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Record W6967784009 · doi:10.5281/zenodo.12508371

PDF [DOWNLOAD] Fundamentals of Agricultural and Field Robotics by on Iphone

2024· article· en· W6967784009 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2024
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicSmart Agriculture and AI
Canadian institutionsnot available
Fundersnot available
KeywordsRoboticsAutomationField (mathematics)AgricultureAgricultural machinery

Abstract

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Fundamentals of Agricultural and Field Robotics by Download Book ➡ Link Read Book Online ➡ Link Fundamentals of Agricultural and Field Robotics Page: 472 Format: pdf, ePub, mobi, fb2 ISBN: 9783030704018 Publisher: Springer Nature Customer Service Center LLC Rapidshare ebook download links Fundamentals of Agricultural and Field Robotics Fundamentals Of Agricultural And Field Robotics - Chapters Achetez le livre Couverture rigide, Fundamentals Of Agricultural And Field Robotics de Manoj Karkee sur Indigo.ca, la plus grande librairie au Canada. Fundamentals of Agricultural and Field Robotics (Hardcover Manoj KarkeeDr. Manoj Karkee is an Associate Professor in the Biological Systems Engineering Department at Washington State University (WSU) and is the co- Fundamentals of Agricultural and Field Robotics by Qin (Eds (US); Bookseller's Inventory #: BCS-2021-46699; Title: Fundamentals of Agricultural and Field Robotics; Author: Karkee, Manoj, Zhang, Qin (Eds.) Fundamentals of Agricultural and Field Robotics (Hardcover) Aug 21, 2021 — Manoj KarkeeDr. Manoj Karkee is an Associate Professor in the Biological Systems Engineering Department at Washington State University (WSU) and Fundamentals of Agricultural and Field Robotics (Hardcover) Arrives by Wed, Feb 16 Buy Agriculture Automation and Control: Fundamentals of Agricultural and Field Robotics (Hardcover) at Walmart.com. Sensing Technologies for Agricultural Automation and Robotics Widespread research and development in this area are expected to lead the farming industry towards Ag 4.0 supported by smart, automated/autonomous machines and Fundamentals of Agricultural and Field Robotics (Agriculture Mua sản phẩm Fundamentals of Agricultural and Field Robotics (Agriculture Automation and Control) trên Amazon Mỹ chính hãng 2022 | Giaonhan247. Fundamentals of Agricultural and Field Robotics : Manoj Karkee Aug 21, 2021 — Fundamentals of Agricultural and Field Robotics by Manoj Karkee, 9783030703998, available at Book Depository with free delivery worldwide.Format: Hardback | 455 pagesPublication date: 21 Aug 2021Dimensions: 155 x 235 x 25.4mm | 869g

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.301
Threshold uncertainty score0.429

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0030.004
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.6990.664

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 head0.019
GPT teacher head0.211
Teacher spread0.191 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2024
Admission routes1
Has abstractyes

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