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Record W2083638515 · doi:10.1002/lary.20204

Soft tissue complications after small incision pediatric cochlear implantation

2009· article· en· W2083638515 on OpenAlexaff
Taryn Davids, James D. Ramsden, Karen A. Gordon, Adrian L. James, Blake C. Papsin

Bibliographic record

VenueThe Laryngoscope · 2009
Typearticle
Languageen
FieldNeuroscience
TopicHearing Loss and Rehabilitation
Canadian institutionsSickKids FoundationHospital for Sick ChildrenUniversity of Toronto
Fundersnot available
KeywordsMedicineSurgerySoft tissueCochlear implantationSeromaImplantFixation (population genetics)HematomaComplicationCochlear implantAudiology

Abstract

fetched live from OpenAlex

OBJECTIVES/HYPOTHESIS: To report and analyze the soft tissue complications of 462 consecutive cochlear implants using a minimal access approach at a single institution. STUDY DESIGN: A retrospective case series analysis was performed. METHODS: A database of all patients implanted at our institution between January 2002 and December 2007 was searched, and 385 consecutive patients were identified. Postcochlear implantation notes and case records were searched for soft tissue complications. Soft tissue complications were divided into minor and major complications. All devices were implanted using a minimal access technique with device fixation in all but five patients. RESULTS: There were 385 consecutive children implanted with 462 cochlear implants. Of these, 322 were primary single-sided implants, 124 bilateral implants, and 16 reimplants for device failure. Median follow up was 2.9 years. There were two minor complications: one minor seroma and one postoperative hematoma, both were managed conservatively. There were five major complications: two soft tissue infections, one extrusion, and two major seromas leading to device migration. Four of the five major complications involved loss of device fixation. Three out of the five major complications required device explantation; the decision not to reimplant was made in two cases. CONCLUSIONS: An overall soft tissue complication rate of 1.51% (7/462) at our institution supports the use of a small incision technique combined with device fixation as a safe method of cochlear implantation. We believe that good fixation is especially important in pediatric implantation, because of the thinner soft tissue envelope and increased frequency of minor head trauma.

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)0.004
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 score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.028
GPT teacher head0.294
Teacher spread0.266 · 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

Citations77
Published2009
Admission routes1
Has abstractyes

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