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If it could do that, it would be able to create gobs of realistic but synthetic pictures depicting pedestrians in various settings, which a self-driving car could use to train itself without ever going out on the road. The problem is, creating something entirely new requires imagination — and until now that has perplexed AIs. The solution first occurred to Ian Goodfellow, then a PhD student at the University of Montreal, during an academic argument in a bar in The approach, known as a generative adversarial network, or GAN, takes two neural networks — the simplified mathematical models of the human brain that underpin most modern machine learning — and pits them against each other in a digital cat-and-mouse game.
Both networks are trained on the same data set. The second, known as the discriminator, is asked to identify whether the example it sees is like the images it has been trained on or a fake produced by the generator — basically, is that three-armed person likely to be real? Essentially, the generator has been taught to recognize, and then create, realistic-looking images of pedestrians. The technology has become one of the most promising advances in AI in the past decade, able to help machines produce results that fool even humans.
GANs have been put to use creating realistic-sounding speech and photorealistic fake imagery. Another research group made not-unconvincing fake paintings that look like the works of van Gogh. Pushed further, GANs can reimagine images in different ways — making a sunny road appear snowy, or turning horses into zebras. And that means AI may gain, along with a sense of imagination, a more independent ability to make sense of what it sees in the world. These work with its Pixel smartphones and Google Translate app to produce practically real-time translation.
One person wears the earbuds, while the other holds a phone. The earbud wearer speaks in his or her language — English is the default — and the app translates the talking and plays it aloud on the phone. The person holding the phone responds; this response is translated and played through the earbuds. Pixel Buds get around these problems because the wearer taps and holds a finger on the right earbud while talking. They do look silly, and they may not fit well in your ears. They can also be hard to set up with a phone.
Clunky hardware can be fixed, though. Pixel Buds show the promise of mutually intelligible communication between languages in close to real time. And no fish required. The world is probably stuck with natural gas as one of our primary sources of electricity for the foreseeable future.
A pilot power plant just outside Houston, in the heart of the US petroleum and refining industry, is testing a technology that could make clean energy from natural gas a reality. The company behind the megawatt project, Net Power, believes it can generate power at least as cheaply as standard natural-gas plants and capture essentially all the carbon dioxide released in the process. If so, it would mean the world has a way to produce carbon-free energy from a fossil fuel at a reasonable cost. The company is in the process of commissioning the plant and has begun initial testing.
It intends to release results from early evaluations in the months ahead. Much of the carbon dioxide can be continuously recycled; the rest can be captured cheaply. A key part of pushing down the costs depends on selling that carbon dioxide. Today the main use is in helping to extract oil from petroleum wells. Eventually, however, Net Power hopes to see growing demand for carbon dioxide in cement manufacturing and in making plastics and other carbon-based materials.
That limits the risk of a privacy breach or identity theft. Much of the credit for a practical zero-knowledge proof goes to Zcash, a digital currency that launched in late Though these transactions are theoretically anonymous, they can be combined with other data to track and even identify users.
One day, babies will get DNA report cards at birth. These reports will offer predictions about their chances of suffering a heart attack or cancer, of getting hooked on tobacco, and of being smarter than average. The science making these report cards possible has suddenly arrived, thanks to huge genetic studies — some involving more than a million people. It turns out that most common diseases and many behaviors and traits, including intelligence, are a result of not one or a few genes but many acting in concert. Though the new DNA tests offer probabilities, not diagnoses, they could greatly benefit medicine.
For example, if women at high risk for breast cancer got more mammograms and those at low risk got fewer, those exams might catch more real cancers and set off fewer false alarms. By picking volunteers who are more likely to get sick, they can more accurately test how well the drugs work. The trouble is, the predictions are far from perfect. What if someone with a low risk score for cancer puts off being screened, and then develops cancer anyway? Polygenic scores are also controversial because they can predict any trait, not only diseases.
But how will parents and educators use that information? The prospect of powerful new quantum computers comes with a puzzle. Chemists are already dreaming of new proteins for far more effective drugs, novel electrolytes for better batteries, compounds that could turn sunlight directly into a liquid fuel, and much more efficient solar cells.
Recently, IBM researchers used a quantum computer with seven qubits to model a small molecule made of three atoms. It should become possible to accurately simulate far larger and more interesting molecules as scientists build machines with more qubits and, just as important, better quantum algorithms. En principio, nada. La segunda, en la que estamos inmersos, procede de la capacidad que tanto empresarios como usuarios o investigadores tienen para analizar estos datos. Pero ahora deja una huella digital muy profunda que nos ayuda a conocerlos para particularizar nuestra oferta de servicios y minimizar los riesgos.
Pueden hacer estupendamente bien una tarea, pero si los sacas de esa actividad fallan estrepitosamente. Todo lo que desconocemos genera desconfianza. Ejemplos como este muestran el riesgo creciente de que los algoritmos se alcen como los nuevos jueces de un tribunal supremo e inapelable. Pero a cambio se enfrenta a los criterios que comparten macroportales de ofertas de trabajo. But for all the gratification that flying brings with it, no one can deny that it is also in equal measure, a dangerous thing. Now, for the number of moving parts that make up an aircraft, it is a surprisingly efficient and safe machine.
The incredibly high standard to which an aircraft is made and maintained ensures that failure rates become a statistical improbability.
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And while accident rates in commercial aviation have decreased over the past few years, in general, they have remained mostly the same. But there is more to it than just that. Even a glancing look at the controls of a Cessna can confound a student pilot, let alone those of a Boeing which consists of hundreds of switches and dials. Pilots need to consider a lot of information before making the simplest of decisions and small errors have a way of snowballing out of control.
Reading instruments, terrain, and weather to make decisions can get very tedious very fast. Being a pilot myself, I know at first hand how dangerous such a scenario can be. This is where Augmented Reality AR steps in. With AR applications, timely relevant information can be presented to the pilot when it is needed in an intuitive format, so that they can focus on the task at hand. Today, every fourth generation onwards fighter jet comes with a standard issue Heads Up Display HUD that displays critical navigational, flight, targeting, and mission related information on a piece of glass in front of the pilot.
The idea is to ensure the pilot need not keep looking down at the instruments while in the heat of the battle. Today, thanks to falling hardware prices and advancements in visualization technologies, AR is finally ready to make its appearance in commercial flying as well, a development that is long overdue. As stated before, the primary utility of AR in aviation is its ability to overlay relevant information on demand.
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Here are a few ways in which AR can assist a pilot. The following are shots from a working Aero Glass prototype in action. Once the check is complete, the HMD can display runway information and guide the pilot to their designated runway. AR overlays and instructions can be superimposed on runways to make landings easier.
Likewise, when the pilot is getting ready to take off or land, the AR system can display a simple corridor overlay to show the appropriate path. This is particularly useful as taking off and landings are the riskiest part of flying. As pilots are closer to the ground, any emergency needs to be addressed quickly. By telling a pilot exactly what needs to be done, an AR system can negate oversights making take-offs and landings simpler and safer. Finally, an AR system can prove very handy during the cruise phase of the flight as well.
Important information including artificial horizons, waypoints, weather updates, flight plans, restricted areas and terrain information can be displayed to provide complete situational awareness. While the above mentioned uses of AR are quite obvious and well tested, the technology presents opportunities elsewhere as well.
Training and licensing a technician can be very expensive and time consuming. In the U. By creating virtual replicas of the actual components, technicians can practice their skills in a safe environment as many times as needed. They can place their hands on virtual parts and work with them just as they would on the real thing. Wearable AR systems can provide degree situational awareness to drivers just like pilots and help them drive safer. Some people are of the opinion that automation is the future of both general and military aviation.
Autopilot and sensor technology are no doubt making great strides and they will make the skies safer. Heading from New York City to Charlotte, North Carolina, the plane experienced a bird strike just 3 minutes after take off which took out both the engines. Augmented reality applications such as those being developed by Aero Glass will help pilots of the future avoid costly mistakes and make timely decisions that will save lives.
While the technology is still under development, it goes without saying that the enhancements to safety they bring are well worth the time. The content in this article was not produced by the UploadVR staff, but was edited for grammar and flow. No compensation was exchanged for the creation of this content. Sustainability alone is not an adequate goal. The word sustainability itself is inadequate, as it does not tell us what we are actually trying to sustain. A regenerative human culture is healthy, resilient and adaptable; it cares for the planet and it cares for life in the awareness that this is the most effective way to create a thriving future for all of humanity.
The concept of resilience is closely related to health, as it describes the ability to recover basic vital functions and bounce back from any kind of temporary breakdown or crisis. When we aim for sustainability from a systemic perspective, we are trying to sustain the pattern that connects and strengthens the whole system. Sustainability is first and foremost about systemic health and resilience at different scales, from local, to regional and global. T he best way to learn how to participate appropriately is to pay more attention to systemic relationships and interactions, to aim to support the resilience and health of the whole system, to foster diversity and redundancies at multiple scales, and to facilitate positive emergence through paying attention to the quality of connections and information flows in the system.
The principle puts the burden of proof that a certain action is not harmful on those proposing and taking the action, yet general practice continues to allow all actions that have not yet! In a nutshell, the Precautionary Principle can be summarized as follows: practice precaution in the face of uncertainty. While high-level UN groups and many national governments have repeatedly considered the Precautionary Principle as a wise way to guide actions, day-to-day practice shows that it is very hard to implement, as there will always be some degree of uncertainty.
The Precautionary Principle could also potentially stop sustainable innovation and block potentially highly beneficial new technologies on the basis that it cannot be proven with certainty that these technologies will not result in unexpected future side-effects that could be detrimental to human or environmental health. Why not challenge designers, technologists, policy-makers, and planning professionals to evaluate their proposed actions on their positive, life-sustaining, restorative and regenerative potential? Why not limit the scale of implementation of any innovation to local and regional levels until proof of its positive impact is unequivocally demonstrated?
Aiming to design for systemic health may not save us from unexpected side-effects and uncertainty, but it offers a trial and error path towards a regenerative culture. We urgently need a Hippocratic Oath for design, technology and planning: do no harm! Let us ask ourselves:. How do we create design, technology, planning and policy decisions that positively support human, community and environmental health?
We need to respond to the fact that human activity over the last centuries and millennia has done damage to healthy ecosystems functioning. Resource availability is declining globally, while demand is rising as the human population continues to expand and we continue to erode ecosystems functions through irresponsible design and lifestyles of unbridled consumption. If we meet the challenge of decreasing demand and consumption globally while replenishing resources through regenerative design and technology, we have a chance of making it through the eye of the needle and creating a regenerative human civilization.
This shift will entail a transformation of the material resource basis of our civilization, away from fossil resources and towards renewably regenerated biological resources, along with a radical increase in resource productivity and recycling. Bill Reed has mapped out some of the essential shifts that will be needed to create a truly regenerative culture.
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A place-based approach is one way to achieve this understanding. I learned then that the crowds, mostly poor farmers, had been brought to the scene in open trucks and were given a torta or a couple of pesos, in exchange for the cheers. Then they were collected and trucked down to the next stop. It hardly mattered.
The euphoria of the setting and the sweet smell of victory were everywhere, and I saw a man stretch his lungs to breathe in power. Sheer, unending, willful power. There is no disease nor any drug quite like it, nor any addiction so all consuming. In rapid succession we did a major story on a promising Mexican actress from a celebrated family, but shortly afterward she committed suicide. We covered a private rehabilitation center, where the mutilated and the crippled were given physical and occupational therapy and artificial limbs and were then shown how to use them. We decided to do a really important in-depth study of the Mexican film industry and why, in the mid-sixties, it was floundering, after the golden years of the forties and fifties, when anything would sell and the pictures had somehow, in spite of fairly primitive technique, terrible sound and lighting, bad acting and sloppy direction, managed to reveal the pulse and the breath of life in Mexico.
We interviewed anyone who would have us: bankers, actors, directors, producers, technicians, projectionists, the candy salesmen, even the public. They all said the same thing. The old formula was no longer appealing. The set pieces of the charros in the country villages or the society ladies in their Lomas mansions or the cabaret singer in the slums or the native of the hinterlands or the detective or the vampire or the gigolo or the good-hearted prostitute, were all used up.
What had made those films good in the first place? According to the consensus, the old players, many of them now dead, had had a kind of magic, that had never found its echo in the succeeding generation. And filmmakers in other countries were telling the stories better now. And distribution was becoming a problem. The foreign companies were buying or building new houses, to which the Mexican production companies had scant access.
The Mexican film industry had to wait until the nineties, and the advent of a new cinema from Spain, to jump-start its production, as well as its following. One day I was sitting in the office, all alone and feeling sorry for myself. It was my birthday but no one had remembered. Everyone was out to lunch and while I had said I would hold the fort, I was really pouting. Then the Telex started tapping. I planned to ignore it. What if no one had been here? Well, maybe just a glance. It might be urgent. The message was for me, as a matter of fact. An Eastern Air Lines flight bound for Mexico had lost an engine over New Orleans and the plane had dropped such a huge distance and so suddenly that a number of passengers had been thrown from their seats.
A stewardess had also been injured. I was to interview them for their reaction. Still, it was late, hardly enough time to reach the airport. Maybe, I thought, I should wait until morning, and request a passenger list so I could follow the people to their respective hotels. On the other hand, that would have been the worst kind of journalism. I also had nothing better to do which is not a reason at all, only a lack of motivation. I roused myself, shook off my lethargy and wrestled the mid-afternoon traffic. When I finally reached the airport the plane was on the ground and the passengers had long since departed for their hotels.
It took another half hour to find someone authorized to release a passenger list. And another hour to phone the most likely hotels to see if the passengers were registered.
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As it happened, the timing was perfect. I found most of the people I was looking for, in their rooms resting or dressing for dinner. By midnight I had a really great story and was back at the Telex in the office, filing. My piece appeared in every LIFE edition, all over the world, with a by-line.
I think I never had such a marvelous birthday. She can model the hats. We made the rounds of the city with our architectural hats, using the buildings themselves as backgrounds, then set up a studio session with Silvia, who was ill, though trooper that she is, she posed anyway. With her make-up she looked radiant, but later she collapsed, and had to be taken to the hospital. We rarely worked fashion stories, which usually require highly specialized photography.
When we proposed a spread on the work of a Mexican designer, Esteban Mayo, who had devised a series of outfits inspired in native costumes, we really had no hope of approval for the idea. But when approval came, the cable specified that a specialized photographer would be arriving from New York to work with me. Pete was furious. He went home to clean his cameras while I drove to the airport to pick up the invading photographer. It was refreshing, I must say, to work with someone who treated me like a professional and who carried his own camera bags.
When I offered to help him he was embarrassed. The whole thing was a great hit. Since then it has come to life and regularly puffs its smoke and shakes or rumbles, but in those days it was dormant. When Pete floundered, gasping like a fish out of water, at fourteen thousand feet, I took the camera myself and went on. I got a shot of the master himself in a Norwegian sweater, pick in hand, red as a beet. It appeared in the magazine.
Amazing, that after all these years people are still trying. After that we covered the enchanting ceremony of the Blessing of the Animals, that takes place every January 17, on the day of Saint Anthony Abbot.
The neighborhood children wash and primp their pets —horses, dogs, donkeys, snakes, hamsters, mice, owls, hawks, guppies, parrots, macaws, canaries, cats, goldfish—and with ribbons and bows, streamers and lace, bring them into the courtyard of the Convent of Churubusco at precisely four in the afternoon, to be blessed by the local priest, obviously a Franciscan. Amazingly enough, the animals are all very stoic and placid: no skirmishes, no grumbling. One of our most popular stories occurred by chance.
Farmers outside the Federal District, while plowing a field, literally stumbled on a huge stone figure that turned out to be a fourteenth or fifteenth century version, maybe earlier, of Tlaloc, the Rain God. The Anthropology Department went into action and arranged a flat-bed trailer to bring the gigantic statue into Mexico City. The idea was to plant it upright at the entrance to the brand new Anthropology Museum, soon to be dedicated by President Adolfo Lopez Mateos before he left office in late And there it remains, to this day.
We covered the whole journey, which was accompanied by ecstatic fieldworkers and rapturous onlookers along the entire route, and the dramatic entrance of the Rain God into Mexico City. As might be expected, it poured that day. Then Pete attached a motor to his shutter for a spread on Jai Alai, that fleet and hardy Basque ballgame. It was fluff but it ran three pages.
Not all the stories were our own inspiration. Or a miracle seed that produces a larger and better yield of corn. Or a new medication for the treatment of amoebic dysentery. This one was a set-up but I learned a lot about the disease. Our own stories varied. We did one on a man, one of the most handsome I had ever seen, who trained wild animals for the movies. One take-out had us cruising Chapultepec Park at five in the morning, stalking the boxer in training, the actor learning his lines, the ballet dancer, the yoga classes, poetry groups, lovers, joggers long before fitness had come into fashion.
There were people rowing boats on the lake or deep in meditation or skipping rope or walking their dogs or hanging upside down like bats from the trees. There were the equestrians, the cyclists, the kids playing hooky. Any of these things could have been happening in any metropolitan park anywhere in the world, but somehow it looked Mexican enough to do the job, possibly because we aimed for local backgrounds, like venerable Chapultepec Castle on its hill, once home to the Emperor Maximilian and his wife Carlota and now the National Museum of History; or the then-brand new Museum of Modern Art.
We discovered a collection of lost paintings, attributed to Diego Rivera, that had disappeared when the lady who posed for them returned to her native Brazil. When Charles de Gaulle visited Mexico we made the cover again of the domestic edition, with the crowds and the balloons and the bodyguards surrounding the general with then-President Lopez Mateos in an open car. We covered an all-encompassing supermarket, the first of its kind in the country, the principle for which, according to the owner, had originated right here in Mexico, in the native markets, with their displays of fruits and vegetables, live animals and herbs, tools and furnishings, and everything else imaginable, under one roof.
The owner said he was only returning to Mexico the merchandising concept that belonged there, and which he had simply adapted for the middle class. We stalked her and we hounded her, and her family as well, and in the end we really did find her. He gave us no credit, however, when his story appeared in the magazine, disappointing actually because we invested a lot of ingenuity, as well as time and effort in the project. We discovered, for example, a cousin, married to a Mexican, who lived not far from where I live now, in the Pedregal. I staked out the entrance to her house but since no one entered or left, for a long time, I found myself both bored and impatient.
Then fate lent a hand. A shoeshine man had installed himself at the gate and the maid was bringing armloads of shoes to be polished and repaired. This gave me an idea. I snapped off the heel of my shoe, then told the shoeshine man I had had an accident that needed repairing. After that I limped to the gate while waiting for the maid to reappear.
I explained my plight, and asked if she could be so kind as to permit me the brief use of a bathroom, as well as a telephone, just to make one insignificant call. There were obviously no portable phones in those days. I must have been very convincing. Or life in those days was less hazardous, and the maids less cautious. Once inside the house it was easy enough to snoop, by feigning a fascination for European porcelain and Bohemian cut crystal. There was an abundance of both.
And paintings of sunsets over tranquil seas, the only visible taste in art. The maid seemed pleased at my interest, as did the lady of the house, when she returned to find a stranger admiring her white satin bedspread. The lady was most gracious and even offered coffee and cookies, which I happily accepted. One thing was certain. Juana Castro was not a guest in her house. When we reported this to our mastermind editor, he insisted on approaching Emma personally, but she claimed Juana had already left the country.
Our editor was getting nervous. Our editor ultimately made contact with Juana through an undisclosed intermediary. The interview took place in an automobile, parked near her hiding place. The point, of course, was to encourage her to speak badly of her brother, which she was already inclined to do, possibly with the encouragement of the CIA. Our editor managed a voluminous document, telling her story over the course of an entire week.
Then, after transcribing his notes and translating them to English, he followed her to Rio de Janeiro for last-minute details requested by New York. The story was a great coup for LIFE. Our editor took all the credit for all the detective work but you and I know it would never have occurred to him to break the heel off his shoe. Chapter XXXI: A Bright Day in November We were on a junket in the state of Morelos one November day, touring the small towns where the Minister of Social Security was dedicating a number of health and social services centers, accompanied by the President and a whole entourage, five busloads in all, of government officials, press and hangers-on.
In every town the church bells were tolling, the flags were flying, the streets were festooned with garlands of tissue-paper cutouts and the balloons soared into the blue, blue sky. Is he dead? Does this mean war? He recovered quickly. He was a professional, a man who knew what was expected of him. I asked the man with me to explain. The scene suddenly had a cold, gelatinous quality. The President and the Minister both put their arms on my shoulder and nodded. The President was very understanding.
He himself apologized for not calling off the rest of the festivities, in order to pay his respects to his good friend, John F. Kennedy, but he was obliged by tradition and by duty to remain and see the day through. His guards, however, had multiplied, and he was visibly upset, but a trooper is a trooper. We drove straight to the Press Club where the television was turned to full volume.
Even so, it was impossible to understand the newscaster. Everyone was screaming and pressing closer to the screen. The rest was a blur because we were all crying, all of us, grown men, seasoned correspondents, the bartender, people on the street when I went to look for my car, other drivers in traffic, even the watchman at the door of my apartment building when I finally got home. Who knows? We might even have made the domestic edition. Norma and Paco later divorced, of course.
It was to be expected. But Norma is still my friend; I see her now and then, at parties.
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She never fails to remind me, and anyone else present, that the cover story on her wedding was ditched because Kennedy was shot. It belonged to royalty. It seems, or so it was said, that Lee Harvey Oswald had traveled to Mexico to apply for a visa to Cuba before he returned to Dallas. Why not?
And if the Commission was satisfied, as it said it was, with its findings as published and the case had rested, at least a number of other people, including LIFE, were probing for answers to the questions the Commission never asked. It was a grisly and unappealing assignment, yet somehow we felt we were doing something to help. Not that it mattered. It was just a story, and it was all speculation. We began by running down the various police forces in the country. There is a regular police department, naturally, but then there were also traffic enforcement, and the secret police and the federal police.
It seemed we were onto a dazzling, and possibly dangerous assignment after all. This was late I told Pete I thought he could probably be generous, even decent. Heard every lame story in the book. The stuff we round up in the republic throughout the country , the mariguana, for example, we take over to the municipal cemetery at Dolores, and burn it in the crematorium.
Their connections go right to the top. The top. Big people. International big people. People with investments. People who protect their sources. Or they get roped in. Once a user, usually a pusher. I foresee a time when narcotics will be endemic in Mexico, as they are up there, north of the border. Or as a substitute for a loving family. Or discipline. The slum youngsters, and I mean youngsters —five or six or seven—go for the glue sniffing and the pills.
Did you know that? The older ones go for pot, if they can afford it. It also leaves no marks. What about the heroin? But heroin is also produced in Mexico. The sad thing is, our people can shake down a few kilos at the border or at the airports, but the big shipments are moved in light aircraft from clandestine airstrips, that fly under radar range, or in boats or in railroad cars. I mean, where does it come from? Heroin, you know, is a refined version of morphine. Then the opium is refined into morphine and finally, in its most purified version, it becomes heroin.
Anyway, in the surreptitious laboratories the gum is semi-refined. By that time the price has increased one thousand-fold, from fifty pesos for the gum in the mountains to fifty thousand pesos per kilo. By the time it reaches Tijuana the same kilo is refined again and the price goes up to half a million. When it crosses the border, its worth has doubled. It might bring in U. On the contrary, narcotics traffic will become the super-trade of the next century. Then he sighed, and lit a cigarette, very slowly, studying the flame, then adjusting its intensity, then closing the lid of his heavy gold lighter.
Why are people greedy at the expense of the youth and vitality of a whole population? Why do the Americans take us for granted? Call it a poppy hunt. Not all the poppies. There are parcelas everywhere, and the most ingenious irrigation system you can imagine. We just do what we can. We have no facilities, really. We go through the motions of this poppy hunt to prove good faith to the Americans, but they give us nothing to work with. We had a light plane but a month ago it crashed. We had two helicopters, too, but one went down just a few days ago.
The Americans use a lot of helicopters in Vietnam. I suppose they have none to spare. Not nearly as bad as climbing Popo. And if she can take it, so can I. As long as you are going I might as well throw them in. Tools for Working with Latino Sex Offenders. Tools for Restoring Legal Competency with Latinos. Pages E1-E1. Back Matter Pages About this book Introduction This timely practical reference addresses the lack of Spanish-language resources for mental health professionals to use with their Latino clients. Coverage for each topic features a discussion of cultural considerations, guidelines for evidence-based best practices, a review of available findings, a treatment plan, plus clinical tools and client handouts, homework sheets, worksheets, and other materials.
The Toolkit for Counseling Spanish-Speaking Clients fills a glaring need in behavioral service delivery, offering health psychologists, social workers, clinical psychologists, neuropsychologists, and other helping professionals culturally-relevant support for working with this under-served population. The materials included here are an important step toward dismantling barriers to mental health care.
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