Library: Terms, Research, and Foundations
The terms below form the working language of The Cassandra Dilemma.
Complex systems require simplification. Categories, diagnoses, professional roles, documentation systems, and decision pathways allow people and institutions to manage complexity. Yet every simplification changes the information it carries.
The question is not whether systems should categorize. They must. The question is: What information is preserved, what information is lost, and what happens when that loss affects recognition and action?
This library provides the working vocabulary, research foundations, and intellectual traditions that inform this publication. Some concepts come from established academic fields. Others are organizing terms developed within The Cassandra Dilemma to describe recurring patterns across systems.
This resource is not intended to be an exhaustive academic bibliography. Instead, it serves as a map: connecting the ideas discussed to the fields, researchers, communities, and evidence that have examined these patterns over time.
It will continue to grow as new essays are published.¹
Explore The Cassandra Dilemma
The Cassandra Dilemma examines how information moves through complex systems — what is preserved, what is lost, and what happens when that loss affects recognition and action.
This library provides the foundation for the concepts explored throughout the publication.
Start here:
→ About The Cassandra Dilemma
→ Why I Started Looking At Systems
→ Latest Essays
For background on the author, professional work, consultation, and speaking opportunities:
How to Use This Library
Each entry serves a different purpose within the framework.
I. Framework Terms
The foundational vocabulary used throughout The Cassandra Dilemma. These concepts describe how information moves, changes, and becomes recognized within complex systems.
II. Foundational Fields
The academic disciplines and intellectual traditions that inform the framework. No single field contains the entire explanation. Questions about information, recognition, and systems exist at the intersection of multiple areas of study.
III. Mechanisms of Misalignment
The recurring processes through which information may become lost, delayed, distorted, or excluded within complex systems. These mechanisms are explored throughout the publication and examined in greater depth in later essays.
IV. Research Archive
A collection of research, reports, professional resources, and scholarship that inform the questions explored throughout the publication. Sources are organized by topic rather than discipline because the patterns examined often cross traditional boundaries.
I. Framework Terms
The working vocabulary of The Cassandra Dilemma.
These terms describe the processes through which information moves through systems — and the points where meaning may be preserved, altered, delayed, or lost.
Alignment
Definition
The degree to which systems, decisions, and actions match available knowledge and reality.
Alignment occurs when what is known, what is recognized, and what is done remain connected.
Key Question
How closely do systems reflect what is known and what is occurring in reality?
Related Fields
Systems thinking
Implementation science
Organizational theory
Health services research
Public policy
Examples
Evidence-based practices becoming routine practice
Policies reflecting documented needs and available evidence
Organizations adapting when new information becomes available
Foundational Sources
Systems thinking literature examining relationships between knowledge and action
Implementation science research examining evidence-to-practice alignment
Compression
Definition
The process through which complex reality is reduced into categories, documentation, measurements, roles, and decision pathways so systems can function.
Compression is necessary. Without it, systems cannot coordinate action.
However, every compression changes the information carried forward. Some information is preserved because it is considered relevant. Other information is removed because it is difficult to measure, does not fit existing categories, or is considered outside the system’s immediate needs.
Key Question
What information survives when complexity is reduced into a form a system can process?
Related Fields
Systems thinking
Information theory
Organizational theory
Health information systems
Medical sociology
Examples
A person’s complex experience reduced to a diagnostic category
A student’s needs reduced to eligibility criteria
A workforce problem reduced to a staffing metric without context
Foundational Sources
Bowker and Star, Sorting Things Out: Classification and Its Consequences
Information theory and signal preservation concepts
Medical sociology research examining classification systems
Credibility Assignment
Definition
The process through which systems determine whose observations, reports, expertise, or experiences are considered reliable and actionable.
Credibility is shaped by authority, professional roles, institutional expectations, existing frameworks, and social assumptions.
Key Question
Who is believed, and what determines whether information is considered trustworthy?
Related Fields
Epistemology
Sociology of knowledge
Disability studies
Medical sociology
Social psychology
Examples
Patient experiences dismissed because they do not match expected presentations
Frontline workers identifying problems before leadership recognizes them
Lived experience gaining recognition only after institutional validation
Foundational Sources
Fricker, M. (2007). Epistemic Injustice: Power and the Ethics of Knowing
Disability studies scholarship examining expertise and lived experience
Medical sociology research on authority and credibility
Default Model Mismatch
Definition
A situation in which existing assumptions, frameworks, or expectations do not adequately represent the reality being encountered.
When systems rely on default models, experiences outside those assumptions may be overlooked, misinterpreted, or incorrectly categorized.
Key Question
What happens when reality does not fit the model a system expects?
Related Fields
Disability studies
Diagnostic science
Medical sociology
Cognitive bias research
Human-centered design
Examples
Diagnostic frameworks developed from limited populations
Symptoms interpreted through inaccurate assumptions
People adapting themselves to systems rather than systems adapting to reality
Foundational Sources
Disability studies literature examining structural barriers
Research on bias and representation in clinical science
Hermeneutical Gap
Definition
A situation in which available frameworks lack the concepts, language, or categories needed to understand or communicate an experience.
A hermeneutical gap occurs when something is happening, but the available interpretive tools are insufficient to recognize it.
Key Question
What happens when a system does not have the language needed to understand what is occurring?
Related Fields
Epistemology
Sociology of knowledge
Disability studies
Philosophy of science
Medical sociology
Examples
Conditions poorly represented in diagnostic frameworks
Experiences interpreted through inaccurate categories
Problems recognized only after new language develops
Foundational Sources
Fricker, M. (2007). Epistemic Injustice: Power and the Ethics of Knowing
Scholarship examining knowledge gaps and recognition
Information Fidelity
Definition
The degree to which meaning is preserved as information moves between contexts.
Information can remain technically accurate while losing important context, nuance, urgency, or meaning during transmission.
Key Question
How much of the original information survives as it moves through a system?
Related Fields
Information science
Communication theory
Systems thinking
Organizational communication
Implementation science
Examples
Research findings changing meaning during implementation
Clinical observations losing context during documentation
Community concerns becoming simplified during policy translation
Foundational Sources
Information theory
Knowledge translation research
Organizational communication literature
Misalignment
Definition
The gap between what is known and how systems operate.
Misalignment occurs when evidence, lived experience, resources, policies, or practices do not remain connected.
Key Question
Where does the connection break between knowledge and action?
Related Fields
Systems thinking
Implementation science
Organizational theory
Public policy
Health services research
Examples
Evidence-based practices existing without access pathways
Policies failing to reflect documented needs
Resources not matching identified problems
Foundational Sources
Implementation science literature
Health systems research examining evidence-to-practice gaps
Recognition
Definition
The process through which information becomes understood as meaningful, credible, and requiring response.
Recognition requires more than information existing. Information must also fit the frameworks, priorities, and decision pathways of the system receiving it.
Key Question
What allows information to become visible, meaningful, and actionable?
Related Fields
Epistemology
Sociology of knowledge
Implementation science
Medical sociology
Organizational theory
Examples
Research findings existing before becoming routine practice
Patient experiences dismissed until validated by institutional evidence
Emerging problems remaining invisible until they fit existing categories
Foundational Sources
Sociology of knowledge literature
Implementation science research
Medical sociology research on diagnostic recognition
Translation Gap
Definition
The distance between information existing in one context and being understood and acted upon in another.
Information may be accurate in its original setting but lose meaning, urgency, or relevance when moved into a different context.
Key Question
What happens when information crosses boundaries between people, professions, or systems?
Related Fields
Knowledge translation
Implementation science
Organizational communication
Systems thinking
Sociology of knowledge
Examples
Research findings altered during implementation
Patient experiences translated into categories that lose meaning
Frontline observations filtered before reaching decision-makers
Foundational Sources
Knowledge translation research
Implementation science literature
Organizational communication research
II. Foundational Fields
The intellectual traditions that inform The Cassandra Dilemma.
No single discipline contains the entire explanation for these patterns.
Questions about information, recognition, credibility, and systems exist at the intersection of multiple areas of study. This publication draws from several fields because each provides a different piece of the map.
Disability Studies
Definition
An interdisciplinary field examining disability as both an individual experience and a relationship between people, environments, structures, and systems.
Disability studies examines how barriers are created not only through individual limitations, but through assumptions, designs, policies, and social structures.
Key Question
How do environments create barriers through design, assumptions, and expectations?
Related Areas
Accessibility
Disability justice
Structural barriers
Lived experience
Social and relational models of disability
Examples
Systems designed around a narrow definition of ability
Services requiring individuals to repeatedly prove their needs
Barriers created by policies, environments, or communication systems
Foundational Sources
Disability studies scholarship
Disability rights research
Accessibility research
Health Services Research
Definition
The study of how healthcare is delivered, organized, financed, and experienced.
Health services research examines how systems influence access, quality, outcomes, efficiency, and equity.
Key Question
How do healthcare systems affect access, quality, outcomes, and equity?
Related Areas
Healthcare delivery
Workforce systems
Care coordination
Quality improvement
Healthcare access
Examples
Delays between evidence development and clinical implementation
Fragmented care pathways across providers
Workforce shortages affecting access to services
Foundational Sources
Agency for Healthcare Research and Quality (AHRQ)
Health services research literature
Healthcare quality improvement research
Implementation Science
Definition
The study of how evidence-based practices move from research settings into routine practice.
Implementation science examines why effective interventions are not always adopted, sustained, or delivered as intended.
Key Question
Why does knowing what works not always lead to doing what works?
Related Areas
Evidence-based practice
Knowledge translation
Practice change
Adoption barriers
Sustainability
Examples
Evidence-based treatments remaining unavailable despite research support
Organizations struggling to adopt new practices
Policies failing to translate into consistent implementation
Foundational Sources
Implementation science literature
Consolidated Framework for Implementation Research (CFIR)
Knowledge translation research
Organizational Theory
Definition
The study of how institutions function, make decisions, distribute authority, adapt, and resist change.
Organizational theory examines how structures influence what information is noticed, prioritized, communicated, and acted upon.
Key Question
How do structures shape what organizations can see and do?
Related Areas
Institutional behavior
Organizational change
Decision-making
Bureaucracy
Power structures
Examples
Established workflows continuing despite new evidence
Information becoming filtered through organizational hierarchies
Change efforts failing because systems are not designed to support them
Foundational Sources
Organizational sociology
Institutional theory research
Organizational change literature
Sociology of Knowledge
Definition
The study of how knowledge is produced, validated, distributed, and recognized within societies and institutions.
This field examines how communities determine what counts as knowledge, who is considered an expert, and how ideas gain legitimacy.
Key Question
How do societies and institutions determine what counts as knowledge?
Related Areas
Expertise
Authority
Credibility
Knowledge production
Epistemic injustice
Examples
Certain forms of expertise being valued over others
New knowledge taking time to become accepted
Lived experience being recognized differently depending on context
Foundational Sources
Sociology of knowledge scholarship
Epistemology research
Research on expertise and authority
Systems Thinking
Definition
An approach that examines relationships, feedback loops, structures, and interactions rather than isolated events.
Systems thinking focuses on how individual components interact to create patterns over time.
Key Question
What patterns emerge when individual parts interact within a larger system?
Related Areas
Complex systems
Feedback loops
System dynamics
Emergent behavior
Systems analysis
Examples
Individual failures resulting from structural patterns
Policies producing unintended consequences
Multiple small barriers combining into significant access problems
Foundational Sources
Systems science literature
Complexity theory
System dynamics research
III. Mechanisms of Misalignment
The recurring processes through which information may become lost, delayed, distorted, or excluded.
The mechanisms below describe patterns through which systems may fail to preserve, translate, recognize, or act upon available information. They are not explanations for every system failure. They are analytical lenses used throughout The Cassandra Dilemma to examine how knowledge moves — or fails to move — through complex systems.
A single system may experience multiple mechanisms simultaneously. Season 2 examines each mechanism individually. Season 3 explores how these mechanisms interact, reinforce one another, and create self-sustaining patterns over time.
Burden Transfer
Definition
The process through which the cost of system limitations is shifted onto individuals, families, professionals, or communities.
When systems cannot coordinate effectively, the work does not disappear. It is redistributed.
Key Question
Who absorbs the cost when systems cannot coordinate effectively?
Related Fields
Disability studies
Healthcare policy
Labor research
Health services research
Social care research
Examples
Families becoming care coordinators across disconnected systems
Clinicians absorbing administrative burdens
Individuals compensating for inaccessible processes
Foundational Sources
Disability studies scholarship examining unpaid labor and accessibility burdens
Healthcare policy research examining care coordination
Care Pathway Fragmentation
Definition
The breakdown that occurs when multiple parts of a system operate separately without a mechanism for maintaining a complete understanding of the person, problem, or need.
Key Question
What happens when no person or institution holds the complete picture?
Related Fields
Health services research
Disability studies
Social work
Healthcare systems research
Organizational theory
Examples
Patients coordinating disconnected specialists
Families navigating healthcare, education, and social systems simultaneously
Important information remaining isolated within separate systems
Foundational Sources
Care coordination research
Health systems research
Integrated care literature
Documentation Compression
Definition
The reduction of complex human experiences into documentation categories, required fields, measurements, and records.
Documentation allows systems to communicate, but the process may remove context, nuance, or information that does not fit established formats.
Key Question
What happens when lived experience is converted into system-readable information?
Related Fields
Health information systems
Medical sociology
Information science
Organizational theory
Classification research
Examples
Symptoms reduced into limited diagnostic categories
Context removed because it does not fit documentation requirements
Patterns becoming invisible because they cannot be easily measured
Foundational Sources
Bowker and Star, Sorting Things Out: Classification and Its Consequences
Research on medical classification systems
Health informatics literature
Institutional Inertia
Definition
The tendency of organizations and systems to continue established patterns, processes, and structures even when change is needed.
Key Question
Why do systems continue established patterns even when evidence suggests change is needed?
Related Fields
Organizational theory
Systems science
Public policy
Institutional theory
Change management
Examples
Existing workflows persisting despite evidence of better approaches
Policies remaining unchanged despite documented consequences
Organizations prioritizing stability over adaptation
Foundational Sources
Institutional theory research
Organizational change literature
Recognition Lag
Definition
The delay between accurate knowledge becoming available and that knowledge becoming incorporated into routine understanding, policy, or practice.
Key Question
What happens when systems know something is true but do not yet act as if it is true?
Related Fields
Implementation science
Healthcare quality improvement
Organizational change
Public policy
Knowledge translation
Examples
Evidence-based treatments taking years to reach routine care
Known workforce shortages continuing without infrastructure changes
Research findings preceding changes in clinical practice
Foundational Sources
Implementation science literature
Knowledge translation research
Healthcare quality improvement research
Stabilized Distortion
Definition
The process through which inaccurate or incomplete models become embedded into systems, making the distortion appear normal or correct.
Key Question
What happens when an inaccurate model becomes part of the infrastructure?
Related Fields
Medical sociology
Diagnostic science
Health equity research
Organizational theory
Systems thinking
Examples
Diagnostic frameworks based on incomplete populations
Clinical assumptions repeated across training systems
Algorithms or policies built on limited data
Foundational Sources
Medical sociology research
Diagnostic science literature
Health equity research
Translation Shift
Definition
The change in meaning that can occur when information moves between contexts, professions, systems, or levels of decision-making.
Key Question
What happens when information changes meaning as it moves through a system?
Related Fields
Implementation science
Organizational communication
Knowledge translation
Systems thinking
Sociology of knowledge
Examples
Research findings altered during implementation
Patient experiences translated into categories that lose important meaning
Frontline observations filtered before reaching decision-makers
Foundational Sources
Knowledge translation research
Organizational communication literature
Implementation science research
IV. Research Archive
The evidence base, scholarship, and institutional knowledge informing The Cassandra Dilemma.
The Research Archive collects research, reports, professional statements, and resources that inform the essays within The Cassandra Dilemma.
Sources are organized by topic rather than by discipline because the patterns examined in this publication often cross traditional boundaries.
The purpose is not to create an exhaustive bibliography.
Instead, this archive makes visible the information that already exists — the research, observations, and warnings that have shaped understanding of these problems over time.
The archive will continue to expand as new essays are published.
Archive Categories
Diagnostic Recognition
How systems identify, classify, and respond to conditions, experiences, and patterns.
Topics
Diagnostic delay
Diagnostic criteria
Clinical recognition
Representation in research
Translation of evidence into practice
Examples
OCD recognition and access to evidence-based treatment
Autism diagnostic frameworks
Conditions historically underrecognized in women
Differences between research populations and clinical populations
Foundational Sources
Diagnostic manuals and classification systems
Clinical practice guidelines
Diagnostic research literature
Medical sociology research examining recognition and classification
Education and Disability Systems
How institutions identify needs, provide support, and create or reduce barriers.
Topics
Special education systems
Accessibility
Accommodation processes
Family advocacy
Coordination burden
Examples
Families navigating multiple systems simultaneously
Students whose needs are not captured by existing categories
Accessibility barriers created through institutional design
Foundational Sources
Disability studies scholarship
Education policy research
Accessibility research
Health Systems and Policy
How healthcare systems organize knowledge, resources, decisions, and access.
Topics
Institutional decision-making
Workforce policy
Resource allocation
Access structures
Care coordination
Examples
Workforce shortages
Delays between evidence and implementation
Fragmented care pathways
Gaps between policy and practice
Foundational Sources
Health services research
Healthcare policy analysis
Health workforce research
Quality improvement literature
Knowledge Systems and Epistemology
How knowledge is created, valued, communicated, and recognized.
Topics
Credibility and authority
Expertise
Lived experience
Knowledge production
Epistemic injustice
Scientific paradigm shifts
Examples
Whose observations are considered credible
How new knowledge becomes accepted
Why some information reaches decision-makers while other information does not
Foundational Sources
Epistemology
Sociology of knowledge
Philosophy of science
Science and technology studies
Mental Health Systems
How mental health knowledge, services, and structures interact.
Topics
Workforce shortages
Evidence-to-practice gaps
Access barriers
Treatment availability
Care fragmentation
Examples
Evidence-based treatments unavailable despite research support
Individuals waiting years for appropriate care
Systems relying on outdated models despite emerging evidence
Key Organizations and Sources
National Council for Mental Wellbeing
Substance Abuse and Mental Health Services Administration (SAMHSA)
Health Resources and Services Administration (HRSA)
How Sources Are Used
The approach to evidence within The Cassandra Dilemma.
The Cassandra Dilemma draws from multiple forms of knowledge. No single source type provides a complete picture. The goal is not to replace one form of knowledge with another, rather to understand how different forms of knowledge interact — and what happens when information fails to move between them.
Research Evidence
Peer-reviewed studies, systematic reviews, meta-analyses, and established academic literature.
Research evidence helps identify:
Patterns across populations
Tested interventions
Measurable outcomes
Existing knowledge gaps
Limitations
Research is shaped by the populations included, questions asked, methods used, and assumptions underlying the study design.
Institutional Knowledge
Reports, position statements, professional guidelines, government publications, and organizational resources.
Institutional knowledge helps identify:
System-level patterns
Implementation challenges
Workforce and policy conditions
Professional consensus
Limitations
Institutions may reflect existing priorities, structures, and limitations of the systems they represent.
Lived Experience
The experiences of individuals and communities who identify patterns before institutions formally recognize them. Lived experience helps identify:
Emerging problems
Gaps between policy and reality
Experiences that may not yet be represented in formal systems
Limitations
Individual experiences are not automatically generalizable. However, repeated patterns across communities may identify questions requiring further investigation.
Bringing Sources Together
The Cassandra Dilemma examines what happens at the intersection of these knowledge sources. A pattern may appear first through lived experience. Research may later investigate it. Institutions may eventually recognize it.
The central question remains: What happened to what was known?
¹ This library is under construction. New terms, sources, and reading pathways will be added as this publication develops.
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About The Cassandra Dilemma
Learn more about the purpose of this publication, the Cassandra Framework, and the questions guiding this work.
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Amber Young, LMHC, provides consultation, education, and presentations focused on OCD, anxiety-related disorders, Autism/neurodivergence, mental health systems, clinical practice, and the translation of knowledge into action.