Stay Green Trait in flax: a new horizon for dual purpose flax cultivation in Assam.
Bibliographic record
Abstract
Flax (Linum usitatissimum L.) is belongs to a member of the genus Linum of family Linaceae and is amongst the oldest fiber plant in the world after silk (Narayana, 1987). Various parts of the plant have been used to make fabric, dye, paper, plastic, and medicines, fishing nets, hair gels and soap. (Pandey et al. 2009). Linseed oil used for industrial purposes has approximately 50 % linolenic acid. Industrial linseed oil turns rancid quickly which not suited for human consumption. New varieties of flax have been developed which contain approximately 5 percent linolenic acid. Seeds and oil with low levels of linolenic acid are suitable for human consumption. The use of flax for the production of linen goes back to at least 5,000 years. Its fibre is pale yellow in colour, soft and lustrous but less flexible and stronger than cotton. It absorbs and releases water quickly making linen comfortable to wear in hot weather. Soviet Union is the major producer of flax fibre, Belgium and adjoining countries are producing world’s best fibre. (Husain et al., 2009, Pandey et al., 2014 ) Linseed is a shorter (<75 cm height) and multi branched oilseed crop with high seed yield but poor quality and quantity of fibre, whereas flax is tall and single stemmed with high quality and quantity of fibre and low seed yields. Edible flaxseed oil contains high levels of Omega-3 fatty acids. Omega-3 fatty acids, mostly found in fish, have been shown to decreases many risk factors for heart disease, strokes, and certain types of cancer by interfering with the effects of estrogen (Flax Council of Canada). Currently, consumers are consuming flax seeds in their regular diets as it is having lot of health benefits and some sort flavour. The pet food and poultry industries are using flax in various feeds and rations. Poultry fed rations with flax have elevated Omega-3 fatty acid levels in egg production. As nutritional research on flax associated with the health benefits suggested to increase the usage of flax in the food and feed sectorsAs happened with linseed oil, flax fiber in many products was replaced by cotton and other synthetic fibers. Currently, fabrics using cotton and linen blends are gaining popularity. Flax fiber is also being used to produce other fibrous products such as car-door panels, planting pots, and retaining mats. (Faulk et al., 2002)
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".