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Best way to detect deepfake videos? Check for the pulse – Binghamton University

By Chris Kocher

October 21, 2020

With video editing software becoming increasingly sophisticated, its sometimes difficult to believe our own eyes. Did that actor really appear in that movie? Did that politician really say that offensive thing?

Some so-called deepfakes are harmless fun, but others are made with a more sinister purpose. But how do we know when a video has been manipulated?

Researchers from Binghamton Universitys Thomas J. Watson College of Engineering and Applied Science have teamed up with Intel Corp. to develop a tool called FakeCatcher, which boasts an accuracy rate above 90%.

Lijun Yin is a professor in Watson Colleges Department of Computer Science. Image Credit: Jonathan Cohen.

FakeCatcher works by analyzing the subtle differences in skin color caused by the human heartbeat. Photoplethysmography (abbreviated as PPG) is the same technique used for a pulse oximeter put on the tip of your finger at a doctors office, as well as Apple Watches and wearable fitness tracking devices that measure your heartbeat during exercise.

We extract several PPG signals from different parts of the face and look at the spatial and temporal consistency of those signals, said Ilke Demir, a senior research scientist at Intel. In deepfakes, there is no consistency for heartbeats and there is no pulse information. For real videos, the blood flow in someones left cheek and right cheek to oversimplify it agree that they have the same pulse.

Working with Demir on the project is Umur A. Ciftci, a PhD student at Watson Colleges Department of Computer Science, under Professor Lijun Yins supervision at the Graphics and Image Computing Laboratory, part of the Seymour Kunis Media Core funded by donor Gary Kunis 73, LHD 02 It builds on Yins 15 years of work creating multiple 3D databases of human faces and emotional expressions. Hollywood filmmakers, video game creators and others have utilized the databases for their creative projects.

At Yins lab in the Innovative Technologies Complex, Ciftci has helped to build what may be the most advanced physiological capture setup setup in the United States, with its 18 cameras as well as in infrared. A device also is strapped around a subjects chest that monitors breathing and heartrate. So much data is acquired in a 30-minute session that it requires 12 hours of computer processing to render it.

Umur has done a lot of physiology data analysis, and signal processing research started with our first multimodal database, Yin said. We capture data not just with 2D and 3D visible images but also thermal cameras and physiology sensors. The idea of using the physiology as another signature to see if it is consistent with previous data is very helpful for detection.

Umur Ciftci, a PhD student in computer science, poses for a 3D scan in Professor Lijun Yins lab at the Innovative Technologies Complex. Ciftcis doctoral thesis will focus on detecting deepfake videos. Image Credit: Jonathan Cohen.

Deepfakes found in the wild are many steps below the kind of quality that Yins lab generates, but it means that manipulated videos can be much easier to spot.

Considering that we work with 3D using our own capture setup, we generate some of our own composites, which are basically fake videos, Ciftci said. The big difference is that we scan real people and use it, while deepfakes take data from other people and use it. Its not that different if you think about it that way.

Its like the police knowing what all the criminals do and how they do it. You understand how these deepfakes are being done. We learn the tricks and even use some of them in our own data creation.

Since the FakeCatcher findings were published, 27 researchers around the world have been using the algorithm and the dataset in their own analyses. Whenever these kinds of studies are made public, though, there are concerns about telling malicious deepfake makers how their videos have been shown to be false, allowing them to modify their work to be undetectable in the future.

Ciftci is not too worried about that, however: Its not going to be easy for someone who doesnt know much about the science behind it. They cant just use whats out there to make this happen without significant software changes.

Intels involvement in the FakeCatcher research is connected to its interests in volumetric capture and augmented/virtual reality experiences. Intel Studios operates what Demir calls the worlds largest volumetric capture stage: 100 cameras in a 10,000-square-foot geodesic dome that can handle about 30 people simultaneously even a few horses once.

Future plans include volumetric-capture technology to be included in mainstream television shows, sports and augmented-reality applications, where the audience can immerse in any scene. Films in 3D and VR also are in the works, with two VR projects recently premiering at the Venice Film Festival.

By compiling the FakeCatcher data and reverse-engineering it, Intel Studios hopes to make more realistic renderings that incorporate the kind of biological markers that humans with real heartbeats have.

Intels vision is changing from a chip-first company to putting AI, edge computing and data first, Demir said. We are making a transformation to AI-specific approaches in any way we can.

(Interesting to note: Intels CEO is Bob Swan, MBA 85, who last year told the School of Management magazine Reaching Higher that intellectual curiosity is a wonderful and powerful thing to help you grow and develop and evolve over time.)

Future research will seek to improve and refine the FakeCatcher technology, drilling further down into the data to determine how the deepfakes are made. That capability has many implications, including cybersecurity and telemedicine, and Yin also hopes for further collaborations with Intel.

Were still in the brainstorming stage, he said. We want to have an impact not only in academia but also to see if our research would have a role in industry.

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Best way to detect deepfake videos? Check for the pulse - Binghamton University

UHS announces scholarships in anatomy – The News International

LAHORE:The University of Health Sciences (UHS) on Thursday announced the launching of a gold medal in the name of Andreas Vesalius, the father of modern anatomy.

This gold medal will be awarded each year to the medical student who scores the most in the subject of anatomy. The student will also receive a cash prize of Rs 100,000. Also, three deserving medical students will be awarded scholarships each year in the name of the father of modern anatomy. The announcement was made by UHS Vice Chancellor, Professor Javed Akram, at a seminar which was held here on Thursday to mark World Anatomy Day. The event was organised by the Anatomical Society of Pakistan.

The chief guest of the event, Chairperson Punjab Healthcare Commission Professor Attiya Mubarak Khalid, emphasised on linking the teaching of the subject of anatomy with the clinical training of medical students. UHS VC Professor Javed Akram said that anatomy was the main subject of medical sciences. The teaching of this subject needed to be adapted to modern requirements. He said that every student entering medical college wanted to become a surgeon or a physician. "No student wants to be an anatomist. They need to know that the subject of anatomy is the basis of surgery and medicine", he added. Professor Javed Akram said that there would be no further delay in professional examinations as the Coronavirus had already wasted quite a lot of time of the students.

He clarified that all examinations would be conducted following government SOPs. He informed the participants that the human trial of Coronavirus vaccine from China had started in Pakistan with UHS as an important partner in this trial.

President, Anatomical Society of Pakistan, Professor Nosheen Omar said that due to Covid-19, medical students were given online education and this should be kept in mind while assessing them as well. The event was attended online by 64 groups of anatomists from various medical colleges across the country. Principal, Air Force Medical College Karachi, Professor Masood Ahmed Sheikh, Brigadier Dr Khadija Qamar of Army Medical College Rawalpindi, Professor Saeed Shafi of Shifa Medical College, Dr Zille Huma of Khyber Medical University and Dr Uruj Zehra of UHS addressed the seminar.

courseS: Postgraduate Medical Institute and Amir Uddin Medical College Principal Prof Dr Sardar Muhammad Al-freed Zafar said launching diploma courses in the central sterile services is very important to provide infection-free environment in all hospitals and for speedy recovery of patients.

Employees working in this field need to be able to maintain world-class medical equipment, medical kits, sheets and operation theatres, and sterilise in accordance with established principles, he said while addressing a function held at Lahore General Hospital on the occasion of CSSD International Week.

Hand washing: Global Handwashing Day was observed at University of Engineering and Technology University (UET) with a demonstration of hand washing by the students.

According to a press release, the day was marked by the UETs Media Society. Dr Tanveer Qasim, Adviser, UET Media Society, said 1,400 years ago Islam highlighted the importance of hand washing and cleanliness. He said the biggest message of the Covid-19 era was hand hygiene and protection from germs.

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UHS announces scholarships in anatomy - The News International

Anatomy of a Breast Cancer Survivor: ‘I Preserved My Eggs Before Chemotherapy’ – Essence

Let me get this straight. Youre telling me I have a cancerous tumor in my right breast and my chances of having children naturally are slim to none? Got it.

A breast cancer diagnosis is overwhelming. How will my body react? What will happen? What does this mean for my life? And, for women, like me, in their childbearing years, learning about potential fertility challenges elevated the experience to the next, incomprehensible level.

How many times can I type chile? Because, chile.

Its an extremely difficult process, and everything happened at rapid speed. Diagnosed on a Friday, I found myself in my hometown of Houston less than 2 weeks later greeted by a steady stream of back-to-back doctors appointments. I just wanted to scream. It was emotionally draining.

During my initial consultation with Dr. Jamie Terry, the captain of the medical ship and breast surgeon, she discussed how my life would drastically change, then presented a plan of action. She was adamant about honoring my desire to become a mother and referred me to a fertility specialist.

Within days, I met Dr. S. Kemi Nurudeen of the Houston Fertility Institute, whose work includes consulting patients with medical conditions including breast cancer. She recommended I proceed with egg preservation as soon as possible before I commenced an aggressive chemotherapy regimen.

I was too numb and in shock to think that far ahead to the future, while trying to carefully process the present. I put motherhood on the back burner while I focused on my media career, and breast cancer forced me to readjust my priorities. I was so angry at myself for not preserving my eggs sooner and giving them a fair chance. I sunk into sadness for a few days, but honestly couldnt linger there too long because I had to power through the egg retrieval process and start a medicinal journey that would remove the toxins from my right breast.

Our job is to get you started as soon as possible, said Nurudeen of her professional approach. We offer the best, personalized counsel about potential outcomes and want our patients to know the process can happen quickly.

It would indeed be the fastest rollercoaster ride ever.

My mom Ivy, a retired school administrator, quickly transitioned into an at-home nurse. She carefully mixed and prepped vials of medicine like a mad scientist, and injected me with hormones that would stimulate egg follicles.Within a weeks time (my body responded to the medicine super fast), I was rolled into an operating room for egg retrieval.

I have a much deeper appreciation for and understanding about the process of bringing a healthy life into this world. Every womans body is different. Every womans journey to motherhood is unique.

My paternal cousin, Shamekka Lewis, 45, who also carries the BRCA 1 gene mutation, was diagnosed with stage 2 triple-negative breast cancer at the age of 29. She was pregnant with her third daughter. Pregnant!

I felt a lump, but never thought it was cancer. I went for an appointment with my ob/gyn, and she ordered a series of tests, Shamekka recalls. I declared life and victory right then, and put my trust in Him.

The soon-to-be mother of three was able to safely undergo four rounds of chemo treatment, deliver her baby girl, then proceed with four more rounds.

I feel like I was robbed of having more children, she said. I still struggle with that today. Despite me having three, I wanted more. My husband and I desired to have a boy, but I knew for my own health, I had to draw the line somewhere.

Weeks later, she underwent a double mastectomy; six weeks after that, a hysterectomy. All of this by the age of 30.

Sis, I encourage you to take your fertility seriously because you never know what curveballs life will throw you.

Your clock is ticking

If youre single or wed, you dont want to miss your window of opportunity to preserve your fertility. Research your options. Think about it like this freezing your eggs buys you time to plan with your spouse or partner, focus on your career, travel the world without worrying about a specific timeline to naturally procreate. The sooner you do it, the better, because, yes, your biological clock does tick. And, a breast cancer diagnosis makes the clock tick faster.

Know your number

After scheduling your mammogram (yass!), schedule an appointment at a fertility clinic to determine your Anti-Mllerian hormone (AMH) level. The AMH level is a good reflection of your ovarian reserve and egg count. Its a predictor of how many eggs you can produce and retrieve.

A high AMH level is good; a low AMH level indicates a diminished ovarian reserve (DOR). I have the latter. Fifteen rounds of chemo sucker-punched my ovaries and their function is nonexistent. Theyre no good, so theyre going buh-bye. Im scheduled for a bilateral salpingo-oophorectomy removal of both ovaries and fallopian tubes as a preventative procedure to reduce my risk of ovarian cancer. Drs. Terry and Nurudeen were on point. Im so glad I preserved my eggs!

Get your coins together

Whew, Chile. It isnt cheap. While some health insurance providers cover doctors visits and labs, the actual IVF (in-vitro fertilization) process requires a significant financial investment.

The process includes two parts: 1) egg retrieval and freezing and 2) egg thawing, fertilization and implantation. In total, one round of this process can cost, on average, an estimated $20,000. These costs dont include the medication nor genetic embryo testing.

I know the cost of the process can be intimidating. Patients should realize there are a lot of support resources. Well help guide you, Nurudeen affirmed.

Women make it their mission to fundraise for other women. There are grants available nationwide. Fertility clinics offer in-house financing, and there are programs exclusively for women undergoing chemotherapy. I was especially grateful for the Livestrong fertility program that provided a discounted rate for fertility services. Youll also want to talk to your health insurance company about any possible coverage or reimbursement. Because of my breast cancer diagnosis, I submitted an appeal to the insurance company for reimbursement and it was approved. A blessing!

Greenlight

After youve done your homework, do the research, make a plan and take action. Youve got this and youre not alone. It takes a village to raise a child, and it takes a village to support a childs mother.

I leaned on my faith during this phase of my journey. If youre a believer, you know that your chances of getting pregnant and carrying a baby to full-term are ultimately in Gods hands. Lets meditate on Gods promise for us in Jeremiah 29:11 in which He says, For I know the plans I have for you, plans to prosper you and not to harm you, plans to give you hope for a future.

As women, our bodies, our temples are incredible. They work wonders. Im truly amazed at the miraculous things they do and how they can surTHRIVE anything.

Lyndsay Levingston Christian is a multimedia talent, host and adjunct professor based in Houston, Texas. Follow her journey via @lynzchristiantv and join the movement @Sur_Thriver

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Anatomy of a Breast Cancer Survivor: 'I Preserved My Eggs Before Chemotherapy' - Essence

Anatomy of a Play: How the Steelers outsmarted the Eagles on Chase Claypool’s final touchdown – Touchdown Wire

Eagles defender Nathan Gerry is listed in the Pro Football Focus database as a linebacker. Hes listed in the Pro Football Reference database as a strong safety. Hes listed as a linebacker on the teams official website, Per PFF, Gerry has played 27 snaps on the defensive line, 32 snaps in the box, 19 snaps at slot cornerback, and seven snaps at free safety. That makes Gerry a versatile defender for his team.

What it does not make him is an asset in coverage. Again per PFF, Gerry has been targeted 23 times this season. He has allowed receptions on every single one of those targets for 267 yards, 109 yards after the catch, four touchdowns, no interceptions, and an opponent passer rating of 154.6.

This is not to slam Gerry as a player; it is more to point out that this is a guy who should not be the primary coverage defender against, say, Steelers rookie receiver Chase Claypool. In Pittsburghs 38-29 win over the Eagles on Sunday, Gerry was targeted four times, obviously allowing four receptions, for 55 yards, two touchdowns, and a perfect passer rating of 158.3.

One of those touchdowns allowed was against Claypool, who scored three receiving touchdowns and one rushing touchdown on the day. The second-rounder from Notre Dame is a physical freak at 6-foot-4 and 238 pounds, with the ability to run a 4.42-second 40-yard dash. Gerry, on the other hand, is 6-foot-2 and 230 pounds, and ran a 4.58-second 40-yard dash at his 2017 scouting combine.

So, Claypools third of his three touchdown receptions was based on a grievous mismatch from the start, and that has to be put on the heads of Eagles defensive coordinator Jim Schwartz and his staff. The mismatch was even more embarrassing because Claypool wasnt really sure what he was supposed to be doing as an inside slot receiver.

Ben Roethlisberger audibled pre-snap to take advantage of the defensive alignment he saw, and it was off to the races.

We expected them on that particular play to kind of go with an all-out blitz, Roethlisberger said, via Les Bowen and EJ Smith of the Philadelphia Inquirer. We had a play called to get the ball out quick and hopefully try and beat the blitz. They sat back in a cover-two zone, and it just wasnt what we expected. I saw that, and I changed the play.

I think the coolest part about the whole thing is weve never run the play I called with that formation or that group on the field. So Chase had never been in that spot before.

Oof. Heres the play in question, in which you can see Claypool burn it up the field, and Gerry struggle (to put it kindly) to keep up.

Ideally, would we like Nate to be on a receiver? No, safety Rodney McLeod, who arrived late over the top on the play, said after the game. We would prefer a defensive back. But that was the call that was made defensively, and they checked to a good play.

Again, oof. Neither Gerry nor Schwartz were made available to the media after the game, which led some Eagles beat reporters to question the accountability thereof. Not so much Gerry whats he going to say, other than, Hey, I probably shouldnt be covering that guy! But Id love to know what Schwartz was thinking when he dropped Gerry into a position he never should have occupied in the first place. Making a linebacker who cant cover the inside slot defender is a recipe for disaster, and as much as some people might blame Gerry for his lack of athleticism, its up to Gerrys coaches to know what he can do and what he cant.

As the late, great sportswriter Ralph Wiley once said, A mans got to know his own limitations. If he doesnt, his coaches should. Schwartz and his staff put Gerry in a rough spot, and kudos to Big Ben and his rookie receiver for taking advantage.

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Anatomy of a Play: How the Steelers outsmarted the Eagles on Chase Claypool's final touchdown - Touchdown Wire

How to Avoid Social Media "Pods" and Still Build an Audience – Thehour.com

Photo: D3sign | Getty Images

How to Avoid Social Media "Pods" and Still Build an Audience

In the last several years, social media "pods" have become a popular strategy to get more attention and engagement through a social media channels algorithms. Although many pods involve people who already know each other, its also possible to create a niche or topic pod, find followersand then ask them to participate actively.

It sounds like a good idea to convince others in your circle to "upvote" one anothers posts and comments on sites like Instagram, Facebookand LinkedIn. In some pods, people are genuinely interested in helping boost each others social media engagement rates. However, that's not always the case.

Related: How the Crisis is Changing Consumer Behavior, and How Entrepreneurs Can Act on It

Although engagement pods arent the same as buying followers and likes, the process still essentially means you are creating fake likes and artificially enhanced engagement rates. The intent behind Instagram pods, for example, is to climb up the engagement ranks by manipulating Instagram's algorithm and follower counts, as opposed to organically targeting audience members that can convert into customers.

Directly asking pod members to go onto your profile and page and like new posts doesnt generate a genuine picture of what others think about your brand. Others will catch on, too, once they notice the same accounts like and commenton every post. Instagram or whichever social media channel you're usingmight well suspend or even ban you for this spammy behavior.

Moreover, simply focusing on the same Instagram engagement podmeans youre not consistently putting effort into cultivating new followers by extending your content beyond your social circle. In the process, you end up limiting reach and genuine engagement instead of doing everything possible to grow it.

Related: 5 Essential Ways to Help You and Your Business Thrive During Lockdown

To avoid the pod group approach, try the following strategies to grow your business authentically.

No matter what form your social media content takes, most often you want to provoke a response from your target audience. Simply seeking likes and shares doesnt encourage them to respond. Its like the intrusive marketing of old, where companies and marketers just told their audiences what to think and do.

The best way to get that kind of increased engagement is to start asking questions with your content. Think of questions as conversation starters that encourage your followers to share their thoughts. And those questions dont need to be complex or deep. You can simply ask your followers how they are doing and what they think about a certain topic.

After all, social media is popular as a platform because so many people feel like they have a voice there. By asking your audience users questions, you tell them you want to hear that voice.

Besides posting a direct question, you can use other tactics to prompt more responses. For example, you can create a survey or polland ask your followers to respond. Polls only take a few minutes to create on sites like Facebook and Twitter.

Related: Why You Should Speed Up Your Digital Transformation During the Crisis

Long content posts mightnot provoke the engagement rate you want. You might find a few brave followers with a lot of time on their hands who will willingly stay the course and scroll for minutes to read your extensive social media content. However, most social media users simply dont have that kind of time.

If you want to increase your engagement rates on any social media channel, give your audience new content it actually wants, such as live and recorded video content as well as images, GIFsand short stories.

People like to compete and play games that offer the chance to win something tangible. Thats why gamification continues to drive engagement on social media. Your followers mighteven share these posts to get their social circle to play along as well and create some friendly competition. That, in turn, enables your brand to benefit from some viral engagement. Additionally, winners often post pictures of their prize, which may lead their social circle to become interested in your brands next giveaway.

Offer a unique prize, such an autographed product, an experience like a tripor exclusive access to an influencer your audience admires. When you offer a few prizes, it mightencourage more to play since the odds are more in their favor. Sweeten the giveaway with prizes from two favorite brands, if you can find another suitable company willing to partner with you. This also provides cross-post opportunities and expands your reach in a significant way.

Related: The Counterintuitive Way Social Media Can Reduce Stress

Not every company has the following to partner with abig brand or give away merchandise. If thats true for you, explore other opportunities to build your social media audience with smaller offers.

Your audience still sees the value in discounts, couponsand exclusive offers that they can receive in exchange for following your page or profile. Creating these regular offers also gives you a good reason to reach out to them regularly.

Also, you can build on the human behavior known as fear of missing out (FOMO). Potential customers mightbe more likely to check out your profile when they sign in to find any new digital coupons or deals. They dont want to miss those flash sales you announce periodically that can provide them with incredible savings.

As long as you plan for regular incentives, you can almost ensure a higher engagement rate with this tactic.

To build an audience of true fans and drive social media engagement, think of it as a work in progress. Start with a social media strategy blueprint that details the engagement areas you want to focus on first. Look at your current engagementcarefully so you know what you are working with. Then start building the long-term and short-term strategies like those listed here that are proven to increase social media engagement.

Related: 4 Ways to Determine If Now Is the Right Time to Launch Your Business

Related:How to Avoid Social Media "Pods" and Still Build an AudienceGet a Silicon Valley Social Media Education With This $30 CourseOcean Spray Seized Its Viral Marketing Moment Like It Makes Its Juice: Naturally

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How to Avoid Social Media "Pods" and Still Build an Audience - Thehour.com

Heads in the Sand – Foreign Affairs Magazine

We are living in a time of crisis. From the immediate challenge of the COVID-19 pandemic to the looming existential threat of climate change, the world is grappling with massive global dangersto say nothing of countless problems within countries, such as inequality, cyberattacks, unemployment, systemic racism, and obesity. In any given crisis, the right response is often clear. Wear a mask and keep away from other people. Burn less fossil fuel. Redistribute income. Protect digital infrastructure. The answers are out there. Whats lacking are governments that can translate them into actual policy. As a result, the crises continue. The death toll from the pandemic skyrockets, and the world makes dangerously slow progress on climate change, and so on.

Its no secret how governments should react in times of crisis. First, they need to be nimble. Nimble means moving quickly, because problems often grow at exponential rates: a contagious virus, for example, or greenhouse gas emissions. That makes early action crucial and procrastination disastrous. Nimble also means adaptive. Policymakers need to continuously adjust their responses to crises as they learn from their own experience and from the work of scientists. Second, governments need to act wisely. That means incorporating the full range of scientific knowledge available about the problem at hand. It means embracing uncertainty, rather than willfully ignoring it. And it means thinking in terms of a long time horizon, rather than merely until the next election. But so often, policymakers are anything but nimble and wise. They are slow, inflexible, uninformed, overconfident, and myopic.

Why is everyone doing so badly? Part of the explanation lies in the inherent qualities of crises. Crises typically require navigating between risks. In the COVID-19 pandemic, policymakers want to save lives and jobs. With climate change, they seek a balance between avoiding extreme weather and allowing economic growth. Such tradeoffs are hard as it is, and they are further complicated by the fact that costs and benefits are not evenly distributed among stakeholders, making conflict a seemingly unavoidable part of any policy choice. Vested interests attempt to forestall needed action, using their money to influence decision-makers and the media. To make matters worse, policymakers must pay sustained attention to multiple issues and multiple constituencies over time. They must accept large amounts of uncertainty. Often, then, the easiest response is to stick with the status quo. But that can be a singularly dangerous response to many new hazards. After all, with the pandemic, business as usual would mean no social distancing. With climate change, it would mean continuing to burn fossil fuels.

But the explanation for humanitys woeful response to crises goes beyond politics and incentives. To truly understand the failure to act, one must turn to human psychology. It is there that one can grasp the full impediments to proper decision-makingthe cognitive biases, emotional reactions, and suboptimal shortcuts that hold policymakers backand the tools to overcome them.

People are singularly bad at predicting and preparing for catastrophes. Many of these events are black swans, rare and unpredictable occurrences that most people find difficult to imagine, seemingly falling into the realm of science fiction. Others are gray rhinos, large and not uncommon threats that are still neglected until they stare you in the face (such as a coronavirus outbreak). Then there are invisible gorillas, threats in full view that should be noticed but arentso named for a psychological experiment in which subjects watching a clip of a basketball game were so fixated on the players that they missed a person in a gorilla costume walking through the frame. Even professional forecasters, including security analysts, have a poor track record when it comes to accurately anticipating events. The COVID-19 crisis, in which a dystopic science-fiction narrative came to life and took everyone by surprise, serves as a cautionary tale about humans inability to foresee important events.

Not only do humans fail to anticipate crises; they also fail to respond rationally to them. At best, people display bounded rationality, the idea that instead of carefully considering their options and making perfectly rational decisions that optimize their preferences, humans in the real world act quickly and imperfectly, limited as they are by time and cognitive capacity. Add in the stress generated by crises, and their performance gets even worse.

Because humans dont have enough time, information, or processing power to deliberate rationally, they have evolved easier ways of making decisions. They rely on their emotions, which serve as an early warning system of sorts: alerting people that they are in a positive context that can be explored and exploited or in a negative context where fight or flight is the appropriate response. They also rely on rules. To simplify decision-making, they might follow standard operating procedures or abide by some sort of moral code. They might decide to imitate the action taken by other people whom they trust or admire. They might follow what they perceive to be widespread norms. Out of habit, they might continue to do what they have been doing unless there is overwhelming evidence against it.

Humans evolved these shortcuts because they require little effort and work well in a broad range of situations. Without access to a real-time map of prey in different hunting grounds, for example, a prehistoric hunter might have resorted to a simple rule of thumb: look for animals where his fellow tribesmen found them yesterday. But in times of crisis, emotions and rules are not always helpful drivers of decision-making. High stakes, uncertainty, tradeoffs, and conflictall elicit negative emotions, which can impede wise responses. Uncertainty is scary, as it signals an inability to predict what will happen, and what cannot be predicted might be deadly. The vast majority of people are already risk averse under normal circumstances. Under stress, they become even more so, and they retreat to the familiar comfort of the status quo. From gun laws to fossil fuel subsidies, once a piece of legislation is in place, it is hard to dislodge it, even when cost-benefit analysis argues for change.

Another psychological impediment to effective decision-making is peoples natural aversion to tradeoffs. They serve as a reminder that we cannot have it all, that concessions need to be made in some areas to gain in others. For that reason, people often employ decision rules that are far from optimal but minimize their awareness of the need for tradeoffs. They might successively eliminate options that do not meet certain criteriafor example, a user of a dating app might screen people based on height and then miss someone who would have been the love of his or her life but was half an inch too short. Tradeoffs between parties make for conflict, and people dislike conflict, too. They see it not as an opportunity to negotiate joint gains but as a stressful confrontation. Years of teaching negotiation have shown me that although everybody understands that negotiations are about distributing a finite pie (with unavoidable conflict), it is much harder to get across the concept that they are also often about creating solutions that make all sides better off.

A further hindrance to crisis response is the lack of an easily identified culprit. Some crises, such as military standoffs during the Cold War or, more recently, terrorist attacks, have clear causes that can be blamed and villains who can be fought. But many othersthe pandemic and climate change being prime examplesdo not. They are more ambiguous, as they are caused by a range of factors, some proximate, others not. They become catastrophes not because of any particular trigger or evildoer but because of the action or inaction of policymakers and the public. When it isnt clear who is friend and who is foe, its difficult to see a clear and simple path of action.

Psychologists speak of the single-action bias, the human tendency to consider a problem solved with a single action, at which point the sense that something is awry diminishes. For example, one study found that radiologists will stop scrutinizing an x-ray for evidence of pathology after they have identified one problem, even though multiple problems may exist. This bias suggests that humans preferred way of dealing with risks evolved during simpler times. To avoid being killed by lions at the watering hole, there was an easy, one-step solution: stay away from the lions. But today, many crises have no culprit. The enemy is human behavior itself, whether that be the burning of fossil fuels, the consumption of virus-infected animals, or the failure to wear masks or abide by social-distancing rules.

The solutions to these problems are often inconvenient, unpopular, and initially expensive. They involve making uncomfortable changes. When that is the case, people tend to exploit any ambiguity in the cause of the problem to support alternative explanations. When the COVID-19 pandemic began, for instance, some embraced a conspiracy theory that falsely claimed that the virus was the intentional product of a Chinese lab. For many, that idea was easier to swallow than the scientific consensus that the virus emerged from bats. Indeed, in a survey of Americans that my colleagues and I conducted in April, a mind-boggling 29 percent of respondents held this view.

Another psychological barrier to effective governance in times of crisis relates to how people learn and revise their beliefs. If people followed the Bayesian method of inference, they would update their beliefs in the face of new information. Over time, as more and more information became available, a consensus would emergefor example, that climate change is caused by human activity. But not everyone sees and acknowledges the same new information and integrates it in the same rational way. In practice, they give more weight to concrete personal experience than abstract statistical information. The death of a single close friend from COVID-19 is much more of a wake-up call than a news report about high infection rates. Someone who loses a house in a wildfire will grasp the risk of climate change more than someone who looks at a graph of rising temperatures. Personal experience is a powerful teacher, far more convincing than pallid statistics provided by scientific experts, even if the latter carry far greater evidentiary value.

People vastly underestimate the likelihood of low-probability events, until they personally experience one. At that point, they react, and perhaps even overreact, for a short while, until the perceived threat recedes again. After an official is the victim of an email hack, for example, he or she may take greater cybersecurity precautions for a while but will likely become less vigilant as the months go on.

The value of personal experience is reflected in the phrase seeing is believing. But the opposite can also be the case: sometimes, believing is seeing. In other words, people who are committed to their beliefs, especially when those beliefs are shared by ideological allies, will pay selective attention to information that confirms their preexisting notions and fail to see evidence that contradicts them. Thats why it is often the case that people are increasingly divided, rather than united, over time about the causes of and solutions to crises. Beliefs about COVID-19 and climate change have gotten more polarized over time, with Democrats more likely to subscribe to science-based explanations of both crises and express greater concern and Republicans more likely to agree with conspiracy theories that downplay the risks.

One response to all these psychological biases is for officials to change their ways and embrace more rational decision-making processes, which would lead to better policies. They would need to acknowledge the true extent of their ignorance about future events and creatively guard against probable and unpredictable high-impact surprises. (With the COVID-19 crisis, for example, they would plan for the possibility that a vaccine cannot be identified or proves to be short lived.) Policymakers would seek to guide and educate the public rather than follow it. Some might view this approach as paternalistic, but it need not be, provided that it is implemented with input from groups across society. Indeed, people regularly delegate decision-making to those with greater expertisegoing to a doctor for a diagnosis, for instance, or letting a lawyer handle legal issues. In principle, at least, elected officials are supposed to take care of the big-picture strategic planning that individuals dont have the time, attention, or foresight to do themselves.

It might seem as if the politician who deviates from public opinion to think about more long-term problems is the politician who fails to get reelected. But public opinion is malleable, and initially unpopular changes can gain support over time. In 2003, for example, New York City banned smoking in restaurants and bars. After an initial outcry and a drop in Mayor Michael Bloombergs popularity, the city came to see that the new policy was not as detrimental as originally thought, support for the ban rose, and Bloomberg won reelection twice. In 2008, the Canadian province of British Columbia also instituted an unpopular policy: a carbon tax on fossil fuels. Again, disapproval was followed by acceptance, and the provinces premier, Gordon Campbell, won an election the next year. Some reforms dont poll well at first, but it would be a mistake to see failure as a foregone conclusion. Passing initially unpopular reforms may require creative policies and charismatic politicians, but eventually, the public can come around.

In New York City, May 2020

Another approach to improving crisis decision-making would be to work with, rather than against, psychological barriers. In 2017, the Behavioral Science and Policy Association published a report that identified four categories of policy problems with which the insights of psychology could help: getting peoples attention; engaging peoples desire to contribute to the social good; making complex information more accessible; and facilitating accurate assessment of risks, costs, and benefits. The experts behind the report came up with a variety of tools to meet these objectives. One recommendation was that policymakers should set the proper defaultsay, automatically enrolling households in energy-reduction programs or requiring that new appliances be shipped with the energy-saving settings turned on. Another was that they should communicate risks using a more intuitive time frame, such as speaking about the probability of a flood over the course of a 30-year mortgage rather than within 100 years.

In the same spirit, the cognitive scientist Steven Sloman and I put together a special issue of the journal Cognition in 2019 to examine the thought processes that shape the beliefs behind political behavior. The authors identified problems, such as peoples tendency to consume news that confirms their existing beliefs and to let their partisan identities overpower their ability to evaluate probabilities rationally. But they also identified solutions, such as training people to better understand the uncertainty of their own forecasts. Policymakers need not take public opinion as an immutable barrier to progress. The more one understands how people think, feel, and react, the more one can use that information to formulate and implement better policy.

The field of psychology has identified countless human biases, but it has also come up with ways of countering their effects. Psychologists have developed the concept of choice architecture, whereby decisions are structured in such a way to nudge people toward good choices and away from bad choices. When companies automatically enroll their employees in retirement plans (while allowing them to opt out), the employees are more likely to save. When governments do the same with organ donation, people are more likely to donate. Psychologists also know that although playing on negative emotions, such as fear or guilt, can have undesirable consequences, eliciting positive emotions is a good way to motivate behavior. Pride, in particular, is a powerful motivator, and campaigns that appeal to it have proved effective at convincing households to recycle and coastal communities to practice sustainable fishing. All these techniques are a form of psychological jujitsu that turns vulnerabilities into strengths.

Effective public leaders understand and use the richness of human behavior. German Chancellor Angela Merkel comes to mind. Combining the rationality of the scientist she was with the human touch of the politician she is, she has proved adept at managing emergencies, from Europes currency crisis to its migration crisis to the current pandemic. Such leaders are evidence-based, analytic problem solvers, but they also acknowledge public fears, empathize with loss and pain, and reassure people in the face of uncertainty. They are not prisoners of psychology but masters of it.

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OncoHost to Present Data on Predicting Host Response to Immunotherapy at the MAP 2020 Virtual Congress – ESMO – PRNewswire

BINYAMINA, Israel, Oct. 5, 2020 /PRNewswire/ -- OncoHost, a global leader in host response profiling for improved personalized cancer therapy, announced today that Professor Yuval Shaked, co-founder and Chief Scientific Advisor at OncoHost, and Professor of Cell Biology and Cancer Science at the Technion Israel Institute of Technology, will deliver a presentation titled A Proteomics-Based Platform for Predicting Response to Immunotherapy and Personalizing Treatment Plans at the MAP 2020 Virtual Congress - ESMOthis Friday, October 9th at 17:20 PM CEST.

The presentation will show how through the analysis of host response profiles (i.e. the patient's reaction), oncologists may be able to harness this information to better predict clinical outcomes and suggest the ideal combination treatment with immunotherapy.

"Despite major clinical success, immunotherapy treatments have demonstrated efficacy in only a small proportion of patients with non-small cell lung cancer (NSCLC)," said Prof. Yuval Shaked. "OncoHost's studies have indicated that individual host response to anti-cancer treatment can generate pro-tumorigenic activities and support tumor re-growth and spread. It is therefore vital to analyze and earlier predict host response to treatment in order to improve outcomes and reduce unnecessary side effects experienced by so many patients."

Using machine learning (ML)-based analysis and algorithms to identify highly predictive cohort-based proteomic signatures in patients, personalized response prediction can be used to improve precision medicine in oncology. Personalized treatment plans can then be created through information based on cohort-based statistical analysis, personalized adaption and finally, translation to clinically relevant targets.

Prof. Shaked's presentation willinclude a real-life case study on whom a Host Response profile analysis was performed, and will be followed by a live Q&A.

MAP is the leading congress in precision medicine in oncology in Europe, established by key opinion leaders in the field. The name of the Congress was recently changed into Molecular Analysis for Precision Oncology to better reflect its aims of focusing on science, translational research, education and collaboration. This year's event will be held virtually on October 9-10.

About OncoHost

OncoHost combines life-science research and advanced machine learning technology to develop personalized strategies to maximize the success of cancer therapy. Utilizing proprietary proteomic analysis, the company aims to understand patients' unique response to therapy and overcome one of the major obstacles in clinical oncology today resistance to therapy. OncoHost's Host Response Profiling platform (PROphet) analyzes proteomic changes in blood samples to monitor the dynamics of biological processes induced by the patient (i.e., the host) in response to a given cancer therapy. This proteomic profile is highly predictive of individual patient outcome, thus enabling personalized treatment planning. PROphet also identifies potential drug targets, advancing the development of novel therapeutic strategies as well as rationally based combination therapies.

For more information, visithttp://www.oncohost.com

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OncoHost Media Contact: Ellie HansonFinn Partners [emailprotected]+1 929-222-8006

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OncoHost to Present Data on Predicting Host Response to Immunotherapy at the MAP 2020 Virtual Congress - ESMO - PRNewswire

Eck Institute members host webinar to combat COVID-19 myths, misinformation – Observer Online

Heidi Beidinger-Burnett and Mary Ann McDowell, both of the University of Notre Dames Eck Institute for Global health, are taking on misinformation and misunderstanding of the coronavirus pandemic with their new webinar series called Consider This! Simplifying the COVID-19 Conversation.

Beidinger-Burnett serves as the director of the Eck Institute for Global Health and president of the St. Joseph County Board of Health. McDowell, an associate professor of biological sciences and a member of the Eck Institute for Global Health, is an expert in infectious disease and immunology. Through their combined backgrounds, the two doctors said they hope to increase the scientific literacy of the Notre Dame community regarding the virus and public health policies.

We were finding misconceptions or myths about the science and public health of COVID-19, Beidinger-Burnett said. The idea for us is to simplify the conversation for people to be more comfortable with the terminology and to be more in control of the information.

Consider This! aims to cut through the growing distrust in the media and correct the common myths of the virus so that the Notre Dame and St. Joseph County communities can better protect themselves.

McDowell said the myths that concern her the most are the beliefs that herd immunity should be embraced, that the coronavirus pandemic is over and that a widely available vaccine will arrive prior to election day or early next year.

You have to model the behavior. This is leadership 101, Burnett-Beidinger said. We have a president who was saying, We dont need a mask, oh, its not masculine, I dont need it. Remember, he made fun of Joe Biden. Well, Joe Biden was adhering to what CDC and all the others were telling us that we needed to be doing to safeguard ourselves. So that void in leadership has significantly contributed to the myths and the rumors that have been spread about this, and the distrust in the science.

The webinar series will be conversational in tone while also drawing upon the expertise of over 15 specialists in immunology, public health and public policy.

I think that we have a science literacy problem all over the world but [also] in the United States, McDowell said. And you know, I would say thats really a fault of the scientists, in some ways, because we havent done a good job of communicating our work and making it accessible.

The two co-hosts want their series to be as accessible and conversational as possible to students and community members. They hope this approach can alleviate fears and increase cooperation with community guidelines set by teams of public health experts. McDowell also encouraged students to contact [emailprotected] with any questions or myths they want the series to address.

Monday night, Consider This! went live for the first time. The two co-hosts began by discussing the current virus statistics in St. Joseph County. They continued on to a segment titled Rumor Has It, in which they confronted herd immunity parties on college campuses and the dangers they pose to young adults.

The episode concluded with a conversation with University Provost Marie Lynn Miranda. Miranda has a background in the field of childrens environmental health and, while provost, teaches in the applied and computational mathematics and statistics department at Notre Dame.

The inaugural episode emphasized one thing: COVID-19 is still around and something that communities will have to learn to live with. Next week, Beidinger-Burnett and McDowell will talk with Brian Baker, department head in the department of chemistry and biochemistry, and Jeffery Schorey, a professor in the department of biological sciences.

Registration for the webinars can be found under the Eck Institute for Global Healths website.

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Skyhawk Therapeutics Expands Leadership Team with Chief Medical Officer and Head of Chemistry, and adds to its Scientific Advisory Board – BioSpace

Joseph Duffy PhD brings 20+ years of small molecule discovery chemistry and operations to his role as SVP Chemistry of Skyhawk Therapeutics, Elliot Ehrich MD brings 20+ years of clinical development for novel pharmaceuticals to his role as Chief Medical Officer of Skyhawk Therapeutics,and Rob Hershberg MD-PhD with 25+ years of biotech and pharma experience has joined Skyhawk's Scientific Advisory Board.

WALTHAM, Mass., Oct. 5, 2020 /PRNewswire/ -- Skyhawk Therapeutics today announced that Dr. Elliot Ehrich has joined the Company as Chief Medical Officer and Dr. Joseph Duffy has joined as Senior Vice President of Chemistry. The Company also strengthened its Scientific Advisory Board with the addition of Dr. Rob Hershberg.

"We are delighted that Joe and Elliot have come on board at Skyhawk," said Bill Haney, co-founder and CEO of Skyhawk Therapeutics. "Their combined scientific and clinical accomplishments will be invaluable in shepherding our novel RNA-targeting small molecule drug candidates successfully into the clinic. We are also excited to welcome Rob to our Scientific Advisory Board. His clinical and scientific insight and deep experience as a drug developer will be a tremendous addition to Skyhawk."

Elliot Ehrich, MD most recently served as a Venture Partner at 5AM Ventures and Chief Medical Officer (CMO) at Expansion Therapeutics, a 5AM Ventures portfolio company. Previously, Dr. Ehrich spent 17 years at Alkermes ultimately as Executive Vice President of R&D and CMO. At Alkermes he led the development and successful FDA registration of multiple new medicines. Dr. Ehrich has also worked in clinical pharmacology and clinical research at Merck &Co, Inc..

Dr. Ehrich received a BA in biochemistry from Princeton University and an MD from Columbia University. He completed a residency in internal medicine and a fellowship in immunology and rheumatology at Stanford University Medical School followed by postdoctoral research the Department of Microbiology and Immunology.

Over the past four years, Joseph Duffy PhD, served as Executive Director of Discovery Chemistry atMerckResearch Laboratories in Rahway and Kenilworth, New Jersey, where he oversaw multiple preclinical drug discovery teams. Dr. Duffy's contributions over 24 years at Merck included all phases of drug discovery, from lead identification through clinical phase candidate development. He directed successful lead optimization efforts for multiple indications, resulting in clinical candidates and Investigational New Drug (IND) applications from both internal projects and international collaborative research with biotech organizations. Dr. Duffy received his B.Sc. in Chemistry from Kent State University and his Ph.D. from Harvard University.

Rob Hershberg MD-PhD began his career as an Assistant Professor at Harvard Medical School and an Associate Physician at Brigham and Women's Hospital in Boston. Later, Dr. Hershberg co-founded VentiRx Pharmaceuticals and, as President and Chief Executive Officer, led the company through its transformational partnership with Celgene. Dr. Hershberg joined Celgene in 2014 to lead their efforts in Immuno-Oncology, was promoted to Chief Scientific Officer in 2016, and was subsequently Executive Vice President and Head of Business Development & Global Alliances and served as a member of the Executive Committee until the acquisition of Celgene by Bristol-Myers Squibb in 2019. Rob is currently a Venture Partner on the Frazier Life Sciences team. He completed his undergraduate and medical degrees at the University of California, Los Angeles and received his Ph.D. at the Salk Institute for Biological Studies.

Dr Hershberg joins Skyhawk's distinguished Scientific Advisory Board which includes:

Skyhawk Therapeutics is committed to discovering, developing and commercializing therapies that use its novel SkySTARTM (Skyhawk Small molecule Therapeutics for Alternative splicing of RNA) platform to build small molecule drugs that bring breakthrough treatments to patients.

For more information visit: http://www.skyhawktx.com, https://twitter.com/Skyhawk_Tx, https://www.linkedin.com/company/skyhawk-therapeutics/

SKYHAWK MEDIA CONTACT:Anne Deconinckanne@skyhawktx.com

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Skyhawk Therapeutics Expands Leadership Team with Chief Medical Officer and Head of Chemistry, and adds to its Scientific Advisory Board - BioSpace

Akiko Iwasaki and Gregg Gonsalves named among 50 experts to trust in a pandemic – Yale Daily News

Yale Medicine

Yale Professor of Immunology Akiko Iwasaki and Assistant Professor of Epidemiology Gregg Gonsalves 11 GRD 17 were named on the 50 experts to trust in a pandemic list. The list, curated by editors of the health and wellness publication Elemental, presents 50 professionals that people should follow on social media for evidence-based guidance during the pandemic.

According to the website for Elemental, the list promotes trustworthy sources to help the general public avert the pitfalls of misinformation while staying up-to-date with COVID-19 developments. Among the experts included are Director-General of the World Health Organization Tedros Adhanom Ghebreyesus, founder and director of Scripps Research Translational Institute Eric Topol and former director of the Centers for Disease Control and Prevention Tom Frieden.

Jeremy Faust, an emergency physician at Brigham and Womens Hospital and instructor at Harvard Medical School, was also featured in the list. Faust recently founded Brief 19 a project that provides readers with a daily recap of new information pertaining to the pandemic. He told the News that because so much about the pandemic is being politicized, physicians, scientists and public health experts should serve as a nonpartisan voice of reason for people to use as resources.

Our job as public health and research experts is to contextualize news in a way thats accurate and that doesnt increase hype and panic without the need to do so, Faust said. But also on the flipside, not to downplay when things are serious.

According to Faust, following experts on social media gives people access to balanced views and important context that mainstream outlets usually do not discuss, such as the research methods behind the discoveries that make the headlines, in addition to their reliability.

In an email to the News, Iwasaki wrote that she was delighted to be part of the list. She also added that she feels a strong sense of duty as a scientist to provide a knowledgeable perspective surrounding what has been discovered and what remains unknown about COVID-19. Iwasaki told the News that access to experts opinions allows people to make more informed decisions, making it fundamental for scientists to communicate their thoughts to a wider audience.

There is a lot of sensational media coverage out there that is either misinformation or mis-guided information, Iwasaki wrote. I want to provide a voice from my scientific expertise in immunology.

Iwasakis lab at the Yale School of Medicine explores how immunity is initiated and sustained. As someone who is at the forefront of COVID-19 research, she has been featured in news outlets across the globe and is an active voice within the scientific realm of Twitter. In addition to being a professor at Yale, Iwasaki is also a principal investigator at the Howard Hughes Medical Institute.

In her case, Iwasaki said that she relies on experts in fields such as epidemiology, modeling and health policy to illuminate what the media is reporting on with a professional viewpoint.

With so many opinions flying around the internet, it is important for me to hear what the experts have to say on important issues for COVID-19 transmission and control, Iwasaki wrote.

Although Gonsalves did not respond to requests for comments from the News, he tweeted that he was honored even to be named in the same sentence as Dr. Iwasaki. He also added that he took Iwasakis immunobiology course when he was an undergraduate student at Yale, and that, as a colleague, she is a role model for [him] and many on how to be an ethical, caring scientist and academic.

Gonsalves was an HIV/AIDS activist for over 30 years and currently works with infectious disease epidemiology. In addition to being a professor at the Yale School of Public Health, he is also an associate professor of Law at the Yale Law School.

Hanna Ehrlich GRD 22, a doctoral student at the School of Public Health and a fellow at the Global Health Justice Partnership, wrote in an email to the News that those who are unfamiliar with epidemiology can often dismiss the importance of history in the translation and practice of science in society. However, she wrote, Gonsalves has been through this before, fighting for accessible science in the face of myriad political obstacles during the AIDS epidemic in the 1990s.

On campus, Gonsalves spearheads initiatives including the Global Health Justice Partnership which focuses on the cross section between global health, human rights and social justice and the Collaboration for Research Integrity and Transparency which aims to improve the quality and transparency of evidence behind medical products. On Twitter, Gonsalves has also been active in debunking misinformation and exposing those who distort scientific and public health guidance for political or ulterior motives.

Gregg calls out B.S. like no one else, Ehrlich wrote. But he also acknowledges the limitations and strengths of scientific evidence, giving his audience more agency than others might.

According to Elizabeth White GRD 22, who is also a doctoral student at the School of Public Health and fellow at the GHJP, Gonsalvess career both in HIV/AIDS activism and as a professor has largely centered on how political systems can engender structural inequities and health disparities.

In Gonsalves course Political Epidemiology, White says that he teaches students how to methodically analyze the impact of policy decisions on population health outcomes, especially for infectious diseases such as HIV. To White, his course shapes students into educated consumers of studies.

White also wrote that one of Gonsalves greatest strengths as teacher, public health leader and Twitter communicator is that he tells it like it is, based on data and his wealth of experiences.

Iwasaki told the News that while professional perspectives are important, it can be dangerous for people to speak with authority on areas that do not fall within their own field of expertise. Iwasaki said that she knows for herself the boundaries of [her] expertise and knowledge and will only speak of what [she is] capable of evaluating.

Iwasaki also commented on a lack of diverse representation in the media when it comes to spotlighting scientific experts.

Women and people of color are not being well represented as experts speaking on social and traditional media, Iwasaki wrote. This unfortunately turns the clock backwards on any progress we were making before the pandemic for what a scientist looks like. For this reason, I feel even more committed to speaking to the media and through social media to disseminate scientific truth.

Iwasaki did tell the News, however, that she believes that the 50 experts list did a great job in representing a diverse group of scientists.

Hannah Ro 22 told the News that she started following Iwasaki on Twitter during the pandemic and enjoys keeping up with the research she shares. To Ro, who is enthusiastic about science and public health, Iwasaki is a role model.

When I see Dr. Iwasaki on Twitter and on the news Im really inspired, Ro said, First of all because shes a woman and second of all because shes Asian, and for me to see an Asian woman being a leader in her field is just really cool.

As of Oct. 1, there have been 7.3 million diagnosed cases of COVID-19 in the United States.

Maria Fernanda Pacheco | maria.pacheco@yale.edu

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Akiko Iwasaki and Gregg Gonsalves named among 50 experts to trust in a pandemic - Yale Daily News