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docs: address Copilot review — unsourced market size, duplicate URL, touch support
- Remove unsourced $4.9B market size claim from behavioral biometrics table - Fix duplicate ScienceDirect URL: Bolton 2023 and 2025 systematic review shared the same link. Removed link from Bolton, kept on 2025 review. - Update equipment from "Standard mouse" to "Mouse or touchscreen" to reflect that ClickSense supports touch input (touchstart/touchend). Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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docs/deep-dive-cognitive-load-measurement.md

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| **Heart rate variability** | Physiological | Autonomic nervous system state | Beat-to-beat (~1Hz) | Chest strap / wrist sensor | Low |
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| **Galvanic skin response** | Physiological | Sympathetic arousal via skin conductance | Real-time (~4Hz) | Finger/wrist electrodes | Low |
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| **Dual-task RT** | Behavioral | Spare cognitive capacity | Per-probe (~every few seconds) | Secondary task apparatus | High (disrupts primary task) |
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| **Mouse/cursor dynamics** | Behavioral | Motor hesitation, trajectory conflict | Per-movement (~60Hz) | Standard mouse | None |
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| **ClickSense** | Behavioral | Commitment confidence / motor hesitation | Per-click (~1 event per action) | Standard mouse | None |
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| **Mouse/cursor dynamics** | Behavioral | Motor hesitation, trajectory conflict | Per-movement (~60Hz) | Mouse or touchscreen | None |
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| **ClickSense** | Behavioral | Commitment confidence / motor hesitation | Per-click (~1 event per action) | Mouse or touchscreen | None |
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ClickSense sits at the bottom of this table — the lowest-cost, lowest-intrusion, lowest-resolution method. That positioning is either a fatal weakness or a unique advantage, depending on context.
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1. **It's retrospective.** Administered after the task, it can't capture moment-to-moment workload variations. Users forget. Users confuse their perception of performance with their perception of effort.
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2. **"Mathematical meaninglessness."** [Bolton, Biltekoff, & Humphrey (2023)](https://www.sciencedirect.com/science/article/pii/S1071581925000722) argued that the aggregate NASA-TLX score is mathematically meaningless — the weighted combination of six ordinal scales produces a number that doesn't correspond to any coherent construct.
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2. **"Mathematical meaninglessness."** Bolton, Biltekoff, & Humphrey (2023) argued that the aggregate NASA-TLX score is mathematically meaningless — the weighted combination of six ordinal scales produces a number that doesn't correspond to any coherent construct.
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3. **Convergent validity failures in HCI.** A [2025 systematic review in the International Journal of Human-Computer Studies](https://www.sciencedirect.com/science/article/pii/S1071581925000722) found "evidence for a lack of convergent validity and sensitivity of MWL subjective scales in HCI tasks." The NASA-TLX may not measure what HCI researchers think it measures.
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docs/deep-dive-implicit-interaction-signals.md

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| Application | Goal | Key Signals | Maturity |
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|-------------|------|-------------|----------|
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| **Behavioral Biometrics** | Authentication & fraud detection | Mouse trajectory, keystroke cadence, click timing | Commercial ($4.9B projected market) |
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| **Behavioral Biometrics** | Authentication & fraud detection | Mouse trajectory, keystroke cadence, click timing | Commercial (growing market) |
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| **Cognitive State Inference** | Detect load, stress, fatigue, emotion | Mouse speed, idle time, click pressure, typing rhythm | Academic (2024-2025 research wave) |
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| **UX / Engagement Analytics** | Measure attention, intent, friction | Scroll depth, dwell time, hover patterns, click sequences | Industry standard (Hotjar, Amplitude, etc.) |
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