MétaCan
Menu
Back to cohort
Record W4406695947 · doi:10.59072/rper.vi70.707

Impacto do Programa de Desenvolvimento Rural do Continente na Instalação de Jovens Agricultores no Norte de Portugal

2025· article· pt· W4406695947 on OpenAlexaff
Luis Pacheco

Bibliographic record

VenueRPER · 2025
Typearticle
Languagept
FieldAgricultural and Biological Sciences
TopicRural development and sustainability
Canadian institutionsNortel (Canada)
Fundersnot available
KeywordsHumanitiesPolitical scienceGeographyArt

Abstract

fetched live from OpenAlex

A renovação geracional e o ingresso de jovens agricultores na atividade são condições indispensáveis para a dinamização do setor agrário e dos territórios rurais, sendo ainda um dos temas mais abordados nas Políticas Públicas Agrícolas ao longo do tempo. Este estudo teve como objetivo analisar o impacto da ação 3.1, «Jovens Agricultores», do Programa de Desenvolvimento Rural do Continente (PDR 2020), na instalação de jovens agricultores no Norte de Portugal, entre 2016 e 2018. Foram inquiridos 203 jovens agricultores que desenvolviam, no seu todo, 44 atividades agrícolas distintas, numa estratificação da população com 259 grupos diferenciados por localização, valor de investimento validado e setor de atividade. A maioria dos inquiridos mostrou-se «insatisfeita» ou «muito insatisfeita» com a produção obtida e com a rentabilidade das suas explorações face ao esperado. Depois de atingida a data do termo da operação, a esmagadora maioria dos inquiridos tencionava manter a atividade da exploração agrícola, embora com menor área e/ou efetivo animal. A bovinicultura (leite e carne) e a castanha foram as atividades agrícolas mais fiáveis, contrariamente aos espargos, cogumelos, helicicultura, apicultura e maracujá.

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 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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.032
Threshold uncertainty score0.879

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.008
GPT teacher head0.248
Teacher spread0.240 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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 venueRPERSame topicRural development and sustainabilityFrench-language works237,207