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Record W4407426585 · doi:10.3390/su17041543

Testing Different Fertility Treatment Regimes on Ontario-Grown Hazelnuts: Results from 3 Years of On-Farm Trials

2025· article· en· W4407426585 on OpenAlexaffabout
Tejendra Chapagain, Jenny Liu, Sophie Krolikowski

Bibliographic record

VenueSustainability · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicPlant and Fungal Interactions Research
Canadian institutionsMinistry of Agriculture, Food and Rural Affairs
Fundersnot available
KeywordsFertilityDemographyEconomicsAgricultural economicsMedicineEnvironmental healthSociologyPopulation

Abstract

fetched live from OpenAlex

Commercial hazelnut (Corylus avellana L.) production is relatively new to Ontario and there are no Ontario-specific fertility recommendations for this crop. With the increasing numbers of hazelnut growers entering the industry and the number of acres coming into full production capacity, this was identified as a gap. A 3-year trial was conducted to look at how four different fertility treatment regimes impact hazelnut growth and yield: (1) Ontario’s guidelines for established tree fruits, (2) Modified Oregon’s guidelines for hazelnuts, (3) Grower’s management, and (4) Control (with no external fertilizers). Four pilot demonstration sites were also established to compare fertilized plots (e.g., Ontario’s guidelines for established tree fruits) with orchard-specific grower’s management. Location-specific soil and tissue tests were conducted to determine the amount of fertilizer to apply to each orchard. Hazelnut yields and economic returns varied with location, tree age, and market price of hazelnuts; however, fertilized treatment (e.g., Ontario’s guidelines for established tree fruits) outperformed the grower’s management by up to 75 percent with net economic returns of CAD 18–44 per tree. In the orchard where all four fertility treatments were compared, yields and economic returns from modified Oregon treatment and Ontario recommendation were not statistically different. However, they outperformed grower’s management by 44 and 42 percent, respectively. Modified Oregon and Ontario treatment yielded ~7.0 pounds (lb) per tree with a net economic return of CAD 27 per tree during the 3rd year of study, while grower’s management and control treatments yielded 4.8 and 4.0 lb per tree with net economic returns of CAD 19 and 16 per tree, respectively. Also, fertilized treatments showed higher levels of residual nutrients of N, P, and K in the soil and the leaf tissues. The project results supported that Ontario’s fertility guidelines for established tree fruits can be used for commercial hazelnut production on mineral soils in Ontario. Also, testing soils every three years or plant tissues every year could help match applied nutrients more closely with plant demand, thereby enhancing economical and ecological sustainability.

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)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.381
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.047
GPT teacher head0.348
Teacher spread0.302 · 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.

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
Published2025
Admission routes2
Has abstractyes

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