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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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0009-0003-9390-4809

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Artist Led Origination, NeuroArts Expansion, Joseph Stanek, Cover Blueprint Artwork

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.

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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.

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

Blueprint cover art for the Applied Aesthetic Contexts Essay in the Neuroarts Expansion Series by Joseph Stanek

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

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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