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Record W7160554002 · doi:10.1201/9781003390497-13

Bioactives and Therapeutic Potential of Red Root Pigweed (Amaranthus retroflexus L.) and Berlandier's Amaranth (Amaranthus polygonoides L.)

2023· book-chapter· en· W7160554002 on OpenAlexaboutno aff
Vrushali Manoj Hadkar, Nayan Kumar Sishu, Chinnadurai Immanuel Selvaraj

Bibliographic record

VenueApple Academic Press eBooks · 2023
Typebook-chapter
Languageen
FieldAgricultural and Biological Sciences
TopicSeed and Plant Biochemistry
Canadian institutionsnot available
Fundersnot available
KeywordsAmaranthTaprootInflorescencePetiole (insect anatomy)AmaranthaceaeRed Clover

Abstract

fetched live from OpenAlex

Amaranthus retroflexus L. is an annual herb and one of the most common weedy amaranth that is native to tropical America. It primarily grows in the riverbank of Eastern and Central USA, South-Eastern Canada, and Mexico ( Sauer, 1967 ). A recent study reveals that the plant has a wide distribution in Asia, Europe, South America, and Africa ( Pacifico et al., 2008 ). The plant is commonly called “Rough Pigweed” or “Redroot Pigweed” Amaranth. The amaranth has an erect stem of about 2 m with fine hairs, and it is freely branched. The leaves are rhombic-ovate and green in color with a long thin petiole and wavy or undulating margin ( CABI, 2021 ). The inflorescence is greenish or crimson and clustered terminally; the flower is densely crowded and has green spiny bracts. The flowering occurs from July-September. The fruit is a utricle or a membranous bladder with a tiny black or dark brown oval seed. The root system contains pink or red short stout taproots ( Walsh, 1993 ).

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: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.006
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0060.002

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 head0.028
GPT teacher head0.222
Teacher spread0.194 · 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 designBench or experimental
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
Published2023
Admission routes1
Has abstractyes

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