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41 changes: 21 additions & 20 deletions app/foundations/page.tsx
Original file line number Diff line number Diff line change
Expand Up @@ -6,14 +6,14 @@ export default function InspirationPage() {
const researchFindings = [
{
icon: <BookOpen className="w-6 h-6" />,
title: "MFA Achieves Human-Level Reliability",
title: "MFA Approaches Human-Level Reliability",
source: "Mahr et al., 2021",
finding:
"MFA-SAT reached 86% accuracy on child speech (ages 3-6), the only system approaching human interrater agreement.",
implementation:
"VoxKit defaults to MFA while supporting alternative engines for comparative research.",
limitation:
"MFA-SAT was trained on adult speech; researchers should validate performance on their specific datasets.",
"MFA-SAT was trained on adult speech; researchers should validate performance for their own use case.",
},
{
icon: <TrendingUp className="w-6 h-6" />,
Expand All @@ -33,20 +33,19 @@ export default function InspirationPage() {
finding:
"Most clinical speech datasets contain only minutes to hours of audio with uncertain labels, leading to poor generalization.",
implementation:
"VoxKit enables comprehensive metadata tracking and versioned provenance for transparent reporting.",
"VoxKit tracks metadata and versioned provenance for transparency.",
limitation:
"VoxKit facilitates rigorous documentation but cannot solve fundamental overfitting—researchers must apply appropriate validation.",
"VoxKit attempts rigorous documentation but cannot solve fundamental overfitting, only ensuring accidents happen less.",
},
{
icon: <Users className="w-6 h-6" />,
title: "Interpretable Measures Outperform Black Boxes",
source: "Berisha & Liss, 2024",
finding:
"Low-dimensional, clinically grounded measures (e.g., hypernasality, articulatory precision) outperform opaque embeddings.",
finding: "Clinically grounded measures outperform opaque embeddings.",
implementation:
"VoxKit's analyzer architecture supports custom, interpretable feature extraction from alignment outputs.",
"VoxKit allows you to test and review this, as AI becomes more advanced, methodologies may advance as well.",
limitation:
"Alignment errors can propagate to downstream measures. Researchers must validate that phonetic boundaries are reliable for their specific analyses.",
"Alignment errors can propagate downstream. Researchers must validate that phonetic boundaries are reliable.",
},
];

Expand Down Expand Up @@ -116,43 +115,45 @@ export default function InspirationPage() {
{/* Summary Box */}
<div className="bg-gradient-to-r from-slate-800/80 to-slate-700/80 backdrop-blur-sm border border-slate-500 rounded-2xl p-10 tile">
<h2 className="text-2xl font-bold mb-4 text-white">
VoxKit&apos;s Research-Driven Design
VoxKit&apos;s Research-Driven Approach
</h2>
<div className="space-y-3 text-slate-200">
<p>
<span className="text-cyan-400 font-semibold">
Guided workflows:
</span>{" "}
Guidance and layout can be customized to fit the direction and use
case for specific studies/research
Guidance and layout can be customized to fit the direction for
specific studies/research
</p>
<p>
<span className="text-cyan-400 font-semibold">
Flexible architecture:
</span>{" "}
Base classes and modular components allow developers to extend and
adapt VoxKit
Explorative tools and pipeline steps can be reused and adapted
with minimal wiring, this also contributes to a more collaborative
mindset around research
</p>
<p>
<span className="text-cyan-400 font-semibold">
Metadata-rich outputs:
</span>{" "}
Metadata tracking enables reportable results and and reduces
overhead
Automated metadata tracking enables reportable results and and
reduces uncertainty around what was done
</p>
<p>
<span className="text-cyan-400 font-semibold">
Honest positioning:
The WE mindset:
</span>{" "}
VoxKit is research infrastructure, not a clinical decision-support
system, it reduces technical barriers while maintaining scientific
rigor
We hope researchers find leverage in this tool, and moreover,
contribute to this ecosystem so that research can become more
collaborative, rather than everyone reinventing the wheel and
working in silos
</p>
</div>
<div className="mt-8 pt-6 border-t border-slate-600">
<p className="text-sm text-slate-300 italic">
VoxKit prioritizes usability, flexibility, and transparency to
empower researchers to utilize the cutting edge.
empower researchers to push the cutting edge.
</p>
</div>
</div>
Expand Down
16 changes: 8 additions & 8 deletions app/page.tsx
Original file line number Diff line number Diff line change
Expand Up @@ -17,13 +17,13 @@ export default function VoxKitLanding() {
icon: <Clock className="w-8 h-8" />,
title: "Save Time & Money",
description:
"Face it, you didn't get into speech pathology to sit hunched over in a computer terminal all day. What once took days of scripting and debugging now takes minutes. Spend your time on research, not wrestling with command-line tools.",
"Face it, you didn't get into speech pathology to sit hunched over in a computer terminal all day. Spend your time on research, not wrestling with command-line tools.",
},
{
icon: <FileCheck className="w-8 h-8" />,
title: "Publish-Ready Outputs",
description:
"TextGrids, alignments, analysis reportsall formatted and ready to go. Your reviewers will never know how easy it was.",
"TextGrids, datasets, analysis reports; all pre-implemented. Exercise concrete workflows, not vague suggestions.",
},
{
icon: <FolderSync className="w-8 h-8" />,
Expand All @@ -35,7 +35,7 @@ export default function VoxKitLanding() {
icon: <Users className="w-8 h-8" />,
title: "Built by Researchers",
description:
"We've been in your shoes—late nights, broken scripts, looming deadlines. VoxKit exists because we needed it too.",
"We've been in your shoes; broken scripts, looming deadlines. VoxKit exists to make our lives easier.",
},
];

Expand Down Expand Up @@ -88,7 +88,8 @@ export default function VoxKitLanding() {
</h1>
<p className="text-xl sm:text-2xl text-slate-300 mb-8 max-w-3xl mx-auto leading-relaxed">
We built VoxKit so you can focus on the science, not the software.
Powerful alignment and analysis tools, zero command-line headaches.
Compose powerful speech-processing and analysis tools into guided
workflows with zero command-line headaches.
</p>

{/* CTA Buttons */}
Expand Down Expand Up @@ -118,8 +119,8 @@ export default function VoxKitLanding() {
Why <span className="text-cyan-400">You&apos;ll Love It</span>
</h2>
<p className="text-xl text-slate-300 max-w-2xl mx-auto">
Seriously, here&apos;s what we&apos;ve been hearing from labs like
yours.
Here&apos;s our pitch in a nutshell: VoxKit is like the Swiss Army
knife of speech pathology research.
</p>
</div>
<div className="grid grid-cols-1 md:grid-cols-2 gap-8">
Expand Down Expand Up @@ -188,8 +189,7 @@ export default function VoxKitLanding() {
Ready to Try It?
</h2>
<p className="text-lg text-slate-300 mb-10 max-w-2xl mx-auto">
Grab VoxKit and see for yourself. We think you&apos;ll wonder how
you ever managed without it.
It&apos;s smooth sailing from here on out.
</p>
<div className="flex flex-wrap items-center justify-center gap-4">
<GridButton
Expand Down
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