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Youngest22
See What Pastor Enoch Adeboye Said Will Happen Before The End Of This Year , That Got People Talking
~1.2 mins read

The president and general overseer of the popular Redeemed Christian Church of God, Pastor Enoch Adeboye has taken to his official Twitter page to say what will happened before the end of this year.

 He wrote :

"I Decree in the name that is above every other name, for all of you who are in debt, before the end of this year my father will clear all your debt.


 Let's recall that pastor Adeboye is a powerful man of God and what ever he decree always come to pass and he don't go contrary to what is in the Bible.

  After he made that prayer a lot of people have been blasting him for such a prayer while some said Amen to it .

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Youngest22
Barely 24hrs After US Reportedly Opposed Her Stance, See What Ngozi Okonjiweala Said.
~1.7 mins read

Good evening guys, you are welcome to my last post for today.

Please before you continue reading, make sure to follow my account so that you will get notified whenever I have some interesting and exciting articles.


Ngozi Okonjiweala is a Nigerian born Economist and international development expert. She sits on the board of standard chartered bank, Twitter , Global Alliance for vaccines and immunization , and African Risk capacity.


Nigerians and Afticans was thrown into joy and happiness when they learnt their own person have emerged the winner of the Director of world trade organization, defeating her South Korean counterparts. However, the joy was short-lived when the United States came out to oppose it. They don't want her to head the office.

This has given a lot of people mixed feelings and reactions but what she said on Twitter this evening is a clear confirmation that she will assume the office soon.

She wrote " Happy for the success and continued progress of our @Wto DG bid. Very humbled to be declared the candidate with the largest, broadest support among members and most likely to attract consensus. We move on to the next step on November 9, despite hiccups. We are keeping the positivity going!" She said.


It looks like the results was later cancelled and the next voting scheduled to take place on 9th of November 2020.

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Youngest22
She Must Not Be Sacked, Demoted Or Punished - Omokri Warns Police For Allege Attempt To Sack Officer
~2.0 mins read

In every aspect of life, there is always an outcast. An outcast is individual who thinks differently or who holds an unpopular opinion totally different from others. For some days now, most towns and cities in this country have been faced with proliferation of civil unrest. Nigerians are simply weary of police brutalities and killings, especially from a unit of police called Special Anti-Robbery Squads (SARS).

Though it was created with a sole intent of combating crimes from criminal elements amongst our midst, SARS have since gone off the hook. Their excesses can now be heard, read or seen in the full glare of the public. 

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Youngest22
NEWSEnd SARS: Osinbajo Gives Condition For New Police Unit
~1.5 mins read

NEWS

End SARS: Osinbajo gives condition for new police unit

Published

 

on

 October 13, 2020

Nigeria’s vice-president, Yemi Osinbajo, has said that whatever police unit that would replace the Special Anti-Robbery Squad (SARS), must be “acceptable” and compliant to all the tenets of the rule of law and human rights.

This was contained in a statement signed by his spokesperson, Laolu Akande, on Monday.

Osinbajo was reacting to the protests around the country, calling for SARS to be scrapped.

The Vice President noted that the disbandment of the tactical unit is the first step to extensive police reforms.

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Youngest22
How To Have A Better Relationship
~11.9 mins read
Can you spot a good relationship? Of course nobody knows what really goes on between any couple, but decades of scientific research into love, sex and relationships have taught us that a number of behaviors can predict when a couple is on solid ground or headed for troubled waters. Good relationships don’t happen overnight. They take commitment, compromise, forgiveness and most of all — effort. Keep reading for the latest in relationship science, fun quizzes and helpful tips to help you build a stronger bond with your partner.

Love and Romance

Falling in love is the easy part. The challenge for couples is how to rekindle the fires of romance from time to time and cultivate the mature, trusting love that is the hallmark of a lasting relationship

How to Have a Better Relationship

Illustrations by Mark Conlan

Can you spot a good relationship? Of course nobody knows what really goes on between any couple, but decades of scientific research into love, sex and relationships have taught us that a number of behaviors can predict when a couple is on solid ground or headed for troubled waters. Good relationships don’t happen overnight. They take commitment, compromise, forgiveness and most of all — effort. Keep reading for the latest in relationship science, fun quizzes and helpful tips to help you build a stronger bond with your partner.

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Love and Romance

Falling in love is the easy part. The challenge for couples is how to rekindle the fires of romance from time to time and cultivate the mature, trusting love that is the hallmark of a lasting relationship. 

What’s Your Love Style?

When you say “I love you,” what do you mean? 

Terry Hatkoff, a California State University sociologist, has created a love scale that identifies six distinct types of love found in our closest relationships. 

  • Romantic: Based on passion and sexual attraction 
  • Best Friends: Fondness and deep affection 
  • Logical: Practical feelings based on shared values, financial goals, religion etc.  
  • Playful: Feelings evoked by flirtation or feeling challenged
  • Possessive: Jealousy and obsession 
  • Unselfish: Nurturing, kindness, and sacrifice
  • Researchers have found that the love we feel in our most committed relationships is typically a combination of two or three different forms of love. But often, two people in the same relationship can have very different versions of how they define love. Dr. Hatkoff gives the example of a man and woman having dinner. The waiter flirts with the woman, but the husband doesn’t seem to notice, and talks about changing the oil in her car. The wife is upset her husband isn’t jealous. The husband feels his extra work isn’t appreciated.

    What does this have to do with love? The man and woman each define love differently. For him, love is practical, and is best shown by supportive gestures like car maintenance. For her, love is possessive, and a jealous response by her husband makes her feel valued. 

    Understanding what makes your partner feel loved can help you navigate conflict and put romance back into your relationship. You and your partner can take the Love Style quiz from Dr. Hatkoff and find out how each of you defines love. If you learn your partner tends toward jealousy, make sure you notice when someone is flirting with him or her. If your partner is practical in love, notice the many small ways he or she shows love by taking care of everyday needs.


    Reignite Romance

    Romantic love has been called a â€œnatural addiction” because it activates the brain’s reward center -- notably the dopamine pathways associated with drug addiction, alcohol and gambling. But those same pathways are also associated with novelty, energy, focus, learning, motivation, ecstasy and craving. No wonder we feel so energized and motivated when we fall in love!

    But we all know that romantic, passionate love fades a bit over time, and (we hope) matures into a more contented form of committed love. Even so, many couples long to rekindle the sparks of early courtship. But is it possible?

    The relationship researcher Arthur Aron, a psychology professor who directs the Interpersonal Relationships Laboratory at the State University of New York at Stony Brook, has found a way. The secret? Do something new and different -- and make sure you do it together. New experiences activate the brain’s reward system, flooding it with dopamine and norepinephrine. These are the same brain circuits that are ignited in early romantic love. Whether you take a pottery class or go on a white-water rafting trip, activating your dopamine systems while you are together can help bring back the excitement you felt on your first date. In studies of couples, Dr. Aron has found that partners who regularly share new experiences report greater boosts in marital happiness than those who simply share pleasant but familiar experiences.

    Diagnose Your Passion Level

    The psychology professor Elaine Hatfield has suggested that the love we feel early in a relationship is different than what we feel later. Early on, love is “passionate,” meaning we have feelings of intense longing for our mate. Longer-term relationships develop “companionate love,” which can be described as a deep affection, and strong feelings of commitment and intimacy. 

    Where does your relationship land on the spectrum of love? The Passionate Love Scale, developed by Dr. Hatfield, of the University of Hawaii, and Susan Sprecher, a psychology and sociology professor at Illinois State University, can help you gauge the passion level of your relationship. Once you see where you stand, you can start working on injecting more passion into your partnership. Note that while the scale is widely used by relationship researchers who study love, the quiz is by no means the final word on the health of your relationship. Take it for fun and let the questions inspire you to talk to your partner about passion. After all, you never know where the conversation might lead.


    Sex

    For most couples, the more sex they have, the happier the relationship.

    How Much Sex Are You Having?

    Let’s start with the good news. Committed couples really do have more sex than everyone else. Don’t believe it? While it’s true that single people can regale you with stories of crazy sexual episodes, remember that single people also go through long dry spells. A March 2017 reportfound that 15 percent of men and 27 percent of women reported they hadn’t had sex in the past year. And 9 percent of men and 18 percent of women say they haven’t had sex in five years. The main factors associated with a sexless life are older age and not being married. So whether you’re having committed or married sex once a week, once a month or just six times a year, the fact is that there’s still someone out there having less sex than you. And if you’re one of those people NOT having sex, this will cheer you up: Americans who are not having sex are just as happy as their sexually-active counterparts.

    But Who’s Counting?

    Even though most people keep their sex lives private, we do know quite a bit about people's sex habits. The data come from a variety of sources, including the General Social Survey, which collects information on behavior in the United States, and the International Social Survey Programme, a similar study that collects international data, and additional studies from people who study sex like the famous Kinsey Institute. A recent trend is that sexual frequency is declining among millennials, likely because they are less likely than earlier generations to have steady partners.

    Based on that research, here’s some of what we know about sex:

  • The average adult has sex 54 times a year.
  • The average sexual encounter lasts about 30 minutes.
  • About 5 percent of people have sex at least three times a week. 
  • People in their 20s have sex more than 80 times per year.
  • People in their 40s have sex about 60 times a year.
  • Sex drops to 20 times per year by age 65.
  • After the age of 25, sexual frequency declines 3.2 percent annually.
  • After controlling for age and time period, those born in the 1930s had sex the most often; people born in the 1990s (millennials) had sex the least often.
  • About 20 percent of people, most of them widows, have been celibate for at least a year.
  • The typical married person has sex an average of 51 times a year.
  • “Very Happy” couples have sex, on average, 74 times a year. 
  • Married people under 30 have sex about 112 times a year; single people under 30 have sex about 69 times a year.
  • Married people in their 40s have sex 69 times a year; single people in their 40s have sex 50 times a year.
  • Active people have more sex.
  • People who drink alcohol have 20 percent more sex than teetotalers.
  • On average, extra education is associated with about a week’s worth of less sex each year.
  • Early and Often

    One of the best ways to make sure your sex life stays robust in a long relationship is to have a lot of sex early in the relationship. A University of Georgia study of more than 90,000 women in 19 countries in Asia, Africa and the Americas found that the longer a couple is married, the less often they have sex, but that the decline appears to be relative to how much sex they were having when they first coupled. Here’s a look at frequency of married sex comparing the first year of marriage with the 10th year of marriage.

    Why does sex decline in marriage? It’s a combination of factors — sometimes it’s a health issue, the presence of children, boredom or unhappiness in the relationship. But a major factor is age. One study found sexual frequency declines 3.2 percent a year after the age of 25. The good news is that what married couples lack in quantity they make up for in quality. Data from the National Health and Social Life Survey found that married couples have more fulfilling sex than single people.

    The No-Sex Marriage

    Why do some couples sizzle while others fizzle? Social scientists are studying no-sex marriages for clues about what can go wrong in relationships.

    It’s estimated that about 15 percent of married couples have not had sex with their spouse in the last six months to one year.  Some sexless marriages started out with very little sex. Others in sexless marriages say childbirth or an affair led to a slowing and eventually stopping of sex. People in sexless marriages are generally less happy and more likely to have considered divorce than those who have regular sex with their spouse or committed partner.

    If you have a low-sex or no-sex marriage, the most important step is to see a doctor. A low sex drive can be the result of a medical issues (low testosterone, erectile dysfunction, menopause or depression) or it can be a side effect of a medication or treatment. Some scientists speculate that growing use of antidepressants like Prozac and Paxil, which can depress the sex drive, may be contributing to an increase in sexless marriages.

    While some couples in sexless marriages are happy, the reality is that the more sex a couple has, the happier they are together. It’s not easy to rekindle a marriage that has gone without sex for years, but it can be done. If you can’t live in a sexless marriage but you want to stay married, see a doctor, see a therapist and start talking to your partner. 

    Here are some of the steps therapists recommend to get a sexless marriage back in the bedroom:

  • Talk to each other about your desires.
  • Have fun together and share new experiences to remind yourself how you fell in love.
  • Hold hands. Touch. Hug.
  • Have sex even if you don’t want to. Many couples discover that if they force themselves to have sex, soon it doesn’t become work and they remember that they like sex. The body responds with a flood of brain chemicals and other changes that can help.
  • Remember that there is no set point for the right amount of sex in a marriage. The right amount of sex is the amount that makes both partners happy. 

    A Prescription for a Better Sex Life

    If your sex life has waned, it can take time and effort to get it back on track. The best solution is relatively simple, but oh-so-difficult for many couples: Start talking about sex.  

  • Just do it: Have sex, even if you’re not in the mood. Sex triggers hormonal and chemical responses in the body, and even if you’re not in the mood, chances are you will get there quickly once you start.
  • Make time for sex: Busy partners often say they are too busy for sex, but interestingly, really busy people seem to find time to have affairs. The fact is, sex is good for your relationship. Make it a priority.
  • Talk: Ask your partner what he or she wants. Surprisingly, this seems to be the biggest challenge couples face when it comes to rebooting their sex lives.
  • The first two suggestions are self-explanatory, but let’s take some time to explore the third step: talking to your partner about sex. Dr. Hatfield of the University of Hawaii is one of the pioneers of relationship science. She developed the Passionate Love scale we explored earlier in this guide. When Dr. Hatfield conducted a series of interviews with men and women about their sexual desires, she discovered that men and women have much more in common than they realize, they just tend not to talk about sex with each other. Here’s a simple exercise based on Dr. Hatfield’s research that could have a huge impact on your sex life: 

  • Find two pieces of paper and two pens. 
  • Now, sit down with your partner so that each of you can write down five things you want more of during sex with your partner. The answers shouldn’t be detailed sex acts (although that’s fine if it’s important to you). Ideally, your answers should focus on behaviors you desire -- being talkative, romantic, tender, experimental or adventurous. 
  • If you are like the couples in Dr. Hatfield’s research, you may discover that you have far more in common in terms of sexual desires than you realize. Here are the answers Dr. Hatfield’s couples gave.

    Let’s look at what couples had in common. Both partners wanted seduction, instructions and experimentation. 

    The main difference for men and women is where sexual desire begins. Men wanted their wives to initiate sex more often and be less inhibited in the bedroom. But for women, behavior outside the bedroom also mattered. They wanted their partner to be warmer, helpful in their lives, and they wanted love and compliments both in and out of the bedroom. 

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    Youngest22
    Software Engineering Article Types: An Analysis Of The Literature
    ~5.0 mins read

    The software engineering (SE) community has recently recognized that the field lacks well-established research paradigms and clear guidance on how to write good research reports. With no comprehensive guide to the different article types in the field, article writing and reviewing heavily depends on the expertise and the understanding of the individual SE actors.

    In this work, we classify and describe the article types published in SE with an emphasis on what is required for publication in journals and conference proceedings. Theoretically, we consider article types as genres, because we assume that each type of article has a specific function and a particular communicative purpose within the community, which the members of the community can recognize. We draw on written sources available, i.e. the instructions to authors/reviewers of major SE journals, the calls for papers of major SE conferences, and previous research published on the topic.

    Despite the fragmentation and limitations of the sources studied, we are able to propose a classification of different SE article types. Such classification helps in guiding the reader through the SE literature, and in making the researcher reflect on directions for improvements.

    XML security – A comparative literature review

    Abstract

    Since the turn of the millenium, working groups of the W3C have been concentrating on the development of XML-based security standards, which are paraphrased as XML security. XML security consists of three recommendations: XML (digital) signature, XML encryption and XML key management specification (XKMS), all of them published by the W3C.

    By means of a review of the available literature the authors draw several conclusions about the status quo of XML security. Furthermore, the current state and focuses of research as well as the existing challenges are derived. Trends to different application areas – e.g. use of XML security for mobile computing – are also outlined. Based on this information the analyzed results are discussed and a future outlook is predicted.

    Software products, especially large applications, need to continuously evolve, in order to adapt to the changing environment and updated requirements. With both the producer and the customer unwilling to replace the existing application with a completely new one, adoption of design constructs and techniques which facilitate the application extension is a major design issue. In the current work we investigate the behavior of an object-oriented software application at a specific extension scenario, following three implementation alternatives with regards to a certain design problem relevant to the extension. The first alternative follows a simplistic solution, the second makes use of a design pattern and the third applies Aspect-Oriented Programming techniques to implement the same pattern. An assessment of the three alternatives is attempted, both on a qualitative and a quantitative level, by identifying the additional design implications needed to perform the extension and evaluating the effect of the extension on several quality attributes of the application.

    The increasing trend toward complex software systems has highlighted the need to incorporate quality requirements earlier in the development cycle. We propose a new methodology for monitoring quality in the earliest phases of real-time reactive system (RTRS) development. The targeted quality characteristics are functional complexity, performance, reliability, architectural complexity, maintainability, and test coverage. All these characteristics should be continuously monitored throughout the RTRS development cycle, to provide decision support and detect the first signs of low or decreasing quality as the system design evolves. The ultimate goal of this methodology is to assist developers in dealing with complex user requirements and ensure that the formal development process yields a high-quality application. Each aspect of quality monitoring is formalized mathematically and illustrated using a train–gate–controller case study.

    QoS-aware dynamic binding of composite services provides the capability of binding each service invocation in a composition to a service chosen among a set of functionally equivalent ones to achieve a QoS goal, for example minimizing the response time while limiting the price under a maximum value.

    This paper proposes a QoS-aware binding approach based on Genetic Algorithms. The approach includes a feature for early run-time re-binding whenever the actual QoS deviates from initial estimates, or when a service is not available. The approach has been implemented in a framework and empirically assessed through two different service compositions.

    Workflow management technology helps modulizing and controlling complex business processes within an enterprise. Generally speaking, a workflow management system(WfMS) is composed of two primary components, a design environment and a run-time system. Structural, timing and resource verifications of a workflow specification are required to assure the correctness of the specified system. In this paper, an incremental methodology is constructed to analyze resource consistency and temporal constraintsafter each edit unit defined on a workflow specification. The methodology introduces several algorithms for general and temporal analyses. The output returned right away can improve the judgment and thus the speed and quality on designing.

    Evolution support mechanisms for software product line process


    Software product family process evolution needs specific support for incremental change. Product line process evolution involves in addition to identifying new requirements the building of a meta-process describing the migration from the old process to the new one. This paper presents basic mechanisms to support software product line process evolution. These mechanisms share four strategies – change identification, change impact, change propagation, and change validation. It also examines three kinds of evolution processes – architecture, product line, and product. In addition, change management mechanisms are identified. Specifically we propose support mechanisms for static local entity evolution and complex entity evolution including transient evolution process. An evolution model prototype based on dependency relationships structure of the various product line artifacts is developed.

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    Youngest22
    10 Fictional TV Small Businesses And The Lessons They Offer
    ~4.2 mins read
    Just because a  isn’t real doesn’t mean it can't inspire. Without the burden of actually having to make money with their fictional franchise concepts, Hollywood has brought to the public a number of memorable brands offering all kinds of insight. Let’s take a look at 10 specific small businesses that some of TV’s most entrepreneurial-minded writers have schemed up, including the lessons they can teach us about running a great company (or at least an entertaining one) offscreen.

    Los Pollos Hermanos (Breaking BadBetter Call Saul)

    They may not have Popeye’s chicken sandwich, but Gus Fring (Giancarlo Esposito) and his team know chicken. With many locations and multiple revenue streams, LPH offers an addictive product that’s just to die for. Gus tell us on his website, “It’s the best ingredients. The spiciest spices. All prepared with loving care! And always delivered with a friendly smile. That’s the Los Hermanos Pollos promise.” While most restaurants speak in these terms, LPH does seem to thrive in its execution. Gus Fring understands that the little things matter: good food delivered quickly in a clean and friendly environment. Easier said than done, but Los Pollos Hermanos does it well. Plus, they do that other thing.

    Business Lesson: Stick to the fundamentals, be consistent, and protect your secret recipes.

    Central Perk (Friends)

    Central Perk wasn’t just any coffee joint. This was where the cool kids hung out. With those big mugs and cushy couches, it was the living room for an entire neighborhood. The only thing better than a good beverage is a great atmosphere in which to enjoy it, and the baristas knew how to brew great hot drinks for customers without being intrusive. Despite being in love with Rachel, Gunther didn’t even speak until halfway through season two. Way to protect the customer experience!

    Business Lesson: Build your business into a destination, and love your customers from a distance.

    Arnold’s (Happy Days

    Long before Central Perk was pulling coffee shots, this teen-oriented 50’s diner was jerking sodas, flipping burgers and showcasing local talent. The diner was such a cool venue to play that the real-life band Weezer — with a little technological magic — performed there in their video for the song "Buddy Hollly".  A central setting in Garry Marshall’s idealized 1950’s midwestern landscape, Arnold’s was the perfect Friday-night teen hangout. Happy Days already jumped the shark when Fonzie, well, jumped the shark, but when producers burnt down the restaurant and rebuilt it with a different décor, neither the diner nor the show were ever the same. The rebuild was financed by Fonzie. Seems generous until you consider all the years of maintaining an “office” for which he never paid rent.

    Business Lesson: Remodel without over-rebranding, and beware of flammable uniforms.

    The Missouri Belle Casino(Ozark)

    Summer days are great on the lake, but what to do at night? Thankfully, Marty (Jason Bateman) and Wendy Byrde (Laura Linney) have provided tourists and locals with some floating fun. The Missouri Belle Casino offers an array of slot machines and tables where guests can court Lady Luck. On any given day, there seem to be a lot of people losing large sums of cash, but rather than quitting, these loyal customers always seem to return with a fresh stack of Benjamins. The staff consistently looks crisp and clean, as The Missouri Belle takes their laundering very seriously. Credit the Byrdes for restoring the classic steamboat with the help of Kansas City’s most organized crew and an investor to whom they feel, er, eternally indebted.

    Business Lesson: All business is a gamble. Work hard to put the odds your favor â€” and some extra cash behind the drywall.

    The Michael Scott Paper Company (The Office)

    Managing the regional office of a large paper company is one thing. But going out on your own to take them down? That’s the entrepreneurial spirit. Dunder Mifflin underestimated Scranton’s regional manager when they drove him away. Never did they guess Michael Scott would poach so many customers with cheaper pricing and a pancake luncheon. What his two-person team lacked in size, intelligence and overall business acumen, they made up with heart and free time. It was inevitable that Dunder Mifflin would buy them out and restore the Scranton office’s dysfunctional family.

    Business Lesson: Hang onto your best managers, even if they tell the worst jokes.

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    Youngest22
    Experimenting With Artificial Intelligence In Health Care
    ~14.9 mins read

    We will design a series of strategies and tactics that will keep them healthy and make sure that when they seek health care, it is of high quality and very efficient. Population health is defining and managing whatever strategies and tactics are applied to this group. They are intended to achieve certain health care quality, cost, and person-experience goals.

    In a way, population health is like being an educator. An educator would formulate an approach to teach a class of 10-year-olds a particular subject, an approach that achieves certain goals of subject comprehension.

    Population health complements individual health care delivery, which occurs when you’re in front of your doctor or nurse. It also complements public health. Public health says, “I want to take steps to ensure the health of the community; for example, that the water’s safe and people are being immunized.” You can imagine the Venn diagrams that illustrate overlaps between population health, individual care, and public health.

    The reason it matters — and population health has been around for decades — is that health care is in the early stages of a multidecade, fairly significant shift in the business model of care delivery. The shift is largely driven by the fact that medical care costs so much, and continues to cost so much, consuming an amazing amount of the GDP. It’s also pretty uneven in terms of quality.

    How has the business model changed? It’s moving from reactive sick care — you’re sick, you show up, we take care of you — to the proactive management of health, where I’m going to reach out and keep you healthy. It’s moving from fragmented, disconnected care to integrated care across the continuum from a doctor’s office to a hospital to rehab to end-of-life, etc. It’s moving from a fee-for-service model, where I’m going to pay you for volume and activity, to a model in which the doctor and hospital are paid on results — the quality and efficiency of care. This business model shift is being driven by reimbursement change, largely from the federal government, but also state and private-sector purchasers of care.

    Partners Healthcare System Inc., for example, is incentivized for doing a great job of managing the health of a population of people with diabetes or a population of children with asthma. They’ll receive a certain amount per person, per child, per year to cover all the costs of the care. If they spend less than the amount, they keep the difference. If they spend more than the amount, they experience a loss. Regardless of financial performance, they must achieve certain quality-of-care and health-status metrics.

    A range of IT resources is needed to help manage the health of a population. There is a significant need for data about the health of the population to be managed.

    If I want to hold you financially and clinically accountable for the care and health of 100,000 people with dementia, you’ll ask, “Well, who are they?” I have to know who they are and be able to characterize them. How far along are they in their dementia? Are they poor? Where do they live? Do they have a spouse or a caregiver who can help them out? Do they speak English? To characterize them, I need all kinds of data. I need electronic health record data, but I also need social determinants of health data. I must gather all this information and then make sure Mrs. Smith in one electronic health record is (or isn’t) the same Mrs. Smith in another electronic health record, because there’s no unifying number here that links people across the board.

    Having done that, I ask, “What’s the plan to manage Mrs. Smith’s health and health care? How do I take care of these people?” I can turn to a blue-ribbon panel of doctors to get a core plan for a particular disease, but once I get that plan or that algorithm, I have to lay it over the data, tailor the plan to reflect Mrs. Smith’s needs and capabilities, and look for deviations from the plan. I might say, “I’m going to plan to manage Mrs. Smith’s dementia, but last night her spouse passed away, and suddenly my plan has to be revised, because I was counting on that person to help out and I can’t anymore.” Or “Mrs. Smith had a car accident, and she shouldn’t have been driving, but she was, and was critically hurt.” Suddenly my plan is different.

    I must have a plan, and then I must monitor deviations that indicate the plan should be revised. And I should also determine how well the plan is working. What are my measures of quality and efficiency? Am I keeping Mrs. Smith out of assisted living, or should she be in assisted living?

    You can’t make these decisions without IT to aggregate the data to characterize someone, to determine what the plan is and whether it needs to be altered, and then to generate a series of metrics that say, I’m doing OK or I’m not doing OK at managing the health of the population.

    To help define and manage the plan, we must have care managers. They work for a health system (or an employer or a state Medicaid department), and they’re making sure the plan is working and take steps to remove barriers to the plan. For example, we will have people who are poor or who can’t drive, so we have to get them a ride. Or they live in what we call “a nutritional wasteland.” There’s nothing but liquor stores and convenience stores around them, so if we want them to lose weight, we must get them Meals on Wheels or something along those lines. We should have IT applications for care managers who are committed to making the plan work.

    In a lot of cases, to stay healthy, patients must manage themselves. They must manage their weight, make changes to a sedentary lifestyle, and monitor a disease such as congestive heart failure. I need a variety of technologies in the home and through social media to help people stay engaged in managing their health.

    Although the changes are driven by reimbursement, you can’t manage the health of a population without a viable set of sophisticated IT.

    Experimenting With Artificial Intelligence in Health Care

    One health care provider looks to bring artificial intelligence to patient care.

    April 30, 2018READING TIME: 18 MIN 
    MIT Sloan Management Review: I saw your title, vice president for population health, and I was curious to know a little more about it. What does it mean to be the vice president of population health, and what is population health?

    John Glaser: Let’s start out with what population health is, and then move to why it matters. Basically, population health centers on a group of individuals who share a common health challenge or health situation. They might all be going through cancer, or they all have spouses with dementia, or they’re all 25 and really healthy and you just want to keep them healthy. But they have a common health challenge or characteristic.

    We will design a series of strategies and tactics that will keep them healthy and make sure that when they seek health care, it is of high quality and very efficient. Population health is defining and managing whatever strategies and tactics are applied to this group. They are intended to achieve certain health care quality, cost, and person-experience goals.

    In a way, population health is like being an educator. An educator would formulate an approach to teach a class of 10-year-olds a particular subject, an approach that achieves certain goals of subject comprehension.

    Population health complements individual health care delivery, which occurs when you’re in front of your doctor or nurse. It also complements public health. Public health says, “I want to take steps to ensure the health of the community; for example, that the water’s safe and people are being immunized.” You can imagine the Venn diagrams that illustrate overlaps between population health, individual care, and public health.

    The reason it matters — and population health has been around for decades — is that health care is in the early stages of a multidecade, fairly significant shift in the business model of care delivery. The shift is largely driven by the fact that medical care costs so much, and continues to cost so much, consuming an amazing amount of the GDP. It’s also pretty uneven in terms of quality.

    How has the business model changed? It’s moving from reactive sick care — you’re sick, you show up, we take care of you — to the proactive management of health, where I’m going to reach out and keep you healthy. It’s moving from fragmented, disconnected care to integrated care across the continuum from a doctor’s office to a hospital to rehab to end-of-life, etc. It’s moving from a fee-for-service model, where I’m going to pay you for volume and activity, to a model in which the doctor and hospital are paid on results — the quality and efficiency of care. This business model shift is being driven by reimbursement change, largely from the federal government, but also state and private-sector purchasers of care.

    Partners Healthcare System Inc., for example, is incentivized for doing a great job of managing the health of a population of people with diabetes or a population of children with asthma. They’ll receive a certain amount per person, per child, per year to cover all the costs of the care. If they spend less than the amount, they keep the difference. If they spend more than the amount, they experience a loss. Regardless of financial performance, they must achieve certain quality-of-care and health-status metrics.

    To what extent is this shift toward population health made possible by digital technologies? You see this issue now with data analytics and electronic health records.

    A range of IT resources is needed to help manage the health of a population. There is a significant need for data about the health of the population to be managed.

    If I want to hold you financially and clinically accountable for the care and health of 100,000 people with dementia, you’ll ask, “Well, who are they?” I have to know who they are and be able to characterize them. How far along are they in their dementia? Are they poor? Where do they live? Do they have a spouse or a caregiver who can help them out? Do they speak English? To characterize them, I need all kinds of data. I need electronic health record data, but I also need social determinants of health data. I must gather all this information and then make sure Mrs. Smith in one electronic health record is (or isn’t) the same Mrs. Smith in another electronic health record, because there’s no unifying number here that links people across the board.

    Having done that, I ask, “What’s the plan to manage Mrs. Smith’s health and health care? How do I take care of these people?” I can turn to a blue-ribbon panel of doctors to get a core plan for a particular disease, but once I get that plan or that algorithm, I have to lay it over the data, tailor the plan to reflect Mrs. Smith’s needs and capabilities, and look for deviations from the plan. I might say, “I’m going to plan to manage Mrs. Smith’s dementia, but last night her spouse passed away, and suddenly my plan has to be revised, because I was counting on that person to help out and I can’t anymore.” Or “Mrs. Smith had a car accident, and she shouldn’t have been driving, but she was, and was critically hurt.” Suddenly my plan is different.

    I must have a plan, and then I must monitor deviations that indicate the plan should be revised. And I should also determine how well the plan is working. What are my measures of quality and efficiency? Am I keeping Mrs. Smith out of assisted living, or should she be in assisted living?

    You can’t make these decisions without IT to aggregate the data to characterize someone, to determine what the plan is and whether it needs to be altered, and then to generate a series of metrics that say, I’m doing OK or I’m not doing OK at managing the health of the population.

    To help define and manage the plan, we must have care managers. They work for a health system (or an employer or a state Medicaid department), and they’re making sure the plan is working and take steps to remove barriers to the plan. For example, we will have people who are poor or who can’t drive, so we have to get them a ride. Or they live in what we call “a nutritional wasteland.” There’s nothing but liquor stores and convenience stores around them, so if we want them to lose weight, we must get them Meals on Wheels or something along those lines. We should have IT applications for care managers who are committed to making the plan work.

    In a lot of cases, to stay healthy, patients must manage themselves. They must manage their weight, make changes to a sedentary lifestyle, and monitor a disease such as congestive heart failure. I need a variety of technologies in the home and through social media to help people stay engaged in managing their health.

    Although the changes are driven by reimbursement, you can’t manage the health of a population without a viable set of sophisticated IT.

    You talked about this as a multidecade business-model shift. What have been the challenges that the health care industry or hospitals have faced with respect to digitalization, and are those going to be the same challenges they’re going to face going forward?

    One of the challenges, if you go back six or seven years ago, would be that the electronic health record adoption was small, but now it’s not. Meaningful Use, a Medicare incentive program, has driven this. There has been a lot of progress in adoption.

    The next thing we need is the fluid exchange of data between electronic health records — data interoperability. That’s made some modest progress, but we still have a ways to go before the data about a patient really flows appropriately and efficiently.

    The third challenge is gathering and interpreting data about the social components of health. We’re still learning which sets of data really matter in which circumstances. For example, if we want you to get your 10,000 steps a day, what data should we gather to determine the likelihood that you will achieve that goal? For example, how do we motivate people? There are different ways to do it, but I need a set of data to define a motivational construct.

    But perhaps the greatest challenge is that we must turn to a series of doctors and say, “You guys have to do a much better job of managing the health of people.” And they respond, “Listen, we actually aren’t always very good at doing that. We know how to take care of them when they’re sick, but we were never trained to manage health, and we’re not well equipped to do that.” To help caregivers manage health, we need care managers, links to social services and resources, new support processes, and a series of IT investments. The biggest challenge is making this transformation.

    There’s a big cultural change, a big education change, and a series of process changes that must go on in health care that are difficult. The industry is beginning to go through that. As often happens with industry transformations, these changes are occurring while people and organizations are under great pressure to perform today under the old business model.

    And then frankly it’s still not clear that if you do all this population health work, you really will “bend” the cost curve. Medicare has come up with dozens of different population health models and organizational arrangements. Which ones will be the winners? We’re still experimenting with different organizational and reimbursement models. We’ve got a lot of transformation work left to do, and that’s why I think it’ll take decades.

    There are several. But regarding digital ones, we see a whole lot of desire — and we’re not alone — for data scientists. The phrase data scientist is fuzzy and has many meanings. In this case, health care needs people who will help providers when they say, “Tell me what the data means and whether I’m doing a good job or not. Help me think through which data from this long list of social determinants of health I should really be gathering and has significant explanatory power. How do I get this data? How do I deal with uneven data quality? What are the best practices in sharing this data with patients?”

    Moreover, who’s the doctor responsible for Mrs. Smith when she sees seven doctors? Often elderly people do see seven (or more) doctors. But which one do I hold accountable for her care?

    Many skills are needed, but the biggest one is professionals who can help caregivers work their way through the data and analytics.

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