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Record W1971937659 · doi:10.1007/s12152-011-9120-x

Hearing Beyond the Normal Enabled by Therapeutic Devices: The Role of the Recipient and the Hearing Profession

2011· article· en· W1971937659 on OpenAlexaff
Gregor Wolbring

Bibliographic record

VenueNeuroethics · 2011
Typearticle
Languageen
FieldMedicine
TopicEmpathy and Medical Education
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsAudiologyPsychologyNeuropsychologyMedical professionMedicineNeuroscienceMedical educationCognition

Abstract

fetched live from OpenAlex

The time is near where 'therapeutic' bodily assistive devices, developed to mimic species-typical body structures in order to enable normative body functioning, will allow the wearer to outperform the species-typical body in various functions. Although such devices are developed for people that are seen to exhibit sub species-typical abilities, many 'therapeutic enhancements' might also be desired and used by people that exhibit species-typical body abilities. This paper presents the views of members of the World Federation of the Deaf on potential beyond species-typical abilities enabling therapeutic assistive devices (i.e. related to hearing). Survey respondents showed support for the development and uptake of beyond normal hearing enabling devices. The views of survey respondents as clients affect hearing-enabling professions (such as audiologist and speech pathologists). The paper analyzes what guidance code of ethics of hearing enabling professions give in regards to beyond normal hearing enabling devices. This paper suggests that people labeled impaired and the professions that serve them should more involved in the enhancement discourse.

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)0.019
metaresearch head score (Gemma)0.023
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.102

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.023
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0100.023
Scholarly communication0.0090.010
Open science0.0010.009
Research integrity0.0040.005
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 head0.049
GPT teacher head0.302
Teacher spread0.253 · 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 designTheoretical or conceptual
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

Citations34
Published2011
Admission routes1
Has abstractyes

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