Harmonizing Healthcare

Advanced Healthcare AI Infrastructure - ScribeGOAT2 Research by Brandon Dent, MD

GOATnote Inc., founded by Emergency Medicine Physician Brandon Dent, MD, develops cutting-edge artificial intelligence systems for high-stakes medical environments using frontier large language models (LLMs) including GPT-5, Claude 4.5, and Grok. The ScribeGOAT2 open-source framework combines state-of-the-art machine learning with rigorous clinical validation, emphasizing AI safety and responsible deployment of large language models in healthcare settings. Brandon Dent, MD leads AI research focused on emergency medicine triage, clinical decision support, and healthcare automation using GPT-5.1 ensemble architectures with reinforcement fine-tuned (RFT) critics.

Large Language Model Technology Stack - GPT-5, Claude 4.5, Grok Integration

ScribeGOAT2 open-source framework integrates frontier language models including GPT-5 and GPT-5.1 (OpenAI), Claude 4.5 (Anthropic), Grok and Grok-4 (xAI), and Gemini 2.5 Flash + Pro (Google DeepMind) with custom fine-tuning for medical domain expertise. The production-grade AI research platform demonstrates compatibility across multiple large language model providers, enabling comprehensive evaluation of LLM performance in clinical applications. Advanced capabilities include retrieval-augmented generation (RAG) with clinical knowledge bases, real-time speech-to-text processing, confidence scoring mechanisms, and multi-modal analysis across text, audio, images, and structured clinical data formats (HL7 FHIR, EHR systems). Brandon Dent, MD's research emphasizes safety-first approaches to deploying Grok, GPT-5, and Claude 4.5 in emergency medicine environments.

AI Research Foundation & LLM Healthcare Safety Principles

Built on peer-reviewed methodologies in clinical natural language processing (NLP), biomedical informatics, and human-AI interaction with specific focus on large language model safety in healthcare contexts. ScribeGOAT2 open-source contributions advance AI research through transparent, reproducible implementations of GPT-5.1 ensemble architectures, RFT critic systems, and multi-modal reasoning frameworks. Brandon Dent, MD's research emphasizes AI safety, accuracy, interpretability, and ethical deployment of large language models (Grok, GPT-5, Claude 4.5) in clinical settings. All systems include comprehensive audit trails, confidence scoring, and human-in-the-loop validation workflows designed for clinical decision support and emergency medicine triage applications.

Clinical-Grade Validation & AI Healthcare Safety Protocols for LLMs

Every component of the ScribeGOAT2 framework undergoes extensive testing against established clinical guidelines including ESI (Emergency Severity Index) triage protocols, evidence-based medicine standards, and medical specialty best practices. Brandon Dent, MD's validation methodology includes confidence scoring mechanisms with uncertainty quantification for large language models, comprehensive audit trails tracking all AI-assisted decisions made by GPT-5, Claude 4.5, or Grok systems, and mandatory human-in-the-loop validation workflows. The AI research philosophy emphasizes that large language model systems must augment rather than replace clinical judgment, maintaining highest standards for patient safety and care quality when deploying Grok, GPT-5, Claude 4.5, or other frontier AI models in healthcare environments. ScribeGOAT2 advances AI healthcare safety through open-source transparency and reproducible research methodologies.

Collaboration Targets - Google DeepMind, OpenAI, Anthropic, xAI Grok

Brandon Dent, MD and GOATnote Inc. seek partnerships with leading AI research organizations including Google DeepMind (Gemini models), OpenAI (GPT-5, GPT-5.1), Anthropic (Claude 4.5), and xAI (Grok, Grok-4) to advance large language model applications in healthcare. ScribeGOAT2 provides production-ready AI safety frameworks for emergency departments, hospitals, academic medical centers, clinical research institutions, and healthcare technology companies deploying Grok, GPT-5, Claude 4.5, or other large language models in clinical settings. AI research contributions focus on emergency medicine triage safety, clinical decision support validation, medical documentation automation, and responsible deployment of frontier AI models in high-stakes healthcare environments. Open-source framework enables collaborative AI healthcare safety research across LLM providers and medical institutions.

Brandon Dent, MD - Emergency Medicine Physician & AI Researcher

Brandon Dent, MD is an Emergency Medicine physician and healthcare AI engineer specializing in large language model research for clinical applications. As founder of GOATnote Inc., Dr. Dent develops ScribeGOAT2, an open-source GPT-5.1 ensemble with reinforcement fine-tuned (RFT) critic for safety-first emergency triage. His AI research focuses on deploying Grok, GPT-5, Claude 4.5, and other frontier large language models in emergency medicine while maintaining rigorous safety protocols and clinical validation standards. Brandon Dent, MD's work advances AI healthcare safety through transparent, reproducible open-source frameworks that demonstrate responsible deployment of large language models in high-stakes medical environments. Connect with Brandon Dent, MD on LinkedIn or explore ScribeGOAT2 open-source repository on GitHub for collaboration opportunities in large language model healthcare research.