Academic Research
A Diagnostic Architecture for Layered Biological Dysfunction
Most treatment failures in complex chronic illness are not failures of intervention — they are failures of level. This research program develops a formal, falsifiable architecture for identifying where biological dysfunction is actually organized, and why measurement directed at the wrong layer produces persistent diagnostic incongruence.
Core Frameworks
LSM — Layered Systems Medicine
A clinical and theoretical framework organizing biological dysfunction across discrete, hierarchically ordered layers. The foundation for the full manuscript portfolio.
MDEF — Multi-Domain Evidence Framework
A structured instrument for integrating heterogeneous clinical and biomarker evidence across biological domains to support pre-disease detection and diagnostic inference.
BLM — Biological Layer Mismatch
The central mechanism: when interventions or diagnostics operate at a different biological layer than where dysfunction is actually present.
LDA — Layered Dysfunction Assessment
A clinical scoring instrument derived from LSM, designed for systematic patient assessment and research application.
LPS — Layered Pattern Score
A composite scoring system derived from the LDA, providing a quantitative output for layered dysfunction across clinical domains.
DIG — Diagnostic Information Gradient
A formal model of how diagnostic signal degrades across biological layers, informing detection theory and clinical decision-making.
LSM is the parent framework. BLM describes its central failure mechanism. MDEF, LDA, LPS, and DIG are operationalized instruments derived from it.
Framework Resources
Layered Systems Medicine
Full academic documentation, methodology, pilot study protocols, and framework development.
layeredsystemsmedicine.org ↗CLEAR Diagnostic Medicine
A live diagnostic reasoning platform operationalizing LSM methodology. Applies the MDEF framework to complex case evaluation through structured multi-domain evidence synthesis.
cleardiagnosticmedicine.com ↗Manuscript Portfolio
ORCID: 0009-0005-8483-871X ↗"All frameworks are developed with falsifiability as a design constraint. Each manuscript includes testable predictions, operationalized constructs, and defined conditions for refutation."
Layered Systems Medicine
Layered Systems Medicine: A Diagnostic Framework for Physiologic Dysfunction Missed by Standard Testing
A structured narrative review across nine physiologic domains documenting how standard diagnostic testing fails through three distinct mechanisms — layer miscalibration, state insensitivity, and proxy-dependent limitation. Provides the evidence base for the LSM framework with domain-level evidence grading across regulatory, metabolic, hormonal, cellular, neurosensory, immune, gut, vascular, and structural physiology.
Biological Layer Mismatch: A Framework for Diagnostic-Therapeutic Incongruence
Proposes a formal mechanism for clinical failure when treatment targets differ from the layer at which dysfunction is organized. Introduces BLM as a structural — not inferential — account of why standard diagnostic and therapeutic approaches systematically miss dysfunction organized at non-target biological levels.
A Multi-Domain Evidence Framework (MDEF) for Pre-Disease Detection in Complex Chronic Illness
Introduces the MDEF: a structured protocol for synthesizing heterogeneous clinical signals across biological layers to identify pre-disease states before conventional diagnostic thresholds are met. Operationalizes the LSM framework into a clinically applicable evidence integration instrument.
Diagnostic Inference Under Hierarchical Biological Organization
Examines how hierarchical biological organization constrains diagnostic inference, and why standard clinical reasoning fails when dysfunction crosses organizational levels. Develops a formal account of inference error under biological hierarchy.
The Diagnostic Information Gradient: Signal Degradation Across Biological Layers
Formalizes the DIG model: a theoretical account of how diagnostic signal degrades systematically when measurement is directed at a biological layer distal from the site of primary dysfunction. Provides quantitative and conceptual grounding for the detection failure described in BLM.
Layered Dysfunction Assessment (LDA): A Clinical Scoring Instrument for Systematic Patient Assessment
Presents the development of the LDA, a clinical scoring instrument operationalizing LSM for systematic patient assessment and research application. Designed to produce a structured, reproducible output across biological layers for use in clinical and research settings.
Testable Predictions and Falsifiability of Layered Systems Medicine
Articulates explicit falsifiability criteria, boundary conditions, and testable predictions for the LSM framework. Situates the framework within the philosophy of science literature on theory development in medicine and establishes the conditions under which the framework would require revision or rejection.
Clinical Reasoning & Epistemology
Warrant Blindness in Clinical Reasoning: A Mechanism-Level Account of Why Cognitive Debiasing Fails
Proposes warrant blindness as the central mechanism by which diagnostic errors remain invisible at the moment they occur — when the hidden inferential rule connecting clinical evidence to diagnostic conclusion executes automatically, before deliberate examination is possible. Introduces the clinical warrant question as a teachable intervention targeting the inferential layer directly.
Inferential Self-Awareness: Distinguishing Genuine Calibration from Rhetorical Calibration in Human Reasoning
Proposes Inferential Self-Awareness (ISA) as a formally defined, measurable construct: the capacity to perceive the hidden warrant licensing one's own certainty and calibrate confidence to the warrant's actual strength. Introduces a four-layer reasoning model, identifies four mechanisms through which warrants remain invisible, and presents the Anti-Cooption Battery as an empirical operationalization distinguishing genuine ISA from its rhetorical performance.
Contemplative Medicine & Philosophy of Mind
A parallel research track at the intersection of contemplative philosophy, philosophy of mind, and clinical medicine.
Self-Liberation and Somatic Trauma: Dzogchen, Autonomic Regulation, and the Ontology of Affective Arising
Argues that contemporary somatic trauma models share a structural gap — they lack an ontological account of the first-person dimension of affective activation. Introduces self-liberation (rang grol) from the Dzogchen tradition as a conceptually distinct intervention level orthogonal to the suppression-expression axis, and proposes a sequenced clinical framework in which regulatory stabilization is a prerequisite for recognition practices.
Rigpa as Dissolution: Primacy of Awareness and the Framework-Generated Structure of the Hard Problem
Argues that the hard problem of consciousness is not a universal metaphysical constraint but a framework-generated problem — arising from physicalist ontological priority that became invisible through methodological success rather than metaphysical argument. Dzogchen's rigpa offers a dissolution rather than a solution: within an awareness-first ontology, the explanatory gap the hard problem posits does not arise.
The Pattern That Connects and Its Ground: Gregory Bateson's Ecology of Mind and the Dzogchen Ontology of Information
Argues that Bateson's ecology of mind reaches three identifiable limits — it cannot ground the differential space within which information arises, cannot resolve the observer's position within the system it observes, and lacks a first-person methodology adequate to aesthetic-abductive knowing. The Dzogchen ontology of ground (gzhi), display (rolpa), and primordial awareness provides the conceptual resources that address each limit. The convergence is structural rather than historical.