MétaCan
Menu
Back to cohort
Record W4406315073 · doi:10.55905/rdelosv18.n63-093

A chancela da paisagem cultural brasileira como ferramenta de preservação ambiental

2025· article· pt· W4406315073 on OpenAlexaff
Guilherme Augusto De Toni, Arthur Badalotti Smaniotto

Bibliographic record

VenueDELOS Desarrollo Local Sostenible · 2025
Typearticle
Languagept
FieldEnvironmental Science
TopicEnvironmental Sustainability and Education
Canadian institutionsAdidas (Canada)
Fundersnot available
KeywordsHumanitiesArtSociology

Abstract

fetched live from OpenAlex

A definição de Paisagem Cultural no país é preposição recente dentro da temática preservacionista, onde, inicialmente, pode ser compreendida como restrita às questões de patrimônio cultural, porém tem em sua essência, a busca pela proteção da interação do homem com o meio natural, em acordo com as ODS da ONU. A Portaria IPHAN nº. 127/2009, regulamenta a Paisagem Cultural no Brasil, para fins de possibilitar mais uma forma de ser trabalhada esta temática, baseada em experiências internacionais, promovidas pela UNESCO desde 1992. Paisagem Cultural Brasileira é definida por uma porção peculiar do território nacional, representativa do processo de interação do homem com o meio natural, à qual a vida e a ciência humana imprimiram marcas ou atribuíram valores. Considerando sua interdisciplinaridade e agilidade de implementação, serão possíveis ações de preservação e gestão em do prol meio ambiente, bem como a promoção de ações de caráter social e econômico, através da exploração turística de paisagens ambientais de forma sustentável por moradores de determinada localidade, tornando-se ferramenta de proteção ambiental com capacidade de aprimorar a relação homem e natureza de forma equilibrada.

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)0.002
metaresearch head score (Gemma)0.004
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: none
Teacher disagreement score0.216
Threshold uncertainty score0.429

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.004
Science and technology studies0.0070.013
Scholarly communication0.0090.003
Open science0.0010.005
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0090.001

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 head0.022
GPT teacher head0.293
Teacher spread0.271 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueDELOS Desarrollo Local SostenibleSame topicEnvironmental Sustainability and EducationFrench-language works237,207