The Research Foundation: Fifty Researchers Across Six Decades
The Algorithm Burnout Index is not built on a single theory. It is calibrated against more than fifty researchers spanning six decades of peer-reviewed work across neuroscience, psychology, somatic science, attachment theory, behavioral science, and sociology.
This page exists because credibility should be verifiable. Every claim the ABI makes traces to a specific researcher, a specific publication, and a specific body of evidence. The assessment does not ask you to take its word for it. It asks you to examine the research yourself.
Body and Nervous System
Antonio Damasio’s somatic marker hypothesis established that the body registers emotional information before conscious awareness — the foundational principle of the Somatic Intelligence domain. Bessel van der Kolk built an entire clinical field around the body’s memory of chronic stress. Stephen Porges’s Polyvagal Theory maps how the vagus nerve mediates stress response and social engagement. Peter Levine’s Somatic Experiencing demonstrated the clinical importance of working with body signals rather than overriding them. Bruce McEwen introduced allostatic load — the cumulative biological burden that explains why the body stops resetting. Robert Sapolsky’s work on stress physiology and the HPA axis revealed that dopamine spikes higher in anticipation than reward.
Identity and the Constructed Self
Christina Maslach’s three-component burnout model is the foundation the ABI explicitly positions itself against — measuring the adjacent, distinct phenomenon of identity displacement. Donald Winnicott’s true self and false self framework is the clinical ancestor of the ABI’s authentic-self and performed-self distinction. Erving Goffman’s impression management maps social behavior as performance. Richard Schwartz’s Internal Family Systems found an undamaged core Self beneath every protective part. Mark Leary and Roy Baumeister’s sociometer theory grounds the Autonomy Status domain. Leon Festinger’s social comparison theory grounds the Cognitive Patterns domain.
Laing’s divided self and Erich Fromm’s marketing character both describe, from different angles, the same phenomenon the ABI operationalizes: the split between authentic identity and the commodity-self packaged for exchange value.
Dopamine, Habit, and Arrival
Mihaly Csikszentmihalyi’s decades of flow research established the phenomenon of intrinsic engagement that the Origin Access domain measures. Kent Berridge distinguished wanting from liking at the neurochemical level. Tal Ben-Shahar coined the arrival fallacy. Daniel Gilbert’s affective forecasting research explains why we consistently overestimate how achievements will feel. Anna Lembke’s work on dopamine dysregulation shows how modern reward environments hijack the motivation system.
Verplanken and Wood at Duke found that over 40 percent of daily actions are habits, not conscious decisions — the empirical basis for the Autonomy Status domain. Brickman and Campbell’s landmark 1971 lottery-winner study established hedonic adaptation. The treadmill is not a tendency.
Attention and Cognition
Timothy Wilson’s 2014 study found participants preferred electric shocks to sitting alone with their thoughts. Daniel Kahneman’s distinction between the experiencing self and the remembering self directly informs how the ABI interprets response gaps. Matthew Killingsworth found that 47 percent of waking hours are spent mind-wandering, predicting unhappiness regardless of content. Gloria Mark documents the measurable shrinking of sustained attention. Joseph LeDoux mapped the twelve-millisecond amygdala pathway. Marcus Raichle identified the Default Mode Network. Sara Lazar and Britta Hölzel confirmed that mindfulness produces measurable brain changes in eight weeks.
The ABI does not ask you to believe.
Relational Regulation
Bruce Alexander’s Rat Park research overturned the prevailing addiction model: isolation, not substance, drives compulsive behavior. Johann Hari built on this across multiple countries: the bond with the substance grows in proportion to the absence of bonds with everything else. James Coan’s Social Baseline Theory shows the brain outsources threat regulation to trusted relationships. Ruth Feldman’s bio-behavioral synchrony research demonstrates that nervous systems in proximity coordinate physiologically.
Edward Deci and Richard Ryan’s Self-Determination Theory identifies the three innate needs — autonomy, competence, relatedness — that drive intrinsic motivation. Sue Johnson’s Emotionally Focused Therapy maps how attachment dynamics shift under transformative stress. Caryl Rusbult’s Michelangelo phenomenon shows how close partners sculpt each other toward or away from their ideal selves.
Philosophical Foundation
William James pioneered the study of transformative experiences. Carl Jung’s individuation describes the process of becoming the self one already is. Friedrich Nietzsche’s become who you are sits at the philosophical root of the authentic-self framing the instrument operationalizes. La Rochefoucauld captured the phenomenon in a single seventeenth-century sentence: We are so accustomed to disguise ourselves to others that in the end we become disguised to ourselves.
Iain McGilchrist’s work on the two hemispheres and their different modes of attention frames why the optimizing mode resists interruption. Lee Ross and Andrew Ward’s naïve realism explains why the brain treats different perspectives as threats to reality itself.
The Living Foundation
The ABI is not a static instrument. As new research emerges, the framework evolves. What does not change is the principle: every construct the assessment measures must be grounded in published, peer-reviewed evidence. The field observation provides the pattern. The research provides the language. The assessment provides the measurement.
What would it change to know that the research behind this assessment spans six decades and fifty researchers — and that the phenomenon it measures was first observed not in a laboratory but in the same rooms you sit in every day?.
The full list of researchers, their publications, and their specific contributions to each ABI domain is available at algorithmburnout.com/how-it-works.
Measure the distance: the free Algorithm Burnout assessment at algorithmburnout.com/assessment measures identity displacement across eight research-grounded domains. Forty-eight questions. Fifteen minutes. A mirror, not a formula.
About Algorithm Burnout
The Algorithm Burnout Index was developed by James John Buzzacco, founder of Creative Doorway, through twenty years of embedded field observation and calibration against peer-reviewed research spanning neuroscience, psychology, and somatic science. He and art director Misty Anne Buzzacco co-founded Creative Doorway in 2014. That discovery became a mission: Algorithm Burnout — giving identity displacement a name and a measurement.
jamesbuzzacco.com · creativedoorway.com · algorithmburnout.com
Frequently Asked Questions
Q: Are all fifty researchers cited on the website?
A: Yes. The how-it-works page at algorithmburnout.com lists every researcher with their publication, institutional affiliation, and specific contribution to the ABI’s framework. The citations span peer-reviewed journals, published books, and clinical research.
Q: Is the ABI peer-reviewed itself?
A: The ABI is grounded in peer-reviewed research but is not itself a peer-reviewed instrument. It is a structured self-assessment built on clinical and academic foundations, with its scope and limitations explicitly stated. The distinction between calibration against research and independent peer review is important and intentionally transparent.
Q: How does new research get incorporated?
A: The ABI framework is designed to evolve. When new research emerges that refines or challenges the constructs being measured, the assessment architecture can be updated. The principle is that every claim must trace to evidence. Claims that lose their evidentiary support are revised or removed.
Q: Can therapists use the ABI with clients?
A: The ABI is designed as a self-assessment that can supplement clinical practice. A therapist might use a client’s domain scores to identify where identity displacement is most active and direct therapeutic attention accordingly. The Self-Awareness Index provides information about the client’s defensive engagement that may inform the therapeutic relationship. The ABI does not replace clinical instruments and is not designed to be administered in a clinical setting. It is a self-reflection tool that can generate clinically useful starting points for therapeutic exploration.
