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Recent work has shown that fine-tuning large networks is surprisingly sensitive to changes in random seed(s). We explore the implications of this phenomenon for model fairness across demographic groups in clinical prediction tasks over electronic hea lth records (EHR) in MIMIC-III ------ the standard dataset in clinical NLP research. Apparent subgroup performance varies substantially for seeds that yield similar overall performance, although there is no evidence of a trade-off between overall and subgroup performance. However, we also find that the small sample sizes inherent to looking at intersections of minority groups and somewhat rare conditions limit our ability to accurately estimate disparities. Further, we find that jointly optimizing for high overall performance and low disparities does not yield statistically significant improvements. Our results suggest that fairness work using MIMIC-III should carefully account for variations in apparent differences that may arise from stochasticity and small sample sizes.
The important processes that follow the harvesting of various agricultural crops, especially the cereal crops, the process of sifting and separation of seeds from impurities, in order to get rid of the impurities that exist with the seeds in the fi rst degree, and to get rid of the distorted and damaged seeds in the second degree. This study was aimed to study the effect of the sieve holes of a local industrial electric screening machine in the process of sifting and cleaning the seeds of some cereal crops, and evaluation the performance of this machine, and then determining the optimal sieve diameters for the seeds of crops studied and economically important in Syria. The active part of the machine, called the vibrator, consists of three layers of sieves and four gutters, the first sieve to get rid of large impurities (gravel, cloths, ...), the second sieve to extract the very large seeds, the third sieve moves the seeds to the graphite machine, It produces soft impurities (broken and small seeds). The second sieve was studied. The results showed that the best sieve of the cumin seeds with holes (0.8 mm) compared with actually used the sieve (1 mm). The best sieve seeds of holes (1.25 mm), compared with actually used the sieve (1.40 mm). The best sieve for local lentil seeds with holes (2 mm), compared with actually used the sieve (2.5 mm). The best sieve of chickpea seeds with holes (5 mm) compared with actually used the sieve (5.5 mm). Therefore, it is recommended to use the sieves with the holes shown above to screen the studied seeds instead of the actual sieves used in the screening factories due to their inaccuracy in the screening process because the diameter of these holes is not consistent with the sizes of the studied seeds.
Orange fruits contain many materials such as oils in seeds which have biological and nutritional values, due to that, physical and chemical properties of orange seed oil (OSO) have been determined, which extracted from two samples collected from two areas (Al-ssisanyah and Al-jma'ashyah) which are different in environmental factors.
استعمال المستخلص المائي لمخلفات الكعكة الصلبة لبذور القطن بتمديدات مختلفة وذلك لتنمية فطور غنية بالبروتينات عليها لاستعمالها لاحقاً كإضافات علفية
The research was conducted on 25male lambs of Awassi sheep to compare the effect of using different levels of whole cotton seeds(WCS). The experiment extended for 70 days, experimental units were rested, then left for an adaptation period of 10 days, during the adaptation period, the animals were housed in one pen, in the end of the adaptation period, the lambs were individually weighed, then divided according to live weight into six equal groups of an average weights (24-25) kg each.
This study investigated the effect of the water extract of two types of algae which spread in Syrian marine: Colpomenia sinuosa (Brown) and Ulva fasciata (green) and a combination of them in the cultivation on tomato and tobacco seeds with concent rations of (1: 2 1: 4 1: 6 1: 8 1:10 1: 20) By adding 5ml of each concentration, and comparing it with the control sample with only distilled water added, the comparison was made in terms of: The germination, stem length, root length, root branch.
The phenolic compounds were extracted from leaves and flowers of Hops and grape seeds from local production by soaking with different solvents (Methanol-ethanol-alcohol and water mixture) . The polyphenols content in the methanol extracts for 100 g dry matter was 6.31 g for the grape seeds, 2.08 g for Hops leaves and 0.6 g for Hops flowers. Methanol extracts were characterized by an antioxidant activity that appeared by their ability to Reduce ions ferriques Fe+3, at a concentration of 2500 ppm, the Reducing Power was 96.45% , 67.56% for the grape seeds and Hops leaves, respectively. The methanolic extracts of grape seeds and Hops leaves at 80 ppm showed activity in scavenge free radical DPPH. was 82.04% and 40.92% respectively. The methanolic extracts of grape seeds and Hops leaves at 250 ppm gave the ability to protect linoleic acid from the oxidation process of 78.98% and 48.41%, respectively. The antioxidant activity values of the extracts were compared with standard samples of ascorbic acid and BHT.
Adding the sifting meals of the Avocado seed to wheat flour mixtures caused increasing in folowing percentages of components: (moisture , fibers , ash , starch and total soluble sugars ) Also the (5,10%) percentages adding caused a slight reducing in gluten quality , while a reducing in gluten quality was clearly at (15 , 20%) percentages. Also the adding of tested meals caused improvement in baking quality (loaf weight during baking and during cooling) , also improvement the sensory properties of produced bread significantly , except (20%) percentage comparing with control sample. Finally , 15 and 20 percentages , only of Avocado seed meals adding caused reducing in taste property of produced bread.
This research was carried out during two seasons 2014 – 2015 to study effect of seed coats on germination of endocarp, seed and embryos of two wild genotypes (M1, M2) of Mahaleb rootstock (Prunus mahaleb L.) prevailing in Alhaffa area, Lattakia. Th e experiments were done at Lattakia Scientific Agricultural Research center and Faculty of Agriculture at Tishreen University. The Results of the seeds planted on agar 0.7% in dark at 15 C° showed that no germination of the M1 endocarp VS late and low germination at 10% for the M2 endocarp starting after 98 days. As for seeds, the germination was (66.66%) and (53.33%) for M1 and M2, respectively. Removal of the woody coat (endocarp) and seed coat makes the germination faster. the embryos germination was (80%) and (60%) for M1 and M2, respectively.
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