diagnostic workflows:
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+ * *Revolutionizing Antimicrobial Susceptibility Testing: How AI and Automation Improve Zone of Inhibition Analysis*
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+ * *Generative AI & LLMs: Transforming Microbial Image Analysis*
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+ * *AI-Powered Gram Stain Image Analysis for Microbial Classification*
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+
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+ ## 🤝 Partnerships
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+ Our solutions are developed in collaboration with leading institutions, including:
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+ * **Kobe University**
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+ * **National Center for Global Health and Medicine (NCGM)**
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+ * **Kyoto University Hospital**
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+ * **Kameda Medical Center**
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+
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+ ---
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+ *Disclaimer: Some AI applications described are for Research Use Only (RUO) and not intended for clinical diagnostics.*