#what is a data scientist

[catboybiologist]

By now, there's lots of people have heard about the internal CDC memos for all newly prepared manuscripts (like future scientific papers waiting to be published):

There's so much to comment on, and I'm seeing it all right now. What the state of science is. What this means for the queer community. All of that.

But fuck, I think I might genuinely start crying over this. As a transgender biologist, this feels like a brutally personal blow. I slowly accepted my gender alongside my biology education. The more misinformation that was spewed about "biological sex" by mainstream media, the more my professors, colleagues, and primary sources would casually drop information that proved they have no idea what they're talking about. I'm not an expert on sex determination, gender, or transgender biology specifically by any means. But my worldview has been crafted by my studies in genetics and molecular biology.

Engaging with this research helped me demystify transition. It helped me optimize my transition. It helped me explain how HRT and other steps of trans healthcare work to other people. And it helped me overcome my own internalized transphobia, and finally start transitioning, despite knowing I wanted to since my preteen years.

Who knows how enforceable internal guidelines like this will be. But its certainly going to scare a lot of researchers away from transgender healthcare and science in the coming years, and that breaks my heart.

There's a lot I can say here, but fuck. I just needed to vent for a moment. Fuck.

[asgardian--angels]

mage viktor discourse again on twitter and all i can say in my little corner over here once again is, I don't know why the entire fandom takes it as canon that mage Viktor failed to save every world he manipulated.

Canon does not provide evidence of this. This is fanon speculation. It's a fine headcanon to have, but everyone talks about it like it's canon when it isn't. Canon is ambiguous about the outcome of the timelines mage Viktor altered. The little nods we are given point, in my opinion, towards the opposite conclusion, that he successfully averted destruction.

I've written meta on this before but in summary:

1) 'In all timelines, in all possibilities' is worded precisely, it's not 'out of all timelines'; the implication is that every time, Jayce brings Viktor back from the brink, not just in our timeline. 'Only you' doesn't refer to our timeline's Jayce, it refers to all Jayces. Jayce always brings him home. If Viktor continuously put the fate of each timeline in Jayce's hands and Jayce failed over and over, I don't think he'd say those words. And the way he says them matters. His words are tinged with wonder, not sorrow. As if over and over again, he is shown that Jayce saves him, and it continues to amaze him. He doesn't sound defeated, like this is the next in a long line of Jayces he's sending off to die. The feeling is that Viktor's faith in Jayce has not been misplaced.

2) If mage Viktor doomed every timeline, there would be hundreds (or more) mage Viktors. All running around manipulating timelines. I highly doubt the writers wanted to get into that kind of sticky situation. The tragedy of mage Viktor is that he is singular. Alone. Burdened with the responsibility of the multiverse. The emotional gut punch of his fate is ruined if other timelines led to the same outcome, and from a practical standpoint, having multiple reality-bending omniscient mages would rip apart the fabric of the arcane.

There are other points, such as there being only one corrupted Mercury Hammer and our Jayce is the only one to receive it, and the fact that if mage Viktor is as omniscient as he is implied to be, he could easily step back into other timelines and correct course, because it's highly unlikely he could sit still and watch things go down in flames. But these things can be argued elsewhere.

While I love conversations about mage Viktor's motives and selfishness vs altruism, the writers & artbook have expressed that Jayce and Viktor care greatly about Runeterra and want to fix their mistakes to save it, and that their reconciliation is symbolic of Piltover and Zaun coming together as well. Yes, they make disastrous decisions towards each other, making choices for the other or without the other, which has negative consequences for their relationship and for Runeterra - but I think fandom pushes their selfishness even past what's canon sometimes, as if their entire goal hadn't always been to selflessly help the world around them. Their final reconciliation is about bridging the gap that grew between them - the pain and grief and secrets, betraying themselves and each other - to mutually choose each other openly and honestly. Part of the beauty of their story, as expressed by the creators, is that in their final moments, they chose each other and took responsibility for their actions by sacrificing themselves to end what they started, together - and that choosing each other saved the world. TPTB have stated this - that Jayce and Viktor are the glue holding civilization together, and when they come back to each other, they can restore balance. It's when they're apart, when they hurt each other and miscommunicate, when they abandon their commitment to each other and their dream, that the greater world suffers. Their strife is mirrored in the story-world at large.

Mage Viktor is framed as a solitary penitent figure, damned to an eternity of atoning for his mistakes. He paid the ultimate price and now is forced to live his personal nightmare of exactly what he was trying to avoid for himself with the glorious evolution. The narrative clues we're given point more in the direction that he saves timelines rather than dooms them. If Viktor's actions kept killing Jayce, the very boy he couldn't bear to not save each time, it would undermine these narrative choices. Yes, Viktor couldn't stand to live in a world where he never meets Jayce, so he ensures it keeps happening. But in that same breath, he couldn't bear to see a world where his actions continue to destroy Jayce and destroy Runeterra. His entire arc in s2 is born of his selfless desire to help humanity, help individual people. He would not lightly destroy entire worlds. That's his original grief multiplied a thousandfold, and narratively it would lessen the impact of the one, true loss he did suffer, his own Jayce. It wouldn't make sense for him to be alright with damning other timelines to suffer the same catastrophic tragedy that created him. I mean, maybe I'm delusional here, but is that not the entire point? Because that's what I took away when I watched the show.

As I said, I love discussions about mage Viktor, as there's a lot to play with. All I wish is that the fandom at large would not just assume or accept the Mage Viktor Dooms Every Timeline idea as canon, when there is nothing in the actual canon that confirms this. Maybe people need to just, go back and rewatch the actual episode, to recall how mage Viktor is presented to us, and what it's implied we're supposed to take away from his scenes, and separate that from the layers of headcanon the fandom has constructed.

[polysyndetonaddictsupportgroup]

pez dispenser update, yay!

I am Very Interested in the direction you're taking izuku here. He seems to have come out the other side of this breakdown going, "no look! I trust you guys! Here, I trust you guys so much! You can know about the severe injuries I had as a child that never got a police report!"

It's funny to read izuku's pov vs aizawa. Izuku is just like, wow this all needs to end so I can get back to being the Normal And Awesome Deku I have turned myself into, and aizawa is like thirty seconds from having his own panic attack at having a few months to turn this kid into a functional human being.

You can truly tell that with how izuku keeps insisting on that he's got this by himself, with no understanding how crazy it is to expect his friends and teachers to back out and let him take over, that he, still, still, STILL has simply 0 faith or expectation that his teacher is driven to help the little kid in izuku that he's buried so deep down there. That an authority figure who isn't all might wants to save him. I want to eat his unthinking, warped by trauma thought patterns, they are delicious.

Kinda touching that midoriya foresaw and tried to avert the all might conversation issue. Rip, dude really tried, but baby izuku is like one of those puddles in flooded old buildings you can find videos of people dropping a rock in -- it doesn't look that deep, but if you tried to put your foot in, you would be getting a whole lot more than your shoe wet.

Yeahhhhhh Izuku’s really not handling it the best.

Izuku genuinely didn’t keep everything a secret all these years because he didn’t trust his friends. It wasn’t that he thought they’d react poorly or hurt him with the information or spread it around or anything like that. This was purely due to his own internal issues around it.

But they’re three years deep into being in the fucking trenches together. And Izuku very much is considered a bedrock of the class. You can see it in their internal monologues—everyone trusts him implicitly. It’s Izuku. If one of them was going through something sensitive or painful, he’d be at the top of the list of people to turn to. For like, the entire class.

And while Izuku isn’t per se aware of the fact that the entire class views him as the best of them, he is painfully aware of the fact that they’ve opened up to him over the years. And that this is making it look like he didn’t tell them a single detail about his life before he came to the school. Which is fair, because he sort of didn’t.

So he’s overcompensating. He doesn’t need privacy because he trusts them so so much and this proves it, right?? They can totally know the sordid details of the past he’s in active crisis over.

He’s scared that he’s going to lose the people who have trusted him over the years because he seemingly didn’t trust them back. But they all trust him so much that they’re more beating themselves up than blaming him.

Todoroki and Mirio were in that scene like “uuuuhhhh you look like you’re a second from a panic attack we can totally give you space if it makes you more comfortable” and Izuku’s in a spiral like Why Would I Need Space I Trust You Both Implicitly Please Ignore The Obvious Distress.

Fundamentally, Izuku has never processed what happened to him as a kid. He didn’t tell them because he wasn’t ready to confront how bad it was back then. It wasn’t about trust. Telling them meant saying aloud what happened. He just wasn’t ready for that.

And from the path canon took, I don’t really see Izuku trusting adults. His childhood did absolutely nothing to make him think teachers would protect him. And for all Aizawa did right, I think this is one bag in canon he legitimately dropped.

I want to be clear—Aizawa was working at a severe disadvantage. He didn’t even have a lot to tell him the problem existed, let alone how to address it. But it’s specifically the Hero Killer Stain Arc that makes me think that Izuku only would trust Aizawa to a certain point.

After the Hero Killer Stain Arc, Aizawa canonically calls out Iida, Todoroki, and Izuku in front of the entire class. He doesn’t mention what it's about, but he makes it very clear that he knows what happened and that he disapproves. And his criticism is specific: In instances where you are out matched, it is better to run and get help. Iida, Midoriya, and Todoroki need to understand that

The thing is that Izuku and Todoroki both considered that as their first option and then correctly deduced that they'd be burying Iida if they did that.

I will actually die on the hill that is that Izuku and Todoroki did everything right when it came to the Hero Killer Stain. Iida caused the problem, but the fact that he made mistakes was the point of that arc for him. But Izuku and Todoroki?

They both reacted perfectly. And if they had done a single thing differently, they'd have two dead bodies.

When Izuku realizes that Iida's in danger, the city is on fire, Nomu are attacking the train, and his supervisor has fucked off to fight monsters attacking the city. He does not have an adult hero who is free to bring with him, and we know for a fact that he did not have time to hesitate or try to find other options, because he arrives the second before Iida dies as-is. When he's on scene, his absolute first instinct is to run. Izuku canonically clocked the fact that he was out matched, evaluated whether he could safely retreat, and realized he’d never be able to get out of there with Iida and Native. He’d have to leave one or both of them to die.

So he asked for help the safest way he could: sending out the mass text and stalling for time. And canonically, he wasn’t hoping a classmate would show up to the fight. He was hoping they’d report it to their supervisors and get him help, which is exactly what multiple of his classmates did.

Todoroki, for his part, correctly clocked that something was wrong with Izuku when he got the message. And he didn’t just fuck off without telling anyone where he was going. He evaluated the situation, realized the city was on fucking fire and there wasn’t a single hero free to go with them, and told the heroes with him that they needed to go to this exact location the first second they could. And he didn’t have a moment to hesitate or figure something else out, because he also showed up at the very last second before Iida took a sword to his spine.

Frankly, Todoroki and Izuku couldn’t have possibly handled the situation better, but they got absolutely shit on in the aftermath. I don’t recall a single adult who told them they did the right thing, except maybe Native. They had the fucking chief of police telling them they were no better than the guy who tried to kill their teenage friend with a sword and their teacher publicly calling them out in front of the class without the benefit of context.

If I was Izuku, I would have walked out of that entire thing having my preexisting distrust of adults affirmed. Like. There isn’t a world where Izuku realistically looks back on his actions and thinks “damn I really should have left Iida die.” He’s not going to change a fucking thing in what he did. Every single time, he’s going to go save his friend. The only realistic take away Izuku could have from Aizawa’s call out was “wow, that guy is not going to have my back if I have to make a tough call. So if I have to make one, then I’m just not going to him for help.”

Which is kind of where we're at in pez right now, and Aizawa's starting to realize it. Don't get me wrong, Izuku trusts Aizawa more than any teacher he ever had growing up. He doesn't think Aizawa is going to be actively malicious to him. But he also doesn't necessarily think Aizawa's going to have his back.

The crux of it is in chapter 4. Tiny Izuku says that Mr. Aizawa is already on Izuku's side, and Izuku's immediate reply is, "I promise you that Mr. Aizawa has never once been on my side." He back pedals fast, clarifies that he thinks Mr. Aizawa is fair and not on anyone's side, but his knee-jerk reaction is undeniable.

And to me? It's because Aizawa genuinely has not been on Izuku's side since he came to UA. And I don't mean Aizawa has been malicious to Izuku. Fundamentally, the issue is that he misdiagnosed the problem.

Aizawa has spent his entire time with Izuku mistakenly believing that the source of Izuku's issues was the same as Bakugou's. He is only now realizing that his issues were more like Shinsou's.

Fundamentally, Aizawa correctly recognized that Izuku's problems came from the fact that he was raised in an unjust system. But he misunderstood what Izuku's position in it was.

Here's what Aizawa knows, from the jump: Izuku and Bakugou came from the same school. Both have very powerful Quirks. Both have obvious issues with the other. Izuku specifically moves and looks like he had a professional trainer, meaning someone invested in his training as a hero. Bakugou talks like someone who's been told his entire life that the sun shines out his ass and never got punished for being a little shit. Izuku's more muted, but he came from the same school. Two kids with powerful quirks? Likely were getting away with the exact same shit.

When you have an unjust system, you have the people running it, the people benefitting from it, and the people being victimized by it. If the teachers at Aldera were letting kids with powerful quirks get away with murder, both Izuku and Bakugou were likely benefitting from that. And it is absolutely vital that Aizawa undoes that damage before they debut.

He doesn't even need to think Izuku, specifically, was abusing his position in this power imbalance. The damage is done from how the teachers at aldera were likely treating him. Teachers that produce kids like Bakugou tell talented, powerful kids that they're special, that they're above the rules, that they've got something so fundamentally important about them that they can get away with more. Even if you don't chose to abuse that narrative in the moment, that's a hell of a formative experience.

They're about to have a ridiculous amount of power. They are about to be in charge of enforcing the rules. And people who are in charge of enforcing the rules and think they're above them turn into Endeavor.

Aizawa's approached Izuku from a sort of tough love perspective from the jump. He didn't cut him an ounce of slack, and it's because he genuinely was trying to do right by Izuku. No, he's not going to get to smash up his body and make himself a hazard. Figure it out, or go home.

He's had plenty of time to learn how to manage his quirk, after all.

With Stain? I don't think Aizawa, if he knew the full circumstances, would genuinely say the right call is to have Iida's fucking funeral. I think he'd agree with the decisions Izuku and todoroki made. But he didn't have all the information, and, fatally, he didn't ask. He assumed.

He's got three powerful, bullheaded students who end up in a back alley in the middle of the night, having all separately ditched the heroes they were supposed to be joined at the fucking hip with. He absolutely thinks that they either planned it together or that, when they realized what Iida did, Todoroki and Iida went after him in secret to try to keep Iida from getting in trouble--and almost got them all killed in the process. There is absolutely no way Aizawa knows that they actually tried to run and get help at every turn.

Aizawa made assumptions. And a big reason why he felt comfortable making those assumptions was because he thought he knew what Izuku's problem was. He thought Izuku, like Bakugou, had been benefitting from teachers turning a blind eye to his misbehavior for years. But the problem was the exact opposite. Teachers had been turning a blind eye to his victimization for years.

He shouldn't have been treating him like Bakugou. He should have been treating him like Shinsou.

Aizawa's trying to correct the damage of past teachers. If they've spent years telling Izuku he's god's gift to mankind and it doesn't matter what he does because he's a hero and that makes up for it, Aizawa needs to hold him to the fucking rules. He needs him to understand that he's not special, he's not the main character, he's not intrinsically better or more important or above the rules in some magically important way. He doesn't want to hear excuses. He doesn't want to know why this time it was different. Izuku needs to understand that he has to live by the rules too, because he's going to be in charge of enforcing them soon.

But if they've spent years telling him he's worthless, that people can hurt him and it's okay, that he can never, ever expect help from them because he's not worth it? Then fuck, Aizawa needed to do the opposite. He needed the same end result, don't get me wrong--an understanding that the system equally applies to everyone--but he needs to make Izuku believe that the system will protect him again. That Aizawa will protect him. And Aizawa's combing over every fucking interaction they've ever had, and realizing that he hasn't done that, because he spent all his time trying to correct a problem that didn't exist.

I think Aizawa's been beating his head against the problem that is Midoriya Izuku for the past three years. Because Izuku's a hard-worker. He is brilliant. He is a natural leader. He is the fucking cornerstone of the class. He is shining so bright that it's going to kill him, because Aizawa knows how to recognize a star that's burning out.

For three years, Aizawa has tried and failed to get Izuku to realize he can and should ask for help. And he has failed because he thought the problem was that Izuku didn't think he needed help, when the problem was actually that he thought no one would give it to him.

In this last chapter, Izuku finally said aloud the reason behind the core issue Aizawa’s had with him his entire time at UA: Growing up, he thought that there was literally one man on the planet who would care enough to save him. He was the most hero-obsessed boy Aizawa’s ever met, and he thought All Might was the only hero alive he could count on to care if he lived or died.

There it is. The exact answer about every scrap of self destructive behavior that Aizawa’s been trying and failing to remedy for years. Why the fuck would he ask for help when he needs it? He’s spent his entire life living in a world where people wouldn’t piss on him if he were on fire. Aizawa needed every day of those three years to reverse that kind of damage, and he’s out of fucking time.

Aizawa is legitimately terrified that he fucked up and that it's going to kill Izuku.

Izuku’s Quirklessness is the missing piece of the puzzle that makes everything fall into place—which is why he’s so pissed at All Might for not telling him. Aizawa’s actually kicking himself for not noticing the obvious discrepancies in Izuku’s past. The fact that he grew up with a powerful Quirk was the factor that made him return to the same incorrect conclusion again and again. There were enough hints that he feels guilty for not figuring it out anyway, but if he had known about Izuku’s Quirklessness from the start? He would have figured it out in seconds.

Now that he knows, Aizawa’s changed how he handles Izuku. He doesn’t let there be a single doubt about what he’s doing or why. He makes Izuku explain himself, so that way there’s no more miscommunications around what he means. He makes sure to compliment him whenever he does something right—he’s trying to change courses, but he’s panicking that it’s too little, too late.

And now he’s got this goddamn criminal investigation that Izuku wants to bury, and it’s killing him. Because that’s his student, and he was hurt horribly. And his student just cannot comprehend why Aizawa cannot let it go.

And then there’s All Might.

All Might’s conversation with baby Izuku, for me, forecloses the possibility that explaining OfA is a solution here.

All Might really went in and knocked it out of the park with the best possible attempt at convincing Tiny Izuku that he’s himself. He immediately failed, albeit, but he honestly couldn’t have done better.

There he is, Izuku’s lifelong hero. And he’s there to say the things Izuku’s spent his whole life wanting to hear. All Might met him, and Izuku inspired him. He reminded him of himself when he was young. He thought he could be a hero. He was so impressed he offered to personally mentor Izuku.

And he loved him. Believe you are him, because I loved you too much to ever let anyone take you from me. There is a fundamental flaw in your theory that simply no one cared enough to notice or stop him, because I love you with all of me. I would have noticed. I would have saved you.

If there is absolutely anything that could have convinced Tiny Izuku, it would be that. This isn’t about quality of the explanation. There’s an internal issue that needs to be fixed before Tiny Izuku will believe any of this.

And I think Izuku recognizes this, on a level. As much as he and Tiny Izuku clash, Izuku gets him. He can typically predict Tiny Izuku’s exact responses to things.

But he’s never approached Tiny Izuku like someone he can explain this to. He’s spent this entire time trying to cheat code his way out of this situation. He wants Mr. Aizawa to erase him or to go find the Quirk user and find away to negate the Quirk. He’s never actually even considered explaining this all to himself as a solution.

Because he knows that there’s some kind of fundamental impossibility about it. Even if he can’t say exactly what it is, he knows that there’s an internal issue that means he’s not going to be able to just tell Tiny Izuku the truth.

Voice of God, he is dead fucking right about Tiny Izuku not buying OfA and being liable to tell everyone out of spite. Tiny Izuku would have that shit on the news.

Fundamentally, Izuku is aware that there is a deeper problem driving Tiny Izuku. He knows that it’s not about the quality of the explanation. There is something deeply, profoundly wrong because of what happened to him that makes him absolutely unable to accept that Izuku is him.

But Izuku has never known how to solve the mental wounds his childhood left him with. He still has them himself. He’s been burying them for years, and he can’t anymore.

When action opens in pez, Izuku himself is not okay. He’s just… bleeding internally. He knows how to hurt in ways people can’t see. But you can see how much his childhood is still bothering him in his defense of Mirio. He has never been able to let go of what happened to him. The wounds never healed.

And he doesn’t know how to go to these people he loves and tell them that what they’re trying fundamentally will fail, because he knows he’s been hiding this fucking shipwreck of his own mental health for the past three years but they don’t have a fucking clue at the scale of the problem.

At the end of the day, All Might went in there because he wanted to save Izuku. And Izuku told him not to because he cannot imagine himself being saved.

[swallowtail-ageha]

Ive heard people being divisive in particular about these two things of evichro, but honestly 1) the songs being romanticized retellings of history by Ma who is using them as plots for her plays and 2) the big post apocaliptic sci-fi plot twist are genuinely my favourite part of the series because it really genuinely makes it unique

[spirkme915]

Watching Those Old Scientists with an 8 year old Trekkie in training:

- Spock “laughs” at Boimler’s joke when they’re by the portal and she screams - legitimately screams - whips her around toward me and says, “What is happening? Why is Spock laughing? I’m scared! That’s so scary!”

- (I have to pause and rewind because she’s completely missed Boimler’s reaction. I’m desperately trying not to laugh)

- Chapel and Boimler are in the turbolift talking and after Boimler says he’s afraid he’s messed up Spock, she says, “Wait. Does Spock have a crush on Boimler?”

- (Spoimler nation rise. Even an eight year old sees it)

- Turbolift conversation ends and she looks at me, brow furrowed. “Spock shouldn’t force himself to be human. He’s Vulcan and human. He should be himself.”

- (Out of the mouths of babes, right?)

- Mariner and Boimler are in Pike’s ready room and she’s nodding along as Mariner talks about Hot Spock. “It’s the ears,” she says confidently. “But he shouldn’t smile. That’s creepy.”

- (Gold star analysis. No notes)

[aeolianblues]

I'm not an extrovert. At all. In everyday life, I'm a yapper, sure, but I need someone to first assure me I am okay to yap, so I don't start conversations, even when I really want to join in sometimes! It's just the social anxiety acting up. God knows where from and why I lose a lot of my inhibitions when it comes to talking to people about music. I don't know where the confidence has suddenly sprung from. I've made a crazy amount of friends in musical circles, either just talking to people about common music or (since it is after all in music circles) talking to bands about their own music. I let out a sigh of relief any time an interaction goes well, because in truth it's going against my every instinct. I wish I could do that in everyday life

[istherewifiinhell]

V

likeeeeee im no scientist hoss but seems to me any data we can gather on innate or median sex differences is completey kaput until we stop. BABY SLOPE SEXISM

[my-chemical-aromance]

i love looking like a box of crayons threw up on me and telling people i’m on path to become a mathematician. their reaction is always:

[rubberpuckies]

writing this paper and thinking man it's a lot easier to bullshit when i know what im talking about. which leads me to believe i'm actually not good at bullshitting assignments i'm just usually pretty good at having at minimum a decent grasp of what i'm talking about . which would be nice if i werent in this situation where i need to write about stuff i DONT understand very well ? ??

[unnonexistence]

i started doing climate data transcription on Zooniverse today & it's nice. i feel a certain kinship with these 1950s weather observatory scientists who were trying to use up their stack of preprinted-for-the-1940s observation sheets & had to keep crossing out the "4" in the year field. they were doing it until at least 1952

[stolentrekblr]

Apparently the plan against this blog is just reposting from my main. While that's mildly annoying to me, it's making sourcing uncredited posts much easier since I'm not fighting the tumblr search function

Also I agree: I have impeccable taste

[education43]

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[angelfrommontgomery]

Hello fellow office workers

[evangelust]

Would love to lend my Sub out to other Doms but you have to bring it back with a lab report and written analysis. Sorry, but you’re a research assistant now.

[wickedhawtwexler]

i'm really getting my hopes up for this job i'm interviewing for tomorrow and that's probably not a good thing lmao

[plethoraworldatlas]

The innovation of a 3D-printed device from the University of Edinburgh could pave the way to the abolition of animal testing. The plastic “body-on-chip” device contains human cells from five major organs — the brain, heart, lungs, kidneys, and liver — and simulates chemicals moving through the circulatory system by using positron emission tomography (PET) scanning. “This device is the first to be designed specifically for measuring drug distribution … essentially, allowing us to see where a new drug goes in the body and how long it stays there, without having to use a human or animal to test it,” Liam Carr, inventor of the device, told The Guardian. Future models could also show how organs in different stages of disease react to medicine — as well as how everyday items like foods, aerosols, and cleaners affect the human body — improving precision in biomedical experiments. This device is an example of innovation in biomedical models that could replace animal testing. It could also be cheaper and faster than testing new drugs on live animals. “This device shows really strong potential to reduce the large number of animals that are used worldwide for testing drugs and other compounds, particularly in the early stages, where only 2% of compounds progress through the discovery pipeline,” said Dr. Adriana Tavares of the University’s Centre for Cardiovascular Science according to WION News.