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Record W3161477394 · doi:10.5539/jas.v13n6p90

The Role of Jordanian Agricultural Policies in Climate Change Responding Affecting Agricultural Production

2021· article· en· W3161477394 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.

venuePublished in a venue whose home country is Canada.
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

VenueJournal of Agricultural Science · 2021
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental and Analytical Chemistry Studies
Canadian institutionsnot available
Fundersnot available
KeywordsAgricultureAgricultural productivityClimate changeBusinessAgricultural economicsProduction (economics)Agricultural communicationGood agricultural practiceNatural resource economicsAgricultural policyEconomicsGeographyFood security

Abstract

fetched live from OpenAlex

A study was conducted in Jordan to evaluate the role of Jordanian agricultural policies on agricultural production under the effect of climate change. A scientific questionnaire was distributed to 100 samples of Jordanian citizens who had direct contact with the effect of agricultural policies and they can touch the effect of climate change and agricultural policies on the agricultural production, data selected from farmers, agricultural rural communities, agricultural sector decision makers, and agricultural researchers were selected randomly from different areas in Jordan. The results show that Jordanian are aware of the climate change effect on the agricultural sector and agricultural production, they believe that the most effective ways to face the negative effect of climate change on agricultural production by implementing agricultural regulations and policies which try to develop the Jordan agricultural sector under the effect of climate change. On other hand, results show a significant effect of agricultural policies to adapt and face the climatic changes in Jordan.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.706
Threshold uncertainty score0.433

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.001
Scholarly communication0.0000.001
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 head0.009
GPT teacher head0.225
Teacher spread0.216 · 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