MétaCan
Menu
Back to cohort
Record W7045227619

Análisis del perfil de los servidores policiales instructores de la Escuela de Formación de Policías "Cbos. José Lizandro Herrera Calderón" y su incidencia en la formación de los policías del Ecuador

2016· dissertation· en· W7045227619 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueUSFQ Digital Repository (Universidad San Francisco de Quito) · 2016
Typedissertation
Languageen
FieldSocial Sciences
TopicSocial Issues and Policies in Latin America
Canadian institutionsnot available
Fundersnot available
KeywordsCredibilityWork (physics)InstitutionOrder (exchange)Service (business)Human resourcesQuality (philosophy)Social securityPrivate security
DOInot available

Abstract

fetched live from OpenAlex

The work of police officers around the world is considered as one of the complex professions and also one of he hardest and sacrificed works that we can have, because in holidays when people get together with their relatives, the police officers must work hard and leave their time with their families. For those reasons, the police institutions objectives is to become the best institution around the world with a high credibility between the citizens because its labor to keep the security of all people. The education has become the vertebral column in order to get the success in all the professions and in Ecuador it is important to use all the economic technological and human resources to improve the police and educational processes. Chile, Germany and Canada are countries, which own police institutions with a high recognition around the world, and we can take advantage as knowledge as experience, so we can adapt them to our Ecuadorian reality. We can count with professional workers with a big development inside and outside of our country. In this way, we can give a high quality service to out Ecuadorian land. The study of the this work is based in a comparative analysis about the police educational systems around the world, it allowed to the Policia Nacional identify the best model which can be adapted to our social reality and propone a new model in Ecuador.

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.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.205
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0010.002
Open science0.0020.000
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.007
GPT teacher head0.313
Teacher spread0.306 · 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