Evidence map›Paper›PMID 41959094›Full record

ArticlebioRxiv : the preprint server for biology2026

Modeling the Influence of Bandwidth and Envelope on Categorical Loudness Scaling.

Stephen T Neely, Sara E Harris, Joshua J Hajicek, Erik A Petersen, Yi Shen

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Stephen T NeelyBoys Town National Research Hospital, Omaha, Nebraska, USA.ORCID 0000-0002-1349-5386
Sara E HarrisBoys Town National Research Hospital, Omaha, Nebraska, USA.ORCID 0009-0009-1653-0122
Joshua J HajicekBoys Town National Research Hospital, Omaha, Nebraska, USA.ORCID 0000-0002-1597-2983
Erik A PetersenUniversity of Washington, Seattle, Washington, USA.ORCID 0000-0002-9923-8822
Yi ShenUniversity of Washington, Seattle, Washington, USA.ORCID 0000-0003-0063-1200

Funding

Auditory Neuroscience Traning ProgramT32DC005361 · NIDCD · UNIVERSITY OF WASHINGTON · PI Adrian KC Lee, DAVID J PERKEL · 2002 to 2026
$8.8M
COCHLEAR MECHANICS, WAVE PROPAGATION, AND COMPRESSIONR01DC008318 · NIDCD · FATHER FLANAGAN'S BOYS' HOME · PI NEELY, STEPHEN T · 2007 to 2024
$5.2M
Individualized Assessment and Prediction of Speech-Recognition Performance In Adults with Age-related Hearing LossR01DC017988 · NIDCD · UNIVERSITY OF WASHINGTON · PI SHEN, YI · 2019 to 2023
$1.5M
NIDCD NIH HHS R01 DC008318NIDCD NIH HHS R01 DC017988NIDCD NIH HHS T32 DC005361
6 · The paper itself

Abstract

In a loudness-matching paradigm, a reduction in the loudness of sounds with bandwidths less than one-half octave compared to a tone of equal sound pressure level has been observed previously for five-tone complexes at 60 dB SPL centered at 1 kHz. Here, this loudness-reduction phenomenon is explored using band-limited noise across wide ranges of frequency and level. Additionally, these measurements are simulated by a model of loudness judgement based on neural ensemble averaging (NEA), which serves as a proxy for central auditory signal processing. Multi-frequency equal-loudness contours (ELC) were measured for each of the adult participants (N=100) with pure-tone average (PTA) thresholds that ranged from normal to moderate hearing loss using a categorical-loudness-scaling (CLS) paradigm. Presentation level and center frequency of the test stimuli were determined on each trial according to a Bayesian adaptive algorithm, which enabled multi-frequency ELC estimation within about five minutes of testing. Three separate test conditions differed by stimulus type: (1) pure-tone, (2) quarter-octave noise and (3) octave noise. For comparison, loudness judgements for all three stimulus types were also simulated by the NEA model, which comprised a nonlinear, active, time-domain cochlear model with an appended stage of neural spike generation. Mid-bandwidth loudness reduction was observed to be greatest at moderate stimulus levels and frequencies near 1 kHz. This feature was approximated by the NEA model, which suggests involvement of an early stage of the central auditory system in the formation of loudness judgements.

Identifiers

PMID41959094
PMCPMC13060339

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.