MétaCan
Menu
Back to cohort
Record W7055441376

Comparative Study of the Regulations and Protocols Published in Spain by the Autonomous Communities after the Declaration of the State of Alarm Derived from COVID-19

2023· article· en· W7055441376 on OpenAlexaboutno aff

Bibliographic record

VenueGredos (University of Salamanca) · 2023
Typearticle
Languageen
FieldEngineering
TopicLaser Design and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsDeclarationGovernment (linguistics)Identification (biology)Work (physics)Quarter (Canadian coin)Quality (philosophy)State (computer science)Order (exchange)Software deployment
DOInot available

Abstract

fetched live from OpenAlex

The situation that occurred after the declaration of the state of alarm in our country has led to the suspension of on-site educational activity in centers during the last quarter of the 2019/2020 academic year and a new conception in the organization and development of educational processes during the course 2020/2021. All this has led to the deployment of rules and action protocols, both at the national and regional levels, in order to safeguard the fundamental right to education of our minors in combination with the right to health protection through preventive measures that the health authorities have adopted for educational centers.This article presents the results obtained in the documentary analysis phase of the research project developed, after reviewing 149 standards and protocols published by the Government and the regional educational administrations. It has been used the technique of variance analysis through the search for key terms among the elements of study, which allows to establish generalizations explained by interpretation of diversity, which lead to the identification of key factors in the improvement of educational systems related to inclusion, quality and equity.For the systematization of the analysis process, 36 indicators classified into four study categories have been used around the measures adopted with the students, with the teaching staff, curricular and pedagogical and, finally, organizational.The study highlights the dispersion of existing regulations in terms of volume and type, as well as the difficulty in some cases of accessing documents. Likewise, it confirms the intensity in the work carried out by the administrations at the beginning of the 2020/2021 academic year, but not in its development, which is left in the hands of the educational centers, given the lack of indications at the end of the 2019/2020 academic year. Among the coincident aspects, the following stand out: the proposal of reinforcement and support plans stands out, the importance of communication with families, the availability of unspecified resources, the need for teacher training in digital competence, the adaptation of the documents of the centers (plans of orientation and tutorial action and didactic programming), the evaluation and promotion criteria, the contingency and digitization plans, as well as the aspects related to the new COVID organization. In contrast, absenteeism, the decrease in ratios or the means directed at teachers are not dealt with in a general way.

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)0.101
metaresearch head score (Gemma)0.148
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.101
Threshold uncertainty score0.536

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1010.148
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0090.008
Science and technology studies0.0030.004
Scholarly communication0.0080.002
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.039
GPT teacher head0.240
Teacher spread0.201 · 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 designQualitative
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

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueGredos (University of Salamanca)Same topicLaser Design and ApplicationsFrench-language works237,207