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Record W2943206778 · doi:10.29262/ram.v66i2.565

Tos crónica. Síndrome de hipersensibilidad del reflejo de la tos

2019· review· es· W2943206778 on OpenAlexaff
José Antonio Sacre-Hazouri, Lauralicia Sacre

Bibliographic record

VenueRevista Alergia México · 2019
Typereview
Languagees
FieldMedicine
TopicRespiratory and Cough-Related Research
Canadian institutionsMcGill University
Fundersnot available
KeywordsMedicineHumanitiesArt

Abstract

fetched live from OpenAlex

The cough reflex is a protective mechanism of the airway; it avoids bronchoaspiration and its complications and, when it is altered, it can appear as a hypersensitivity syndrome; cough per se is the most common symptom for which medical consultation is sought. Chronic cough represents a public health problem with a high degree of morbidity; It represents a syndrome by itself, regardless of the underlying condition. Recent evidence suggests an abnormal and altered neurophysiologic process. Recent literature and new therapeutic mechanisms were reviewed. We are in the process of understanding the cough syndrome.

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)0.005
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.924
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.002
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0050.002
Bibliometrics0.0010.002
Science and technology studies0.0000.001
Scholarly communication0.0010.000
Open science0.0020.001
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0030.005

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 head0.057
GPT teacher head0.399
Teacher spread0.342 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations5
Published2019
Admission routes1
Has abstractyes

Explore more

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