johnurbanik
            
            @johnurbanik
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              Staff MLE @ @recursionpharma. Opinions my own. CV, causality, complexity. Mastodon: [email protected]
              
              New York, NY
            
            
              
              Joined December 2008
            
            
           ICYMI, @ImranSHaque just finished up a tweetorial on our recent work @RecursionPharma investigating a widespread source of systematic #confounding in #CRISPR-Cas9 screens we dub "proximity bias." Digging in w/ my colleagues has been an awesome experience + opportunity! 
           Tweetorial time! We @RecursionPharma mapped consequences of #CRISPR screening of >17K human genes, found a systematic bias confounding all CRISPR screens, traced its molecular cause, and propose a debiasing algorithm. 
            
                
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             Viral persistence is one of the leading hypotheses on what causes #LongCovid. Over the years we've done a lot of work to highlight, support, & grow this line of research. Some of this work: 1/ 
          
                
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             Get an early look at the power of our groundbreaking #phenomics foundation model! With results up to 28% better than prior models, our work demonstrates scaling properties apply in biology: larger models & more training data = superior performance. Stay tuned for future papers 
          
                
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             I am so excited to partner with the team @nvidia to further accelerate our pioneering work in AI leveraging their DGX Platform for drug discovery. This partnership, alongside our other partnerships with @Roche /@genentech and @Bayer makes it clear that the transition from 
           Today we announced a collaboration and $50 million investment from @nvidia to accelerate our groundbreaking foundation models in AI-enabled drug discovery. Read the press release:  https://t.co/xCEh0nlaaa  Read the blog from our CTO @bmabey:  https://t.co/eIu012QgTu 
            
            
                
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             EXCESS DEATHS… a thread🧵 There have been 25,700 excess deaths in the UK so far this year (source: CMI). That averages out at OVER 1,000 excess deaths a week. Now I hope you’re sitting comfortably because I’ve been doing some digging & there’s a lot more to this story… 
          
                
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             Love how people wanna talk at me about merit. Like anything in this country is actually ever based off merit. 
          
                
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             My ability to tweet long research webinars has diminished, but I'm going to try here bc it's an important & under-researched area of #LongCovid! It's on venous congestion disorders in the brain & neck & features amazing folks like @RuhoyMD & @ar_pnw. 1/  https://t.co/Q1wFqggC7y 
          
          
                
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             So delighted that our paper, which uses comparative CRISPR screening to identify species differences in human and chimpanzee stem cells, is being published today! 
          
                
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             My @pycon talk is up!! This may be my favorite talk I've given to-date; the audience was SO KIND. If you want to see, starting with my personal story:  https://t.co/G4wKxDPbtK  If you want to skip all that and get to "AI", start here:  https://t.co/c7XPkSVYJc 
          
          
                
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             We are incredibly excited to integrate our powerful chemistry engine into @RecursionPharma’s OS to enable the future of AI-first drug discovery! We’ll be expanding our ML research team at @Mila_Quebec with the aim of solving the hardest problems in drug discovery Stay tuned! 
          
              #BREAKING: We’re excited to announce we have entered into agreements to acquire @valence_ai and @Cyclica - two leading AI-enabled drug discovery companies - to bolster our chemistry and generative AI capabilities. Learn more:  https://t.co/shiHQX3Jmq 
            
            
                
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             Jordan Neely was murdered. But bc Jordan was houseless and crying for food in a time when the city is raising rents and stripping services to militarize itself while many in power demonize the poor, the murderer gets protected w/ passive headlines + no charges. It’s disgusting. 
           A 30-year-old man died on the subway on Monday after he was placed in a chokehold, the police said. Witnesses said the victim had been acting in a “hostile and erratic manner” toward passengers on the train when the other man, 24, moved to restrain him. 
          
                
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             I'm hopeful that recognizing the existence of and addressing proximity bias (whether through the approach we share or ones developed in the future) will lead to more effective #drugdiscovery and ultimately have a positive impact on patient lives. 
          
                
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             I'm thankful for @RecursionPharma's openness in sharing these results with the scientific community; we believe that this confounding has implications for CRISPR-based discovery and may have implications for therapy. 
          
                
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             Is it time to rethink how we perform system evaluations in AI? In our new @ScienceMagazine paper, we show that over-reliance on aggregate metrics and a lack of transparency in reporting threatens public understanding and hinders progress in the field. 1/8 
          
            
            science.org
              Aggregate metrics and lack of access to results limit understanding
            
                
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             In a dialogue in Gödel, Escher, Bach (1979), the Crab describes "a new...very flexible kind of computer": "they are called 'smart-stupids', since they are so flexible, and have the potential to be either smart or stupid, depending on how skillfully they are instructed." (1/2) 
           'It is at once both smarter and dumber than any person you've ever met' Describes most big AI successes! 
          
                
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             3 years of work... the JUMP-Cell Painting Consortium has now released the world's largest public Cell Painting dataset! 117,000 compounds, 13,000 overexpressed genes, 8,000 gene knockdowns, w/images and extracted profiles 🤯 Data @ Cell Painting Gallery: 
          
            
            github.com
              Images and other data from the JUMP Cell Painting Consortium - jump-cellpainting/datasets
            
                
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             📢 MosaicML Cloud is now available for early access! Create advanced AI models faster and cheaper than you thought possible. 
          
            
            databricks.com
              Latest blogs from the team at Mosaic Research
            
                
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             I want to talk about burnout. A brief 🧵... I was well aware I was burnt out in the fall, but it's hard to fully appreciate the impact of burnout in the moment. After 2 weeks of vacation and a month of aggressively blocking daily focus time, the impact has become more clear: 
          
                
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