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Record W4393389893 · doi:10.53555/sfs.v10i3.2415

Exploring the Aesthetic Values Of Finger Millet- Ragi (Eleusine Coracana L): A Multifaceted Perspective

2023· article· en· W4393389893 on OpenAlexvenueno aff
D. C. Shivakumara, Mr. Ramachandra N.U

Bibliographic record

VenueJournal of Survey in Fisheries Sciences · 2023
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicLeaf Properties and Growth Measurement
Canadian institutionsnot available
Fundersnot available
KeywordsEleusineFinger milletPerspective (graphical)AgronomyBiologyComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Ragi, or finger millet (Eleusine coracana), is an ancient cereal grain that has been farmed for thousands of years, mostly in Asia and Africa. It is a staple food in many areas due to its well-known nutritional value and health advantages. Finger millet has been increasingly popular across the globe in recent times owing to its remarkable nutritional content and adaptability in culinary uses. With a focus on finger millet's antioxidant qualities, health advantages, and culinary applications, this thorough assessment offers a detailed analysis of the grain's nutritional makeup. Among the small millets, ragi, commonly referred to as finger millet (Eleusine coracana), is one of the most significant grains and is cultivated over the largest area. In terms of protein (6–8%) and fat (1-2%), finger millet is similar to rice. However, it has higher mineral and micronutrient levels than both rice and wheat. It provides a primary source of dietary carbs for a significant portion of the population. In addition to the main food components, ragi provides many health advantages and is a rich source of important micronutrients. The present demand for the well-being of society is to develop value-added food items based on ragi that can enhance nutritional value and be favorable for good health. This paper attempts a comprehensive review to explore the nutritional composition of finger millet, highlighting its macronutrient and micronutrient content, antioxidant properties, health benefits, and culinary applications. The review also discusses the importance of finger millet in promoting overall health and well-being, making it a valuable addition to a balanced diet.

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)0.004
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.076
Threshold uncertainty score0.784

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.492
GPT teacher head0.279
Teacher spread0.214 · 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
Published2023
Admission routes1
Has abstractyes

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