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Record W4400776348 · doi:10.52787/agl.v54i2.415

“Que el alimento sea tu medicina”: el dilema de la falta de acceso a la terapia alimentaria en enfermedad celíaca

2024· editorial· es· W4400776348 on OpenAlexaff
Francisco Echague, María Inés Pinto-Sánchez

Bibliographic record

VenueActa gastroenteorológica latinoamericana/Acta gastroenterológica latinoamericana · 2024
Typeeditorial
Languagees
FieldMedicine
TopicCeliac Disease Research and Management
Canadian institutionsMcMaster University
Fundersnot available
KeywordsHumanitiesMedicinePhilosophy

Abstract

fetched live from OpenAlex

Presentación del caso La enfermedad celíaca (EC) es la única patología autoinmune en la cual se conoce el principal desencadenante: el gluten.1 Es así que la adherencia a una estricta dieta libre de gluten (DLG) es esencial en las personas con EC para la recuperación de la mucosa intestinal, el alivio sintomático y la reducción del riesgo de complicaciones como anemia ferropénica, fracturas osteoporóticas y cáncer de intestino delgado.2 Sin embargo, el estricto cumplimiento de la DLG puede dificultarse debido a desafíos sociales y sobre todo por los altos costos de los alimentos libres de gluten.3 Estudios en diferentes poblaciones en Norte América y Europa reportan un costo entre 4 y 5 veces mayor en los alimentos libres de gluten comparado aquellos que contienen gluten.4 Esto es particularmente problemático para quienes dependen de estos alimentos para mantener su salud, como en el caso de la EC.

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)0.005
metaresearch head score (Gemma)0.009
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: Editorial · Consensus signal: none
Teacher disagreement score0.007
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0020.008
Scholarly communication0.0060.006
Open science0.0010.002
Research integrity0.0060.005
Insufficient payload (model declined to judge)0.0070.001

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 head0.006
GPT teacher head0.310
Teacher spread0.304 · 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
GenreEditorial

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
Published2024
Admission routes1
Has abstractyes

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