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Record W2329726124 · doi:10.1097/mao.0b013e31828f47a8

Charcot-Marie-Tooth Disease as a Cause of Conductive Hearing Loss

2013· article· en· W2329726124 on OpenAlexaffabout
Bénédicte L’Heureux-Lebeau, Musaed Alzahrani, Issam Saliba

Bibliographic record

VenueOtology & Neurotology · 2013
Typearticle
Languageen
FieldNeuroscience
TopicHereditary Neurological Disorders
Canadian institutionsHôpital Notre-Dame
Fundersnot available
KeywordsMedicineOtorhinolaryngologyUniversity hospitalReprintHead and neck surgeryConductive hearing lossFamily medicineHearing lossGeneral surgeryGerontologyLibrary scienceAudiologySurgery

Abstract

fetched live from OpenAlex

From the Division of Otolaryngology–Head and Neck Surgery, Montreal University Hospital Center (CHUM), Montreal, Quebec, Canada Address correspondence and reprint requests to Issam Saliba, M.D., FRCSC, Montreal University Hospital Center (CHUM), Notre-Dame Hospital, Division of Otolaryngology–Head and Neck Surgery, 1560 Sherbrooke Street, East, Montreal, Quebec–H2L 4M1, Canada; E-mail: [email protected] No funding received for this work from any of the following organizations: National Institutes of Health, Welcome Trust, Howard Hughes Medical Institute, or other. The authors disclose no conflicts of interest.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.488
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.052
GPT teacher head0.294
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; both teacher heads agree on what is shown here.

Study designBench or experimental
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

Citations4
Published2013
Admission routes2
Has abstractyes

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