Volkhard Fischer
On including assessments in the calculation of teaching loads
GMS journal for medical education
highthroughput phenotyping brings new opportunities detailed genebank accessions characterization based imageprocessing techniques data analysis using machine learning algorithms work proposes improve characterization processes bean peanut accessions ciat genebank identification phenomic descriptors comparable classical descriptors including methodology integration genebank workflow cope goals morphometrics colorimetry traits 14 bean 16 forage peanut accessions determined compared classical international board plant genetic resources ibpgr descriptors descriptors discriminating accessions identified using random forest algorithm mostvaluable classification descriptors peanuts 100seed weight days flowering beans days flowering primary seed color combination phenomic classical descriptors increased accuracy classification phaseolus arachis accessions functional diversity indices recommended genebank curators evaluate phenotypic variability identify accessions unique traits identify accessions represent greatest phenotypic variation species functional agrobiodiversity collections artificial intelligence algorithms capable characterizing accessions reduces costs generated additional phenotyping even though deep analysis data requires new skills associating genetic morphological ecogeographic diversity giving us opportunity establish unique functional agrobiodiversity collections new potential traits