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Humanity’s engagement in warfare spans centuries, often ignited by noble causes. Defending against aggression, fighting for independence

At the Ol Pejeta Conservancy, a wildlife preserve in central Kenya, lions and cheetahs mingle with zebras and elephants across many miles of savannah – grasslands with "whistling thorn" acacia trees dotting the landscape here and there. Twenty years ago, the savanna was littered with them. Then came invasive big-headed ants that killed native ants — and left the acacia trees vulnerable.

"For a long time, the number of rats in New York City was unknown, and a common urban legend declared there were up to five times as many rats as people. However, a 2023 study estimates that there are approximately 3 million rats in New York, which is close to a third of New York's human population"

In 1981, Wes Craven would ultimately find inspiration from an unlikely source: a string of bizarre, sleep-related deaths.

_"Malignant hyperthermia is a severe reaction to particular anesthetic drugs that are often used during surgery and other invasive procedures.

If given these drugs, people at risk of malignant hyperthermia may experience a rapid increase in heart rate and body temperature (hyperthermia), abnormally fast breathing, muscle rigidity, breakdown of muscle fibers (rhabdomyolysis), and increased acid levels in the blood and other tissues (acidosis). Without prompt treatment and cessation of the drugs, the body's reaction can cause multiple organs to be unable to function, including the heart (cardiac arrest) and kidneys (renal failure), and it can cause a blood clotting abnormality called disseminated intravascular coagulation.

People at increased risk of this disorder are said to have malignant hyperthermia susceptibility. Affected individuals may never know they have the condition unless they have a severe reaction to anesthesia during a surgical procedure or they undergo testing (for instance, if susceptibility is suspected because a family member had a severe reaction). Malignant hyperthermia may not occur every time anesthesia is used. Many individuals who develop a severe reaction have previously been exposed to a triggering drug and not had a reaction.

Affected individuals may be at increased risk for "awake" malignant hyperthermia, in which the severe reaction occurs in response to physical activity, often while sick, rather than in reaction to exposure to a triggering drug."_

The scariest part to me is that you may not even know you have this condition, successfully complete a surgery, and then later you die from the reaction. This fact did not help my anesthesia and surgery fears!

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Why YSK: In many places it can take years for a case to come to trial. Judges have to make a decision in such cases to determine whether an accused person should be jailed in the interim. In recent years many jurisdictions have adopted algorithmic tools that essentially create a “risk profile” which assigns a value. Threshold values are used to classify the scores (for example “High Risk”). Some models include iterative algorithms (machine learning) and some do not.

The use of these models in pretrial assessments can have some major consequences. As you might know—aggregate data cannot be used to make sound predictions about individuals. What aggregate data allows you to do is model trends, correlations, and averages across groups.

We often use these profiles to help us make predictions on behalf of individuals. This is what “risk factors” in the medical sciences are usually doing. If 80% of people who are vegetarian and weigh 120 lbs have bone density issues later in life I might want to look at interventions to reduce that risk even if I could potentially fall into the 20% who have no issue.

While this seems acceptable with the intent to protect my health, I would be quite unhappy if a similarly accurate model was used to determine whether or not the state considers me a risk prior to trial. Now if I fall in the 20% I may turn out to be innocent and held against my will. Courts use similar tools to decide whether a child should be removed from a home prior to CPS investigation.

Now add in the fact that these models are fed existing criminal justice data which is often flawed and almost always contains a racial bias.

One familiar example is that black people are arrested at higher rates than other groups due to well documented racial bias in both policing policies and police themselves. A pretrial risk assessment tool that takes prior arrests into account will obviously perpetuate this bias.

Someone from the ACLU recently gave a presentation on this topic and I had never heard of it! Thought others might be interested as well.

"Roman texts convey little meaningful information about Indian political dynasties and offer even less about the practical operations of Indo-Roman trade. A series of Egyptian documents has recently revolutionised understanding of the logistical and political requirements for moving bulk goods from India across the Sahara and down the Nile to the Mediterranean market. One of these records, the so-called Muziris Papyrus, is a second-century loan contract between a Roman financier and a merchant in Muziris, on the southwest coast of India. The agreement concerns a large cargo shipment to Alexandria that left India on the Hermapollon, which sailed to Myos Hormos on the Red Sea. Weighing more than 250 tons, the freight included 140 tons of pepper, 80 boxes of spikenard, and 167 elephant tusks. It was then transported by camel across the Sahara to the Nile port of Coptos before making the ten-day voyage downriver to Alexandria. Loading and unloading the vessels in itself would have been an onerous task, while the overland desert journey would have required scores of camels and camel drivers, an equally demanding and expensive operation. The value of the cargo, some 6,911,852 drachmas – worth between 23 and 28 metric tons of silver – more than defrayed the transportation costs. If 120 or so vessels were unloading in Egypt annually, the ancient Sahara must have teemed with desert caravans and river flotillas ladened with the products of Mediterranean–Indian Ocean exchange."

However Sakata managed to last until the director said cut.