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Record W4386451728 · doi:10.20511/lem.2023.v1n1.1859

La importancia de la investigación científica en las comunicaciones

2023· article· es· W4386451728 on OpenAlexaff
Alfredo Canchanya Ayala

Bibliographic record

VenueLemma Revista de Comunicación · 2023
Typearticle
Languagees
FieldSocial Sciences
TopicAdvertising and Communication Studies
Canadian institutionsSeagen (Canada)
Fundersnot available
KeywordsHumanitiesArtPhilosophy

Abstract

fetched live from OpenAlex

El presente ensayo busca discutir sobre la importancia de la investigación científica en el campo de las comunicaciones y la necesidad de que esta se promueva dentro del ámbito universitario. Si bien se reconoce el aporte de las comunicaciones a la sociedad y sus avances en los últimos años, se analiza la urgencia de que sean los mismos estudiantes de la especialidad quienes se encarguen de desarrollar la investigación, más allá de la elaboración de una tesis como requisito para la licenciatura. También se destaca el rol del docente en el trabajo de investigación científica de la mano con la producción de los alumnos. El debate pasa por una mirada a las dificultades investigativas presentadas en los últimos años y el planteamiento de una reflexión sobre las carencias de la investigación en las comunicaciones. Se concluye con el reconocimiento de la importancia de la investigación científica en la transmisión del saber y se plantean algunas recomendaciones para mejorar esta labor.

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)0.024
metaresearch head score (Gemma)0.039
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: Commentary · Consensus signal: none
Teacher disagreement score0.024
Threshold uncertainty score0.127

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0240.039
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0070.007
Science and technology studies0.0070.017
Scholarly communication0.0230.014
Open science0.0020.006
Research integrity0.0050.006
Insufficient payload (model declined to judge)0.0120.002

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 head0.027
GPT teacher head0.360
Teacher spread0.333 · 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
GenreCommentary

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".

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Citations0
Published2023
Admission routes1
Has abstractyes

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