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Record W3197223137

Multifunctionality of farmland and farm activities & multi-actor involvement in agricultural development planning

2019· article· en· W3197223137 on OpenAlexaboutno aff
Chérine Akkari, Antonia Bousbaine, Christopher Bryant

Bibliographic record

VenueMOJ Food Processing & Technology · 2019
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture and Rural Development Research
Canadian institutionsnot available
Fundersnot available
KeywordsAgricultureBusinessQuality (philosophy)Environmental planningLegislationAgricultural landLand useLand-use planningAction planLand developmentEnvironmental protectionAgricultural economicsGeographyEnvironmental resource managementEconomicsPolitical scienceEcology
DOInot available

Abstract

fetched live from OpenAlex

This article deals with the conservation of farmland and its farm activities and the role of their multi functionality in increasing the potential for conserving good quality farmland and its farm activities This is especially important given the fact that traditional land use planning has frequently not been able to conserve good quality farmland and large areas of such farmland have often been removed by governments and their planners to support the development of subdivisions and industrial parks There have however been some substantial improvements in some jurisdictions such as in two of the provinces of Canada viz British Columbia and Qu bec But even with special legislation to conserve good quality farmland some land was still removed Hence as a very novel move at the end of the s the province of Qu bec suggested to its Regional Municipal Counties to support the development of a strategic development plan for agriculture for their agricultural reserves and to involve different actors who supported the conservation of good quality farmland and its farm activities because of one or more of the multiple functions that farmland can support Successful efforts led to the involvement of multiple actors who supported the conservation of good quality agricultural land because such land also frequently supported multiple other functions of value to society As an example the municipality of Senneville at the western end of the Island of Montr al demonstrates this multi functionality and the involvement of several of its farmers in undertaking actions including in an Action Research process to support the multiple other functions of their farmland and its activities which they communicated to their municipality and to other organizations which were also interested in conserving good quality farmland and its farm activities

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)0.000
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 score0.465
Threshold uncertainty score0.277

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.030
GPT teacher head0.249
Teacher spread0.219 · 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

Citations1
Published2019
Admission routes1
Has abstractyes

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