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Record W3082201651 · doi:10.23910/1.2020.2126c

Ecosystems and History of Evolution and Spread of Sugar Producing Plants in the World-an Overview

2020· article· en· W3082201651 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Bio-resource and Stress Management · 2020
Typearticle
Languageen
FieldMedicine
TopicNatural Products and Biological Research
Canadian institutionsnot available
Fundersnot available
KeywordsDomesticationSugarTropicsGeographyAgroforestryChinaJaggeryAgronomyBiotechnologyBiologyEcologyArchaeologyFood science

Abstract

fetched live from OpenAlex

Plants used for making sugar differ from ecosystem to ecosystem of the world and history has played a great role in their spread. People in the tropics and sub-tropics (Papua New Guinea, China, and India) were the first to domesticate sugarcane, numerous sugars producing plant in the world. ICAR–Sugarcane Breeding Institute, Coimbatore in India was the first to do the breeding work in sugarcane and the Coimbatore canes or varieties developed from them dominate the sugarcane producing areas in the world. Indians first made jaggery (Gur) by concentrating the juice by boiling it and cooling it in earthen pots. They were also the first to develop crystal white sugar producing technology in the beginning centuries of CE. Of course, it was later improved by the British, who dominated the European sugar market. Europeans, specially Poles, Germans and French domesticated sugar beet and developed technology for making sugar from it. Aboriginal in North America were the first to develop the technology for making sweet syrup from maple tree and the migrants from Europe then further improved it. Canada is the world’s leading country in exporting maple syrup today. People in the southern states of US developed sweet sorghum for making sorghum syrup. Corn producers in USA developed the technology for making corn syrup.

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.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.434
Threshold uncertainty score0.128

Codex and Gemma teacher scores by category

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

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 head0.065
GPT teacher head0.325
Teacher spread0.259 · 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