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.
Bibliographic record
Abstract
Performance of four European hemp cultivars cultivated under different agronomic conditions in the Eastern Cape Province, South Africa Antibacterial cotton fibre Availability, production, marketing and potential applications of natural fibres of Brazil Newest achievements in curaua processing and applications Fibre quality of hemp grown on the Swedish Island Gotland Important plant parasitic nematodes affecting fibre crops, such as cotton and hemp, in South Africa HEMP SYS: Design, development and up-scaling of a sustainable production system for HEMP textiles: an integrated quality Systems Approach. How to affect hemp fibre quality? A review on the development of rapid analytical techniques for assessing physical properties of modified linen fabric Application of osmotic pressure for evaluation of quality and quantity of fibre in flax and hemp Comparison of cotton yarn strength prediction methods Cotton fibre quality index Biodegradable/compostable composites from lignocellulosic fibres The effect of coarse edge on worsted spinning performance and yarn properties High performance in sewing guaranteeing seam quality through control of sewing dynamics Liquid ammonia treatment of linen and cotton/linen fabrics The designing multifunctional fibrous structures for technical applications Development of hemp fibre reinforced polypropylene composites Compatibility of cotton/nylon and cotton/polyester warp-knit terry towelling with industrial laundering procedures Kinetic Study of Polypropylene Nanocomposite Thermal Degradation Fibrillation of natural fibres increasing the specific surface for high performance composites Comparison of the alkaline hydrolysis and dyeing properties of poly (trimethylene terephthalate) and poly (ethylene terephthalate) fibres Agrobased fibres of Brazil and their composites- An overview Influence of corona treatment on linen fabric dyed with natural dyestuffs Development of a new vat dyeing process for cellulose materials pre-treated with Corona Digital printing on silk fabric Eco friendly natural fibre textiles for sustainable development Trends & developments of the world-wide textile industry Influence of fabric construction, lignin content and other factors on UV blocking Effect of corona treatment on finishing processes of linen fabrics Nano-cellulosic fibres, preparation, properties and directions of application Continuous yarns from electrospun nanofibres -- Recent developments Nanotechnologies for modification and coating of fibres and textiles Electrospinning and stabilisation of Poly (vinyl alcohol) nanofibre webs with antimicrobial activity Cottons Role in Sustainable Textiles Raw materials based on linseed oils for polyurethane synthesis Improved profitability through industrial upgrading of bast fibres in South Africa Flax Canada 2015: Going Beyond the Status Quo Index.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it