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Recomendaciones para la prevención de la tosferina por la Sociedad Ecuatoriana de Microbiología Médica e Infectología Pediátrica (SEMMIP), Sociedad Ecuatoriana de Pediatría, Filial Pichincha (SEPP), Asociación de Neonatólogos de Ecuador (ASNEO Ecuador), Sociedad Ecuatoriana de Cuidados Intensivos Pediátricos (SECIP.EC) y Sociedad Ecuatoriana de Infectología – Núcleo Pichincha (SEI)

2025· article· es· W4412370128 on OpenAlexaff
María de los Ángeles Costta Michuy, Joanna Acebo Arcentales, Fernando Aguinaga, Adriana Arnao, Cristina Elizabeth Moreno Izquierdo, Rocío Yerovi, Jaime David Acosta-España, Christian Javier Campoverde Espinoza, Carola Katherine Cedillo Villamagua, Flor Narciza Chamba Quezada, Franklin Espinosa, Dolores Freire, Maria Vanessa Martínez Astudillo, Ana Cristina Medranda Alcívar, Rina Johanna Silva Galarza, Judith Soffe-Pazmiño

Bibliographic record

VenueMetro Ciencia · 2025
Typearticle
Languagees
FieldMedicine
TopicInfant Development and Preterm Care
Canadian institutionsEntomological Society of Canada
Fundersnot available
KeywordsPolitical science

Abstract

fetched live from OpenAlex

La tos ferina continúa representando una amenaza significativa para la salud pública pediátrica, particularmente en lactantes menores de seis meses. A pesar de la disponibilidad de vacunas eficaces, se han reportado brotes recientes en América Latina, incluido Ecuador. Este documento, elaborado por cinco sociedades científicas ecuatorianas, presenta recomendaciones basadas en evidencia para la prevención de la tos ferina, adaptadas al contexto local. Se abordan esquemas de vacunación para niños, embarazadas, personal de salud y población general, así como la estrategia “capullo” para proteger a los recién nacidos. Además, se incluyen medidas generales de higiene respiratoria y aislamiento. La implementación integral de estas estrategias busca reducir la morbilidad y mortalidad asociadas a Bordetella pertussis y fortalecer la respuesta nacional frente a esta enfermedad prevenible por vacunación.

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)0.012
metaresearch head score (Gemma)0.030
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.043
Threshold uncertainty score0.085

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.030
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0020.002
Science and technology studies0.0020.002
Scholarly communication0.0040.003
Open science0.0020.004
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0160.002

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 head0.008
GPT teacher head0.301
Teacher spread0.292 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2025
Admission routes1
Has abstractyes

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