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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.

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Scholarly Profiles and Persistent Identifiers

Indexed in global research infrastructures and persistent identifier systems.

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ResearchGate Logo
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0009-0003-9390-4809

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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.

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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.

ESSAY 1 (PUBLISHED)

NeuroArts Expansion: A Framework for Artist-Led Inquiry in Applied Aesthetic Contexts

Author: Joseph Stanek
Publication: NeuroArts Expansion Series, Essay 1
Year: 2026

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

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.

​

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.

ESSAY 1 (PUBLISHED)

NeuroArts Expansion: A Framework for Artist-Led Inquiry in Applied Aesthetic Contexts

Author: Joseph Stanek
Publication: NeuroArts Expansion Series, Essay 1
Year: 2026

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.

​

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

The Artist-Initiated Frontier, a Neuroarts research paper cover image with a male ballet dancer holding a classical ballet poseby Joseph Stanek

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

AI Detection Report Cover Image

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

Hand Holding Brain

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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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

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