Idea about the loudness recruitment. Think of Bit-Depth.
Loudness recruitment is one of the more confusing concepts for patients to grasp. Au.D. students learn it by rote, but its underlying mechanism remains poorly understood. While experimenting with my recorder one day, the concept of bit-depth came to mind.
Bit-depth is a recording parameter familiar to sound engineers. Sampling rate governs frequency resolution — how accurately a recording captures the range of pitches — while bit-depth determines dynamic range. The higher the bit-depth, the wider that range. In post-production, 24-bit is the standard. Since each bit contributes approximately 6 dB of dynamic range, a 24-bit recording can capture up to 144 dB. Any signal exceeding that ceiling clips and distorts.
Shifting to audiology. We have a well-developed understanding of frequency — critical bands, frequency response, tonotopic cochlear organization. Our understanding of loudness, however, is comparatively thin. We know that the number of hair cells recruited correlates with perceived loudness, but mechanistically, that is largely where it stops. My hypothesis is that a person's dynamic range maps onto bit-depth in an analogous way. The three rows of outer hair cells on the basilar membrane may each function as a tier of that range — analogous to individual bits. If the loudness discomfort level sits around 95–100 dB HL, each row might govern roughly 33 dB of that range. Perhaps the innermost row carries the widest share, with dynamic range contribution tapering toward the outer rows.
Furthermore, hearing loss may not only degrade frequency resolution. Dynamic range fidelity may deteriorate alongside it — analogous to reducing bit-depth simultaneously with sampling rate. In this framework, hearing loss dials down both parameters at once. Just as reduced bit-depth fails to capture fine gradations in loudness, a person's ability to perceive subtle dynamic differences may similarly erode. This could explain why frequency-based hearing aid adjustments work perfectly for some patients but fall short for others — unaddressed dynamic range deficits may be the missing variable.
This is admittedly a broad hypothesis, but one I'd genuinely like to pursue.