

Tour de Fierce Research
Exploring the frontiers of vocal science, human evolution, and emerging technologies in the entertainment industry — with transparency, rigor, and a commitment to elevating truth in the creative arts.
Tour de Fierce Research is an independent research initiative led by Joseph Stanek exploring the intersection of artistic practice, vocal science, and emerging technologies. Drawing on perspectives from vocal physiology, performance science, anthropology, and audio-forensic analysis, this work investigates how the human voice functions as both a biological instrument and a cultural force.
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Current research examines topics including synthetic singing and artificial intelligence, the biomechanics of vocal performance, and the broader relationship between aesthetic experience and human development.
This page serves as a public archive of published findings as well as an overview of ongoing research initiatives, including long-term projects within the NeuroArts Expansion Series.



Artist-Led Origination: Before the Hypothesis
THE CONCEPTUAL CORE OF THE NEUROARTS EXPANSION SERIES
This essay introduces Artist-Led Origination (ALO) as the upstream foundation of NeuroArts research, arguing that artistic practice itself generates primary research questions prior to formal hypothesis formation. Through the dual pathways of Artist-Initiated Inquiry and Practice-Led Inquiry, the paper establishes a structured model for how aesthetic environments produce observable phenomena that precede and inform scientific investigation. Positioned as the conceptual center of the NeuroArts Expansion Series, this work defines the origin point of a new research architecture integrating artistic practice with empirical inquiry.
NEUROARTS EXPANSION SERIES: ESSAY NO. 03
Artist-Led Origination: Before the Hypothesis
Author: Joseph Stanek
Series: NeuroArts Expansion Series
Essay: No. 03
​Abstract
NeuroArts has built an identity around a genuine commitment to equal partnership between artists and scientists in the investigation of aesthetic experience, yet the formal architecture of inquiry within the field tells a different story. Research agendas originate predominantly within scientific institutions, and where practitioners are invited to participate, eligibility is structurally gatekept by institutional affiliation; the Renée Fleming Neuroarts Investigator Awards, for instance, require practitioners to identify and partner with a narrowly defined early-career scientist holding full-time institutional affiliation before their inquiry is even eligible for consideration. The consequences of this asymmetry are not merely ethical; they are epistemic: a field whose structural conditions consistently exclude the origination layer of its own subject matter inevitably approaches a threshold beyond which its investigative horizon cannot meaningfully expand.
This essay addresses that asymmetry directly by developing Artist-Led Origination (ALO) as the second major pillar of the NeuroArts Expansion Series. It advances ALO beyond its earlier introduction as a structural access remedy, establishing it as a formal epistemological principle: research agendas may legitimately originate from the lived expertise of practitioners operating within Applied Aesthetic Contexts, because certain classes of aesthetic phenomena may not enter the field’s investigative purview through any other pathway—and because inquiry originating from that expertise deserves consideration within the same funding pathways and evaluative structures that govern institutionally supported research. The essay distinguishes two operational modes through which ALO functions: Artist-Initiated Inquiry, in which practitioners formulate research questions derived from sustained professional experience, and Practice-Led Inquiry, in which knowledge emerges through iterative cycles of artistic creation, refinement, and response. It repositions earlier access-based arguments within a broader epistemic architecture organized around a three-stage lifecycle of knowledge production: origination, evaluation, and execution. It then introduces Diachronic Aesthetic Knowledge as a named conceptual contribution: the practitioner’s accumulated capacity to interpret aesthetic phenomena across time, functioning simultaneously as a detector of emerging cultural dynamics and as a translator of historically transmitted aesthetic systems, advancing this capacity as one of the field’s most consequential and least utilized evidentiary resources. Together, these contributions establish Artist-Led Origination as a structural evolution to how NeuroArts validates the multifaceted origins of inquiry. Until now, NeuroArts has largely operated as an invitation for the art to enter the science laboratory. This essay invites science to the stage.
FEATURED
WORK
Publication Keywords:
NeuroArts
neuroaesthetics
artist-led origination
artist-initiated inquiry
practice-led inquiry
diachronic aesthetic knowledge
applied aesthetic contexts knowledge origination
practitioner-led research
reciprocal embodied literacy
arts-science collaboration
cultural neuroscience
aesthetic experience
embodied expertise
research infrastructire
interdisciplinary inquiry
longitudinal assessment
ETUDE
NeuroArts Expansion Series

Research Leadership & NeuroArts Affiliation
Tour de Fierce Research is led by Joseph “Seph” Stanek, an arts-led principal investigator whose work operates at the intersection of embodied performance, neuroaesthetics, and applied research on emotional regulation. His research profile is featured by the Renée Fleming NeuroArts Resource Center, an interdisciplinary hub connecting scientists, artists, and institutions advancing the NeuroArts field.

NeuroArts Expansion Series
The NeuroArts Expansion Series is a multi-essay research initiative exploring how sustained aesthetic engagement shapes cognition, identity, health, and social development. Building on emerging interdisciplinary work in neuroaesthetics, the series proposes new conceptual frameworks designed to expand how researchers, educators, and artists investigate the relationship between art and human development.
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These essays introduce several foundational concepts—including Applied Aesthetic Contexts, Artist-Led Origination (ALO), Reciprocal Embodied Literacy, and ETUDE (Empirical Tracking of Universal Development in Esthetics)—which together outline a proposed research architecture for the next generation of NeuroArts inquiry.
NEUROARTS EXPANSION SERIES: ESSAY NO. 01
NeuroArts Expansion: A Framework for Artist-Led Inquiry in Applied Aesthetic Contexts
Author: Joseph Stanek
Series: NeuroArts Expansion Series
Essay: No. 01
This essay introduces a framework for Practice-Led Inquiry in Applied Aesthetic Contexts, arguing for the systematic integration of artistic practice into interdisciplinary research on aesthetic engagement. The framework proposes that artists themselves can serve as generators of research questions and experimental environments, expanding traditional models of scientific inquiry into the arts.
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Abstract
NeuroArts research has established that engaging with the arts and aesthetic experiences effectively influences neural processes, emotional regulation, and social behavior, yet much of this work remains centered on controlled laboratory and clinical settings that capture only limited aspects of art’s real-world impact. This framework essay proposes a complementary expansion of the NeuroArts field toward fully realized practice-integrated investigation in Applied Aesthetic Contexts— environments in which aesthetic experiences are intentionally designed and socially embedded. Central to this expansion is Artist-Led Origination (ALO), a model in which research agendas emerge from artistic practice itself, operationalized through Artist-Initiated Inquiry and Practice-Led Inquiry. The framework further advances Reciprocal Embodied Literacy as a foundation for interdisciplinary collaboration grounded in bidirectional experiential competence. To support investigation across extended timescales and populations, the essay introduces ETUDE (Empirical Tracking of Universal Development in Esthetics), a proposed longitudinal measurement infrastructure designed to document how aesthetic engagement shapes cognition, emotion, identity, and social behavior over the lifespan. Together, these components outline a practice-integrated approach that complements existing NeuroArts paradigms by incorporating practitioner knowledge, ecologically valid environments, and population-scale phenomena into the field’s evidentiary landscape.
Publication Keywords:
neuroarts
arts and health
neuroaesthetics
applied aesthetic contexts
artist-led origination
artist-initiated inquiry
practice-led inquiry
reciprocal embodied literacy
arts-science collaboration
cultural neuroscience
aesthetic experience
longitudinal assessment
ETUDE
NeuroArts Expansion Series

NEUROARTS EXPANSION SERIES: ESSAY NO. 02
Applied Aesthetic Contexts: Environments That Generate What Laboratories Cannot
Author: Joseph Stanek
Series: NeuroArts Expansion Series
Essay: No. 02
This essay introduces Applied Aesthetic Contexts, a conceptual framework identifying real-world artistic environments as ecologically valid sites for NeuroArts inquiry. While laboratory studies have established important empirical foundations in arts-and-health research, many forms of aesthetic experience emerge only within complex cultural settings such as theaters, concert halls, festivals, and other shared artistic environments.
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By defining Applied Aesthetic Contexts, the paper argues that large-scale artistic settings generate forms of aesthetic engagement that cannot be reproduced in controlled laboratory conditions. Recognizing these environments as legitimate sites of inquiry expands the evidentiary landscape of NeuroArts and opens new pathways for integrating artistic practice into interdisciplinary research.​
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Abstract
Research in NeuroArts and arts-and-health has demonstrated that engagement with the arts is associated with measurable changes in cognitive, emotional, and social processes. However, much of this evidence derives from laboratory or clinically simplified environments that capture only limited dimensions of aesthetic experience.
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This essay proposes Applied Aesthetic Contexts as ecologically valid environments for NeuroArts inquiry. In these contexts—such as concert halls, theaters, festivals, museums, and other structured cultural spaces—aesthetic experiences unfold within genuine social, institutional, and cultural conditions. These environments generate forms of engagement that cannot be fully reproduced in laboratory settings.
By articulating the concept of Applied Aesthetic Contexts, the essay establishes a structural foundation for expanding NeuroArts research beyond controlled experiments and toward the study of aesthetic phenomena as they occur within real cultural environments.
Publication Keywords:
neuroarts
arts and health
neuroaesthetics
applied aesthetic contexts
ecological validity
artist-led origination
neural synchrony
emotional contagion
embodied practice
institutional aesthetics
hypothesis generation
intergroup contact
practitioner as aesthetic element
NeuroArts Expansion Series

Featured Publications
FEATURED IN NEUROARTS
The Artist-Initiated Frontier: Structural Evolution and the ALO Framework in Neuroarts Research
Author: Joseph Stanek
Abstract: Neuroarts research — an interdisciplinary field integrating neuroscience and the arts — has matured to a developmental threshold at which artist-led inquiry is both necessary and structurally underserved. While the Neuroarts Blueprint Initiative publicly commits to advancing equity and innovation within arts–science collaboration, independent arts practitioners engaged in artistic research and arts-based inquiry encounter a persistent access paradox: institutional research governance structures that rhetorically champion inclusion while they operationally privilege proposals originating from credentialed academic laboratories.
Through a structural policy analysis of the Neuroarts Blueprint Initiative’s investigator-level funding mechanisms, this article demonstrates how artist-initiated research proposals are precluded prior to intellectual merit review due to eligibility asymmetries embedded within current research infrastructure. This exclusion creates a misalignment between neuroaesthetic theory, interdisciplinary research ideals, and existing funding praxis.
To address these constraints, I propose the Artist-Led Origination (ALO) framework — a standards-equivalent governance enhancement designed to expand innovation capacity within neuroarts, arts and neuroscience research, and broader interdisciplinary knowledge production. The ALO framework offers a scalable model for practitioner-led scholarship that advances methodological rigor, equity in research access, and sustainable arts–science collaboration without displacing institutional research structures.
Publication Keywords:
neuroarts
arts and health
neuroaesthetics
grant governance
arts-based research
innovation ecosystems
Neuroarts Blueprint Initiative
arts and neuroscience
performance psychology
research infrastructure
vocal pedagogy research
creative studies
music cognition

Featured Forensic Audit Report
FEATURED IN AI MUSIC
AI Detection Report: 2024 International Songwriting Competition: Evidence of undisclosed and undetected AI-generated songs receiving awards despite prohibition, undermining fair competition for songwriters
Author: Joseph Stanek
Abstract: This report presents a forensic audit of award-winning entries in the 2024 International Songwriting Competition (ISC), documenting evidence of undisclosed and undetected AI-generated music receiving official recognition despite explicit prohibitions. The investigation integrates audio forensics, open-source intelligence (OSINT), metadata analysis, and publicly documented admissions by credited entrants to evaluate authorship credibility and workflow plausibility.
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Findings identify structural, stylistic, and behavioral patterns consistent with contemporary text-to-music generative AI systems rather than human songwriting processes. The revised print edition consolidates technical analyses, evidentiary figures, and procedural context to support independent verification, institutional review, and scholarly citation. This work contributes to ongoing discussions on AI detection, authorship integrity, and policy enforcement in creative competitions.
Publication Keywords:
AI-generated music
music forensics
songwriting competitions
generative AI in music
International Songwriting Competition (ISC)
music awards
competition compliance

Areas of Research
I. AI-Generated Music & Audio Forensics
Investigating spectrogram patterns, encoder behavior, metadata anomalies, and statistical irregularities to evaluate AI-authored musical compositions in real-world audio files.
Current flagship report (Print Edition):
AI Detection Report | 2024 International Songwriting Competition (Print Edition)
A revised forensic audit examining how AI-generated songs were awarded top honors in the 2024 International Songwriting Competition despite an explicit prohibition on AI involvement.
Permanent archived Print Edition (DOI): https://doi.org/10.5281/zenodo.18465961
II. Human Evolution & the Vocal Apparatus
Research on how the human voice developed to its current stage, spanning anatomical adaptations, respiratory evolution, speech biomechanics, and the evolutionary pressures responsible for distinguishing our voices from all other primate species.
Flagship report:
[Set for publication in Aeon magazine, 2026]
III. Psychoacoustics & Human Perception of Voice
Exploring how humans perceive timbre, vibrato, resonance, pitch accuracy, and vocal expression; documenting how human perception can be used to distinguish human voices from early generative audio models.
Flagship report:
Forthcoming: "Ear-Based Detection of Early AI 'Singing'"
IV. Evolution of Musicality & Acoustic Communication
Comparative studies of human and non-human primate vocalizations, evolutionary functions of pitch manipulation, and music's evolutionary roots as survival in the wild.
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Flagship report:
Forthcoming: "The Lost Frontiers of the Human Voice"
V. Cultural Narratives, Media Framing & Musical Legacy
Investigating how media institutions, awards programs, and marketing narratives influence public understanding of musical history. This line of research analyzes discrepancies between cultural storytelling and verifiable historical record — and how these shifts reshape legacy, attribution, and collective memory in the arts.
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Flagship report:
"George Strait is Not the King of Country Music: A Clarification on Cultural Titles, Institutional Memory, and the True King of Country Music"
Methodology & Scientific Approach
Tour de Fierce Research integrates:
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Audio-forensic analysis, including metadata, encoders, spectrograms, and expert human auditory analysis
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Evolutionary Biology
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Vocal Anatomy and Pedagogy
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Performance science
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Cognitive neuroscience
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Acoustic engineering
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Behavioral psychology
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Ethical review principles
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Historical source verification & archival research (see our clarification on the “King of Country Music” title)
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Each study is accompanied by clear limitations, confidence levels, and source transparency.
About Tour de Fierce Research
Tour de Fierce Research bridges scientific understanding and artistic practice. Founded by Joseph Stanek, this initiative exists to protect human creativity, advance vocal science, and promote honest, evidence-based discourse as advances in technology continue to reshape the arts.
Contact / Press
For interviews, permissions, and collaboration requests: contact@tourdefierce.vip




