{"version":"https://jsonfeed.org/version/1","title":"Sujomed ","home_page_url":"https://sujomed.com","description":"Sujomed ","author":{"name":"Sujomed "},"items":[{"id":"https://sujomed.com/f/evaluating-medtech-diffusion-ai-acceptance-in-clinical-settings","html_content":"

The transformation of healthcare ecosystems depends heavily on how artificial intelligence (AI) is adopted within the medical technology (MedTech) landscape. To evaluate these adoption dynamics, theoretical frameworks li...

","url":"https://sujomed.com/f/evaluating-medtech-diffusion-ai-acceptance-in-clinical-settings","title":"Evaluating MedTech Diffusion & AI Acceptance In Clinical Settings","summary":"The transformation of healthcare ecosystems depends heavily on how artificial intelligence (AI) is adopted within the medical technology (MedTech) landscape. To evaluate these adoption dynamics, theoretical frameworks li...","date_modified":"2026-06-21T03:02:54Z"},{"id":"https://sujomed.com/f/balancing-ai-and-human-leadership-in-healthcare","html_content":"

The integration of artificial intelligence (AI) in clinical workflows offers a robust mechanism to counter the severe epidemic of clinician burnout and chronic fatigue (Tanios et al., 2022). Operating relentlessly and wi...

","url":"https://sujomed.com/f/balancing-ai-and-human-leadership-in-healthcare","title":"Balancing AI and Human Leadership in Healthcare","summary":"The integration of artificial intelligence (AI) in clinical workflows offers a robust mechanism to counter the severe epidemic of clinician burnout and chronic fatigue (Tanios et al., 2022). Operating relentlessly and wi...","date_modified":"2026-06-20T03:14:17Z"},{"id":"https://sujomed.com/f/mapping-cross-cultural-semiotic-networks-through-contextual-ai","html_content":"

Your engineering architecture combining Retrieval-Augmented Generation (RAG) for semiotic grounding with Human-in-the-Loop (HIL) tokenisation via BERT elegantly addresses the \"semantic drift\" problem in clinical environm...

","url":"https://sujomed.com/f/mapping-cross-cultural-semiotic-networks-through-contextual-ai","title":"Mapping Cross Cultural Semiotic Networks Through Contextual AI ","summary":"Your engineering architecture combining Retrieval-Augmented Generation (RAG) for semiotic grounding with Human-in-the-Loop (HIL) tokenisation via BERT elegantly addresses the \"semantic drift\" problem in clinical environm...","date_modified":"2026-06-16T02:38:00Z"},{"id":"https://sujomed.com/f/how-to-ground-large-language-models-in-medical-ai","html_content":"

Grounding large language models in medical artificial intelligence requires moving past superficial text retrieval toward structural, clinical reality. While medical encyclopaedias offer accessible consumer facing summar...

","url":"https://sujomed.com/f/how-to-ground-large-language-models-in-medical-ai","title":"How To Ground Large Language Models In Medical AI","summary":"Grounding large language models in medical artificial intelligence requires moving past superficial text retrieval toward structural, clinical reality. While medical encyclopaedias offer accessible consumer facing summar...","date_modified":"2026-06-13T17:09:37Z"},{"id":"https://sujomed.com/f/how-rag-architecture-is-transforming-medical-ai","html_content":"

In my previous article we saw how the tokanization in LLM may make it hallucinate totally. When the healthcare, standard Large Language Models (LLMs) frequently struggle with \"hallucinations\" (generating text without fac...

","url":"https://sujomed.com/f/how-rag-architecture-is-transforming-medical-ai","title":"How RAG Architecture is Transforming Medical AI","summary":"In my previous article we saw how the tokanization in LLM may make it hallucinate totally. When the healthcare, standard Large Language Models (LLMs) frequently struggle with \"hallucinations\" (generating text without fac...","date_modified":"2026-06-11T15:11:51Z"},{"id":"https://sujomed.com/f/optimizing-tokenization-for-clinical-large-language-models","html_content":"

Tokenization, the process of segmenting text into fundamental units for model ingestion, is a critical bottleneck in clinical Large Language Models (cLLMs). Standard tokenizers, typically trained on general-purpose corpo...

","url":"https://sujomed.com/f/optimizing-tokenization-for-clinical-large-language-models","title":"Optimizing Tokenization for Clinical Large Language Models","summary":"Tokenization, the process of segmenting text into fundamental units for model ingestion, is a critical bottleneck in clinical Large Language Models (cLLMs). Standard tokenizers, typically trained on general-purpose corpo...","date_modified":"2026-06-08T02:26:21Z"},{"id":"https://sujomed.com/f/tokenization-and-rigorous-validation-protocols-for-clinical-llm","html_content":"

To engineer a MedTech Large Language Model (LLM) for medical journals, standard tokenization is insufficient. Conventional subword tokenizers frequently fragment specialized terminology into meaningless sub-units, obfusc...

","url":"https://sujomed.com/f/tokenization-and-rigorous-validation-protocols-for-clinical-llm","title":"Tokenization and Rigorous Validation Protocols for Clinical LLM","summary":"To engineer a MedTech Large Language Model (LLM) for medical journals, standard tokenization is insufficient. Conventional subword tokenizers frequently fragment specialized terminology into meaningless sub-units, obfusc...","date_modified":"2026-06-06T16:53:18Z"},{"id":"https://sujomed.com/f/the-semiotics-of-symbolic-ai-mapping-of-syntax-and-semantics","html_content":"

In the architecture of Symbolic Artificial Intelligence (GOFAI), intelligence is treated as a computational process of manipulating symbols according to formal, logic-driven rules.

","url":"https://sujomed.com/f/the-semiotics-of-symbolic-ai-mapping-of-syntax-and-semantics","title":"The Semiotics of Symbolic AI: Mapping of Syntax and Semantics","summary":"In the architecture of Symbolic Artificial Intelligence (GOFAI), intelligence is treated as a computational process of manipulating symbols according to formal, logic-driven rules.","date_modified":"2026-06-03T09:16:26Z"},{"id":"https://sujomed.com/f/the-semiotic-semantic-bridge-in-medical-engineering","html_content":"

The intersection of semiotics which is the study of signs and their meaning and semantics which is the study of relationships between signs and their interpreted significance is a foundational pillar of modern medical de...

","url":"https://sujomed.com/f/the-semiotic-semantic-bridge-in-medical-engineering","title":"The Semiotic-Semantic Bridge in Medical Engineering","summary":"The intersection of semiotics which is the study of signs and their meaning and semantics which is the study of relationships between signs and their interpreted significance is a foundational pillar of modern medical de...","date_modified":"2026-06-02T02:16:33Z"},{"id":"https://sujomed.com/f/semiotics-and-semantics-of-ai","html_content":"

To understand the architecture and limitations of modern Artificial Intelligence, one must distinguish between two fundamental linguistic and philosophical frameworks: semiotics and semantics. While often used interchang...

","url":"https://sujomed.com/f/semiotics-and-semantics-of-ai","title":"Semiotics and Semantics of AI ","summary":"To understand the architecture and limitations of modern Artificial Intelligence, one must distinguish between two fundamental linguistic and philosophical frameworks: semiotics and semantics. While often used interchang...","date_modified":"2026-05-31T23:52:26Z"},{"id":"https://sujomed.com/f/the-mathematical-architecture-and-evolution-of-symbolic-ai","html_content":"

Symbolic AI, rooted in formal logic and discrete mathematics, operates on the principle that intelligence can be reduced to the manipulation of symbols according to explicit rules.

","url":"https://sujomed.com/f/the-mathematical-architecture-and-evolution-of-symbolic-ai","title":"The Mathematical Architecture and Evolution of Symbolic AI","summary":"Symbolic AI, rooted in formal logic and discrete mathematics, operates on the principle that intelligence can be reduced to the manipulation of symbols according to explicit rules.","date_modified":"2026-05-31T02:59:22Z"},{"id":"https://sujomed.com/f/the-deterministic-anchor-symbolic-ai-in-modern-instruments","html_content":"

In the evolution of artificial intelligence, the tension between statistical learning and formal reasoning has defined the trajectory of the field. Symbolic AI, often referred to as \"Good Old-Fashioned AI\" (GOFAI), domin...

","url":"https://sujomed.com/f/the-deterministic-anchor-symbolic-ai-in-modern-instruments","title":"The Deterministic Anchor: Symbolic AI in Modern Instruments ","summary":"In the evolution of artificial intelligence, the tension between statistical learning and formal reasoning has defined the trajectory of the field. Symbolic AI, often referred to as \"Good Old-Fashioned AI\" (GOFAI), domin...","date_modified":"2026-05-30T02:47:42Z"},{"id":"https://sujomed.com/f/the-future-of-the-operating-room-navigating-the-ai-landscape","html_content":"

In the high-stakes environment of robotic surgery, the term \"AI\" is no longer a monolith. To understand how modern surgical robots operate, one must distinguish between the logic-based roots of Symbolic AI, the pattern-m...

","url":"https://sujomed.com/f/the-future-of-the-operating-room-navigating-the-ai-landscape","title":"The Future of the Operating Room: Navigating the AI Landscape","summary":"In the high-stakes environment of robotic surgery, the term \"AI\" is no longer a monolith. To understand how modern surgical robots operate, one must distinguish between the logic-based roots of Symbolic AI, the pattern-m...","date_modified":"2026-05-29T03:50:14Z"},{"id":"https://sujomed.com/f/the-scalpel-and-the-screen-reshaping-the-surgical-apprenticeship","html_content":"

The surgical theatre is undergoing a paradigm shift that mirrors the evolution of modern aviation. As robotics advances from automating camera stabilisation and manoeuvring based on where next the surgeon will act during...

","url":"https://sujomed.com/f/the-scalpel-and-the-screen-reshaping-the-surgical-apprenticeship","title":"The Scalpel and the Screen: Reshaping the Surgical Apprenticeship","summary":"The surgical theatre is undergoing a paradigm shift that mirrors the evolution of modern aviation. As robotics advances from automating camera stabilisation and manoeuvring based on where next the surgeon will act during...","date_modified":"2026-05-28T02:15:21Z"},{"id":"https://sujomed.com/f/differentiating-artificial-intelligence-paradigms-in-healthcare","html_content":"

Artificial Intelligence is no longer a futuristic concept, it is actively reshaping how we diagnose, treat, and care for patients. However, the path from a laboratory experiment to a bedside tool is fraught with complexi...

","url":"https://sujomed.com/f/differentiating-artificial-intelligence-paradigms-in-healthcare","title":"Differentiating Artificial Intelligence Paradigms in Healthcare","summary":"Artificial Intelligence is no longer a futuristic concept, it is actively reshaping how we diagnose, treat, and care for patients. However, the path from a laboratory experiment to a bedside tool is fraught with complexi...","date_modified":"2026-05-25T23:44:27Z"},{"id":"https://sujomed.com/f/the-accuracy-paradox-healthcare-ai-needs-a-clinical-comparison","html_content":"

In the fast-evolving landscape of clinical Artificial Intelligence, there is a dangerous seduction in a single, high-percentage number. When developers present a model with \"99% accuracy,\" it sounds like a triumph. Yet, ...

","url":"https://sujomed.com/f/the-accuracy-paradox-healthcare-ai-needs-a-clinical-comparison","title":"The Accuracy Paradox: Healthcare AI Needs a Clinical Comparison","summary":"In the fast-evolving landscape of clinical Artificial Intelligence, there is a dangerous seduction in a single, high-percentage number. When developers present a model with \"99% accuracy,\" it sounds like a triumph. Yet, ...","date_modified":"2026-05-25T04:10:37Z"},{"id":"https://sujomed.com/f/behind-the-scenes-automation-a-patient-cantered-perspective","html_content":"

Behind-the-scenes automation in healthcare refers to the use of artificial intelligence (AI) and digital

","url":"https://sujomed.com/f/behind-the-scenes-automation-a-patient-cantered-perspective","title":"Behind the Scenes Automation : A Patient Cantered Perspective ","summary":"Behind-the-scenes automation in healthcare refers to the use of artificial intelligence (AI) and digital","date_modified":"2026-05-24T15:34:47Z"}]}