To add to the complexity of the diagnosis, children with ADHD are likely to have co-existing emotional, behavioral, developmental, learning, or physical conditions (Wolraich & DuPaul, 2010).

As a result of the behaviors listed above, students with ADHD are at greater risk of academic
difficulties, social/emotional issues, and limited educational outcomes.


The degree to which attention impacts a student’s academic and social performance is related to the interactions between the student’s academic and behavioral needs and the environmental
demands.

Therefore, it is not unusual for the student to perform differently across settings.

For example, a student with ADHD may experience academic success in elementary school;
however, when he enters middle school, the increased academic and organizational demands
may increase his need for additional academic and behavioral supports

High variety of information & data is required for accurate analysis
Not adequate data science talent pool available
Management does not provide financial support for a data science team
Unavailability of/difficult access to data
Data Science results not effectively used by business decision makers
Explaining data science to others is difficult
Privacy issues

Data Science is about data gathering, analysis and decision-making.

Data Science is about finding patterns in data, through analysis, and make future predictions.

Data Science is used in many industries in the world today, e.g. banking, consultancy, healthcare, and manufacturing

The production chain with natural products has three major parts to consider. The
fi rst is agricultural, followed by, for example, extraction to get a concentrated
raw extract, and in pharmaceutical applications (not with cosmetics and nutraceuticals) a fi nal purifi cation step is necessary in order to get an ultrapure product.
All the steps combined contribute to the overall yield and determine the fi nal
economics.
To highlight the importance of including the complete production chain, we
can consider growing a crop of plants containing oleanoic acid. This is found in
several plants (almond hulls, privet, rosemary, thyme, clove, lavender, olive, hawthorn, periwinkle etc.) with a content less than 1% in dry mass. Higher values
were observed only with a different kind of sage. The value varies with location
and local climate (e.g., Germany versus Greece), types of soil (sandy, thus irrigation needed), distance between the growing rows and cultivar. With the latter,
higher content is with plants from scions obtained through vegetative reproduction ( Salvia offi cinalis ) compared with those from sowing ( S. lavendulifolia ).
However, planting with scions is very labor - intensive, which has quite an impact
in respect to labor costs, and sowing is then the alternative. Optimal conditions
for sage are with warm and wind - protected sites, with a light soil containing
compost and water. Dry periods are no major problem and the plants should
grow in rows (distance 25 – 50 cm) as depicted in Figure 1.7 [15] . Usually, the
useful life is four to fi ve years and for soil recovery a four - year interval is recommended. If the plants are used to gain pharmaceutical extracts, all cultivation steps
(sowing, manuring etc.) must be documented and with pest management any
pesticide (date, dosage etc.) must be registered. With sage the use of herbicides is
forbidden and two cuts per year are recommended. After air classifi cation the
leaves are dried and according to the Deutsches Arzneibuch only 2% impurities are

Culture-and-personality studies, also called psychological anthropology, branch of cultural anthropology that seeks to determine the range of personality types extant in a given culture and to discern where, on a continuum from ideal to perverse, the culture places each type. The type perceived as ideal within a culture is then referred to as the “personality” of the culture itself, as with duty-bound stoicism among the English and personal restraint among traditional Pueblo Indians.

cultural anthropologists to speak of a new subdiscipline, cultural psychology, or ethnopsychology, which is based on the idea that culture conditions the very psychological makeup of individuals (as opposed to the older notion of a universal psyche or human nature).

physiology was first used by the Greeks around 600 BCE to describe a philosophical inquiry into the nature of things. The use of the term with specific reference to vital activities of healthy humans, which began in the 16th century, also is applicable to many current aspects of physiology. In the 19th century, curiosity, medical necessity, and economic interest stimulated research concerning the physiology of all living organisms.

Biology, the study of living things and their vital processes. The field deals with all the physicochemical aspects of life. The modern tendency toward cross-disciplinary research and the unification of scientific knowledge and investigation from different fields has resulted in a significant overlap of the field of biology with other scientific disciplines. Modern principles of other fields—chemistry, medicine, and physics, for example—are integrated with those of biology in areas such as biochemistry, biomedicine, and biophysics.

A bar magnet is a rectangular piece of an object, made up of iron, steel or any other ferromagnetic substance or ferromagnetic composite, that shows permanent magnetic properties. It has two poles, a north and a south pole such that when suspended freely, the magnet aligns itself so that the northern pole points towards the magnetic north pole of the earth.

The production chain with natural products has three major parts to consider. The
fi rst is agricultural, followed by, for example, extraction to get a concentrated
raw extract, and in pharmaceutical applications (not with cosmetics and nutraceuticals) a fi nal purifi cation step is necessary in order to get an ultrapure product
To highlight the importance of including the complete production chain, we
can consider growing a crop of plants containing oleanoic acid. This is found in
several plants (almond hulls, privet, rosemary, thyme, clove, lavender, olive, hawthorn, periwinkle etc.) with a content less than 1% in dry mass. Higher values
were observed only with a different kind of sage. The value varies with location
and local climate (e.g., Germany versus Greece), types of soil (sandy, thus irrigation needed), distance between the growing rows and cultivar. With the latter,
higher content is with plants from scions obtained through vegetative reproduction ( Salvia offi cinalis ) compared with those from sowing ( S. lavendulifolia ).
However, planting with scions is very labor - intensive, which has quite an impact
in respect to labor costs, and sowing is then the alternative. Optimal conditions
for sage are with warm and wind - protected sites, with a light soil containing
compost and water. Dry periods are no major problem and the plants should
grow in rows (distance 25 – 50 cm) as depicted in Figure 1.7 [15] . Usually, the
useful life is four to fi ve years and for soil recovery a four - year interval is recommended. If the plants are used to gain pharmaceutical extracts, all cultivation steps
(sowing, manuring etc.) must be documented and with pest management any
pesticide (date, dosage etc.) must be registered. With sage the use of herbicides is
forbidden and two cuts per year are recommended

a neoclerodane diterpenoid, isolated from the Mexican hallucinogenic plant Salvia divinorum, is a potent kappa-opioid receptor agonist. Its biosynthetic route was studied by NMR and HR-ESI-MS analysis of the products of the incorporation of [1-13C]-glucose, [Me-13C]-methionine, and [1-13C; 3,4-2H2]-1-deoxy-d-xylulose into its structure. While the use of cuttings and direct-stem injection were unsuccessful, incorporation of 13C into salvinorin A was achieved using in vitro sterile culture of microshoots. NMR spectroscopic analysis of salvinorin A (2.7 mg) isolated from 200 microshoots grown in the presence of [1-13C]-glucose established that this pharmacologically important diterpene is biosynthesized via the 1-deoxy-d-xylulose-5-phosphate pathway, instead of the classic mevalonic acid pathway. This was confirmed further in plants grown in the presence of [1-13C; 3,4-2H2]-1-deoxy-d-xylulose. In addition, analysis of salvinorin A produced by plants grown in the presence of [Me-13C]-methionine indicates that methylation of the C-4 carboxyl group is catalyzed by a type III S-adenosyl-l-methionine-dependent O-methyltransferase.

Fertilizers are chemical substances supplied to the crops to increase their productivity. These are used by the farmers daily to increase the crop yield. The fertilizers contain the essential nutrients required by the plants, including nitrogen, potassium, and phosphorus. They enhance the water retention capacity of the soil and also increase its fertility.