A NEW METHOD FOR SPECIES IDENTIFICATION VIA PROTEIN-CODING AND NON-CODING DNA BARCODES BY COMBINING MACHINE LEARNING WITH BIOINFORMATIC METHODS.

A new method for species identification via protein-coding and non-coding DNA barcodes by combining machine learning with bioinformatic methods.

Species identification via DNA barcodes is contributing greatly to current bioinventory efforts.The initial, and widely accepted, proposal was to use the protein-coding cytochrome c oxidase subunit I (COI) region as the standard barcode for animals, but recently non-coding internal transcribed spacer (ITS) genes have been proposed as candidate barc

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Productivity and quality of collection samples of pumpkin (Cucurbita L.) in the conditions of the southern forest-steppe of Western Siberia

Relevance.Currently, the priority direction in the development of the food industry is the use of local raw materials and the production of products with increased nutritional value, i.e.with an increased content of micronutrients, which include vitamins, minerals, macro and microelements.One of these products of plant origin is the pumpkin culture

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Illuminating practitioner challenges in energy transitions

Sustainable development (SD) is a concept that can be used to address complex challenges, including energy transitions.SD offers diverse strategies that provide useful direction in navigating tensions, trade-offs and synergies in energy transitions.The purpose of this research was to identify the challenges that energy practitioners are faced with

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