In order to adequately address the system of care issues, there needs to be effective treatments and we do not yet have an adequate arsenal to effectively treat children and adolescents with ADHD. The development and evaluation of new treatments is most effective when guided by theory and evidence of mechanisms of change. A variable can be considered a mechanism of change that explains why a treatment works, if the variable is malleable and causally related to the impairment being treated (Carper, Makover, & Kendall, 2018; Kazdin, 2007). As we consider the variety of treatments that have been evaluated for ADHD and the development of new treatments, it is critical that future research explicitly focus on identifying mechanisms of change that account for treatment effects and aligning intervention approaches to impact the identified mechanism.

Computer Application Whitelistening − The idea is to install just a restricted number of applications in your computers, which are useful as well as are genuine.

Rainwater harvesting is the simple process or technology used to conserve Rainwater by collecting, storing, conveying and purifying of Rainwater that runs off from rooftops, parks, roads, open grounds, etc.

Population, in human biology, the whole number of inhabitants occupying an area (such as a country or the world) and continually being modified by increases (births and immigrations) and losses (deaths and emigrations). As with any biological population, the size of a human population is limited by the supply of food, the effect of diseases, and other environmental factors. Human populations are further affected by social customs governing reproduction and by the technological developments, especially in medicine and public health, that have reduced mortality and extended the life span

Artificial satellites can be either unmanned (robotic) or manned. The first artificial satellite to be placed in orbit was the unmanned Sputnik 1, launched October 4, 1957, by the Soviet Union. Since then, thousands have been sent into Earth orbit. Various robotic artificial satellites have also been launched into orbit around Venus, Mars, Jupiter, and Saturn, as well as around the Moon and the asteroid Eros. Spacecraft of this type are used for scientific research and for other purposes, such as communication, weather forecasting, navigation and global positioning, Earth resources management, and military intelligence. Examples of manned satellites include space stations, space shuttle orbiters circling Earth, and Apollo spacecraft in orbit around the Moon or Earth.

Nucleotide, any member of a class of organic compounds in which the molecular structure comprises a nitrogen-containing unit (base) linked to a sugar and a phosphate group. The nucleotides are of great importance to living organisms, as they are the building blocks of nucleic acids, the substances that control all hereditary characteristics.

photosynthesis, the process by which green plants and certain other organisms transform light energy into chemical energy. During photosynthesis in green plants, light energy is captured and used to convert water, carbon dioxide, and minerals into oxygen and energy-rich organic compounds.

Behavior Management Strategies and ADHD students
Text from William & Mary and Texas A&M
https://education.wm.edu/centers/ttac/documents/packets/adhd.pdf

The goal of behavior management strategies is to help students learn to manage their own
behavior. The following strategies are most effective when used in conjunction with evidence based instructional strategies.


Prevention Strategies
Here are some preventive measures that support students in demonstrating positive
behavior.

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