MétaCan
Menu
Back to cohort

MORINGA OLEIFERA: A NUTRITION RICH VEGETABLE

2024· article· en· W4408453453 on OpenAlexaboutno aff

Bibliographic record

VenuePLANT ARCHIVES · 2024
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicMoringa oleifera research and applications
Canadian institutionsnot available
Fundersnot available
KeywordsMoringaTraditional medicineMedicinal plantsBiologyFood scienceBiotechnologyMedicine

Abstract

fetched live from OpenAlex

Moringa (Moringa oleifera) belongs to the Moringaceae family.It's considered to be among the most beneficial trees in the world is Moringa oleifera, often known as the "Drumstick tree" or "Horseradish tree," and is native to India.It is a highly beneficial plant that is also known as "The Mother's Best Friend" because of its capacity to increase nursing mothers' milk production.The extremely valuable medicinal plant Moringa oleifera Lam lives in the tropics and subtropics.Other names include "Muringa" in Konkani, "Nuggekai" in Canada, "Sonjna" in Marathi, "Murungai" in Tamil, and "Mashinga Sanga" in Malayalam.However, studies have revealed that almost every portion of the plant includes various kinds of chemicals with important biological activities.Some of them work as antioxidants, they defend the body from oxidative stress and cancer by scavenging free radicals.Some of them are diuretic, antibacterial, antiviral, antifungal, anti-inflammatory, and anti-spasmodic.By looking at recent literature, this review provides information about its description, nutrient content, dietary, medicinal, and general usage.

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)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.003
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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 head0.022
GPT teacher head0.226
Teacher spread0.205 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same venuePLANT ARCHIVESSame topicMoringa oleifera research and applicationsFrench-language works237,207