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PAPERS

LIBRARY is the reader — one surface, one search, one citation graph over the governed corpus:

hadleylab.org/library · 11 items · 9 shelves · 5 eras

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11 items

Paper · Clinical & Mission · 2026-05-29"The Sparse Matrix of Drug Discovery: Sex, Race, and a Genomic Equity Index Across 40.8 Million Patients in 77,770 Clinical Trials""Clinical-trial enrollment bias and genomic-database undersampling have been measured separately for two decades. Across 77,770 ClinicalTrials.gov studies (40.8 million participants; freeze 1 May 2026) the protocol-writing function emerges as the shared upstream cause on both race and sex, anchored at the CABG sex-disparity model. The industry × academia joint trial shows the steepest race gradient (OR 1.62, P < 10^-100). The Genomic Equity Index ranks European-derived populations at 0.98 and eight others at 0.58 or below — a 3.94-billion-person gap. Boards and credentialing bodies that govern protocol design are the structural intervention point."
Paper · Clinical & Mission · 2026-02-28The $255 Billion WoundAmerican healthcare wastes $255 billion a year on governance it cannot prove. Bitcoin showed governance math is worth a trillion dollars. This paper proves the same math can stop the bleeding — starting with one mammogram — through the MAGIC 255 governance framework.
Paper · Building With AI · 2026-02-28The €344 Billion Euro WoundEuropean healthcare wastes €344 billion a year on governance it cannot prove. Across the Atlantic, the same wound bleeds $255 billion. Two continents. One eight-dimensional gap. This paper documents the EU/UK governance failure and proves the MAGIC 255 framework closes it.
Paper · The COIN Economy · 2026-02-23CANONIC WhitepaperCANONIC is a self-enforcing governance protocol for compliant service composition. Three primitives — INTEL, CHAT, COIN — compose into six services, governed by three pillars, validated across eight dimensions to a 255-bit fitness score. Governance is not an audit. It is a compiler.
Paper · Code Evolution Theory · 2026-02-23Code Evolution TheoryCode, like DNA, evolves through the interplay of drift, mutation, selection, and inheritance. Applying Kimura's neutral theory of molecular evolution to software governance, we demonstrate that the majority of code changes are selectively neutral at the pattern level, with governance compilation acting as the selection mechanism that distinguishes fit from unfit evolution.
Paper · The COIN Economy · 2026-02-23Content as Proof of WorkProof-of-work systems require participants to demonstrate computational effort in exchange for economic reward. In Bitcoin, the work is hash collision. In CANONIC, the work is governed content: INTEL that passes compilation, CHAT that routes to evidence, COIN that mints on verified output. Content is the work. The ledger is the proof.
Paper · The COIN Economy · 2026-02-23The Economics of Governed WorkIf governance is compilation, then governance work produces compilation output. In governed systems, compilation output is a compliance score — the 255-bit MAGIC fitness value. We formalize the economics of governed work: the wage is COIN, the output is the score, and the market is the SHOP. Work that does not compile does not pay.
Paper · The COIN Economy · 2026-02-23Governance as Compilation: The Computational Substrate of Code GovernanceSoftware governance has historically operated as a post-hoc audit — an expensive, manual, episodic inspection performed after the fact, disconnected from the development process it claims to regulate. This paper proposes a fundamental reframing: governance is compilation. Structured Markdown serves as source language, the MAGIC validator as compiler, and the 255-bit fitness score as compilation target.
Paper · Code Evolution Theory · 2026-02-23The Neutral Theory of CANONIC EvolutionWe propose that the majority of code changes at the pattern level are selectively neutral — neither advantageous nor disadvantageous to domain fitness. The main cause of evolutionary change in governed systems is random genetic drift of neutral mutants. Governance compilation provides the selection coefficient that distinguishes fit from neutral variants.
Paper · Code Evolution Theory · 2026-02-19Evolutionary Phylogenetics of CANONICThe CANONIC GALAXY is a phylogenetic system. Organizations inherit governance from a common ancestor (canonic-canonic), diverge through speciation into ecological roles, and face selection pressure from the 255-bit MAGIC fitness score. This paper formalizes the GALAXY as a phylogenetic tree and derives governance evolution as speciation under compiled fitness.
Paper · Clinical & Mission · 2025-10-31MammoChat OPTS–EGO LedgerMammoChat is a patient-centered AI platform that unites compassion, compliance, and computation to create a provenance-driven network for women's health. The OPTS–EGO Ledger transforms each mammogram, biopsy, and clinical note into a verifiable, patient-consented data token using mCODE, linking taxpayer-funded deliverables to open-source innovation and measurable patient benefit.