Publication2025
Machine Learning Modeling of Apple Production: Global Insight
The record
- Type
- Publication
- Date
- 1 December 2025
- Level
- National
- Journal
- Applied Fruit Science
- Volume
- 67
- Issue
- 6
- Published
- 1 December 2025
- DOI
- 10.1007/s10341-025-01658-3
- Scopus ID
- 105020289428
- ISSN
- 29482623
- Authors
- 8
- Open access
- No
- Citations
- 0
- International co-authorship
- No
- Co-author countries
- IN
Classification
Every label below carries the reasoning it was assigned on, the confidence band it was assigned in, and what produced it. The rubric is published.
UN Sustainable Development Goals
2 End hunger, achieve food security and improved nutrition and promote sustainable agriculture
XGBoost machine learning forecasts apple production with lowest error rates (RMSE 2495.77 for China), supporting agricultural planning.
- High confidence
- The subject matter is a strong and direct inference from the record type, the funding or organising body, or the programme context, even where the title alone is thin. Example: an ICMR-funded project against SDG 3, on the strength of the agency.
- Judged
- Judged against the published classification rubric, under the rubric and prompt versions recorded with the run that produced it.
- Produced by
- claude-haiku-4-5-20251001, under kortex-publication-v1
9.5 Enhance scientific research, upgrade technological capabilities, and increase researchers and R&D spending
Machine learning methodology for crop forecasting represents research innovation in predictive analytics.
- Moderate confidence
- The alignment is plausible and defensible but rests on an assumption a reasonable reviewer could decline. Published, and surfaced in the review queue for a human to confirm or override.
- Produced by
- claude-haiku-4-5-20251001, under kortex-publication-v1
Viksit Bharat @2047
vb-2.1 Agriculture and the rural economy
Agricultural production forecasting directly supports food security and rural economy planning.
- Produced by
- claude-haiku-4-5-20251001, under kortex-publication-v1
Each label above carries the instrument and the version that produced it. How each classification is reached.
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- Source rows resolved into this record
- 1
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Citing this record
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KIIT Deemed to be University. “Machine Learning Modeling of Apple Production: Global Insight”. Kortex.