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Patient Directed Basal Electrode Deactivation Is Associated with Diminished Audibility

2024· preprint· en· W4392622370 on OpenAlexaff
Justyn Pisa, Tessa Bortoluzzi, Jacob Sulkers, Jordan Hochman

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldNeuroscience
TopicEEG and Brain-Computer Interfaces
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsAudiologyBasal (medicine)ElectrodePsychologyMedicineChemistryInternal medicine

Abstract

fetched live from OpenAlex

Introduction: Cochlear implantation (CI) has revolutionized patient care, however speech and audibility outcomes vary between recipients. This study evaluates post-operative CI performance in recipients with an intact electrode array compared to a smaller subset with one or more basal electrodes deactivated to ascertain any significant differences in speech perception. Methods: A retrospective review of a single CI centre database (from 2011-2021) in [BLINDED], using a Mid-Scala electrode, with focus on recipients identified with one or more deactivated basal electrodes was performed. Comparisons between conventional users and the deactivated cohort included aided pure tone testing in sound field and open-set sentence recognition scores (AzBio) at one-year post activation. Subjective measures were collected to assess overall satisfaction with devices. Results: 48 individuals out of 167 adult recipients had selected for deactivation of basal electrodes. Reasons for deactivation included sound quality and lack of sound percept. There were no significant differences in pre-operative status or demographics between the two cohorts. T-Test analysis found significant differences in aided thresholds between the “intact” and “deactivated” electrode cohorts at 4KHz and 6KHz (p <0.01). Mean post-operative speech perception was also significantly worse in the “deactivated” cohort (48.5% compared to 59.0%) at 1-year post activation (p<0.01). There were no significant differences found between groups in overall satisfaction with their CI. Conclusion: Patient request for basal electrode deactivation owing to subjective sound quality illustrates decreased audibility and speech perception, however CI satisfaction is preserved.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.025
GPT teacher head0.266
Teacher spread0.241 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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