Simulating 500 million years of evolution with a language model von Hayes, Thomas, Rao, Roshan, Akin, Halil, Sofroniew, Nicholas J, Oktay, Deniz, Lin, Zeming, Verkuil, Robert, Tran, Vincent Q, Deaton, Jonathan, Wiggert, Marius, Badkundri, Rohil, Shafkat, Irhum, Gong, Jun, Derry, Alexander, Molina, Raul S, Thomas, Neil, Khan, Yousuf A, Mishra, Chetan, Kim, Carolyn, Bartie, Liam J, Nemeth, Matthew, Hsu, Patrick D, Sercu, Tom, Candido, Salvatore, Rives, Alexander

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Mini‐Metagenomics and Nucleotide Composition Aid the Identification and Host Association of Novel Bacteriophage Sequences von Deaton, Jonathan, Yu, Feiqiao Brian, Quake, Stephen R.

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Addressing the Real-world Class Imbalance Problem in Dermatology von Weng, Wei-Hung, Deaton, Jonathan, Natarajan, Vivek, Elsayed, Gamaleldin F, Liu, Yuan

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Big Self-Supervised Models Advance Medical Image Classification von Azizi, Shekoofeh, Mustafa, Basil, Ryan, Fiona, Beaver, Zachary, Freyberg, Jan, Deaton, Jonathan, Loh, Aaron, Karthikesalingam, Alan, Kornblith, Simon, Chen, Ting, Natarajan, Vivek, Norouzi, Mohammad

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SELF-SUPERVISED MACHINE LEARNING FOR MEDICAL IMAGE ANALYSIS von NATARAJAN, Vivek, RYAN, Fiona Keleher, DEATON, Jonathan Paul, FREYBERG, Jan, MUSTAFA, Basil, NOROUZI, Mohammad, KORNBLITH, Simon, KARTHIKESALINGAM, Alan Prasana, BEAVER, Zachary William, CHEN, Ting, LOH, Wen Yau Aaron, AZIZI, Shekoofeh

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Self-Supervised Machine Learning for Medical Image Analysis von Karthikesalingam, Alan Prasana, Chen, Ting, Deaton, Jonathan Paul, Mustafa, Basil, Loh, Wen Yau Aaron, Ryan, Fiona Keleher, Freyberg, Jan, Kornblith, Simon, Norouzi, Mohammad, Azizi, Shekoofeh, Beaver, Zachary William, Natarajan, Vivek

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Addressing the Real-world Class Imbalance Problem in Dermatology von Wei-Hung, Weng, Deaton, Jonathan, Natarajan, Vivek, Elsayed, Gamaleldin F, Liu, Yuan

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Underspecification Presents Challenges for Credibility in Modern Machine Learning von D'Amour, Alexander, Heller, Katherine, Moldovan, Dan, Adlam, Ben, Alipanahi, Babak, Beutel, Alex, Chen, Christina, Deaton, Jonathan, Eisenstein, Jacob, Hoffman, Matthew D, Hormozdiari, Farhad, Houlsby, Neil, Hou, Shaobo, Jerfel, Ghassen, Karthikesalingam, Alan, Lucic, Mario, Ma, Yian, McLean, Cory, Mincu, Diana, Mitani, Akinori, Montanari, Andrea, Nado, Zachary, Natarajan, Vivek, Nielson, Christopher, Osborne, Thomas F, Raman, Rajiv, Ramasamy, Kim, Sayres, Rory, Schrouff, Jessica, Seneviratne, Martin, Sequeira, Shannon, Suresh, Harini, Veitch, Victor, Vladymyrov, Max, Wang, Xuezhi, Webster, Kellie, Yadlowsky, Steve, Yun, Taedong, Zhai, Xiaohua, Sculley, D

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SELF-SUPERVISED MACHINE LEARNING FOR MEDICAL IMAGE ANALYSIS von NATARAJAN, Vivek, RYAN, Fiona Keleher, DEATON, Jonathan Paul, FREYBERG, Jan, MUSTAFA, Basil, NOROUZI, Mohammad, KORNBLITH, Simon, KARTHIKESALINGAM, Alan Prasana, BEAVER, Zachary William, CHEN, Ting, LOH, Wen Yau Aaron, AZIZI, Shekoofeh

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Big Self-Supervised Models Advance Medical Image Classification von Azizi, Shekoofeh, Mustafa, Basil, Ryan, Fiona, Beaver, Zachary, Freyberg, Jan, Deaton, Jonathan, Loh, Aaron, Karthikesalingam, Alan, Kornblith, Simon, Chen, Ting, Natarajan, Vivek, Norouzi, Mohammad

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Underspecification Presents Challenges for Credibility in Modern Machine Learning von D'Amour, Alexander, Heller, Katherine, Moldovan, Dan, Adlam, Ben, Alipanahi, Babak, Beutel, Alex, Chen, Christina, Deaton, Jonathan, Eisenstein, Jacob, Hoffman, Matthew D, Hormozdiari, Farhad, Houlsby, Neil, Hou, Shaobo, Jerfel, Ghassen, Karthikesalingam, Alan, Lucic, Mario, Ma, Yian, McLean, Cory, Mincu, Diana, Mitani, Akinori, Montanari, Andrea, Nado, Zachary, Natarajan, Vivek, Nielson, Christopher, Osborne, Thomas F, Raman, Rajiv, Ramasamy, Kim, Sayres, Rory, Schrouff, Jessica, Seneviratne, Martin, Sequeira, Shannon, Suresh, Harini, Veitch, Victor, Vladymyrov, Max, Wang, Xuezhi, Webster, Kellie, Yadlowsky, Steve, Yun, Taedong, Zhai, Xiaohua, Sculley, D

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A Preliminary Validation of the Vicarious Posttraumatic Growth Inventory Across Helping Professions and Investigation of Construct Validity von Deaton, Jennifer D., Ohrt, Jonathan H.

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Teacher training in K–12 student mental health: A systematic review von Ohrt, Jonathan H., Deaton, Jennifer D., Linich, Kathryn, Guest, Jessie D., Wymer, Brooke, Sandonato, Brittany

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Using human genetics to improve safety assessment of therapeutics von Carss, Keren J., Deaton, Aimee M., Del Rio-Espinola, Alberto, Diogo, Dorothée, Fielden, Mark, Kulkarni, Diptee A., Moggs, Jonathan, Newham, Peter, Nelson, Matthew R., Sistare, Frank D., Ward, Lucas D., Yuan, Jing

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Reconsidering the ethics of provocation techniques for Psychogenic Non-Epileptic Attacks and proposed ethical guidelines for use von Dolbow, James, Deaton, Matt, Kirsch, Marshall, Lackamp, Jeanne, Zande, Jonathan

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Interventions to increase referral and uptake to pulmonary rehabilitation in people with COPD: a systematic review von Early, Frances, Wellwood, Ian, Kuhn, Isla, Deaton, Christi, Fuld, Jonathan

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Evidence that the catalytic mechanism of heme a synthase involves the formation of a carbocation stabilized by a conserved glutamate von Rivett, Elise D., Addis, Hannah G., Dietz, Jonathan V., Carroll-Deaton, Jayda A., Gupta, Shipra, Foreman, Koji L., Dang, Minh Anh, Fox, Jennifer L., Khalimonchuk, Oleh, Hegg, Eric L.

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Teachers' experiences with K‐12 students' mental health von Deaton, Jennifer D., Ohrt, Jonathan H., Linich, Kathryn, Wymer, Brooke, Toomey, Mitchell, Lewis, Olivia, Guest, Jessie D., Newton, Therese

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Vicarious Posttraumatic Growth: A Systematic Review and Thematic Synthesis Across Helping Professions von Deaton, Jennifer D., Ohrt, Jonathan H., Linich, Kathryn, McCartney, Esther, Glascoe, Genee'

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Plasma proteomic associations with genetics and health in the UK Biobank von Sun, Benjamin B., Chiou, Joshua, Traylor, Matthew, Benner, Christian, Hsu, Yi-Hsiang, Richardson, Tom G., Surendran, Praveen, Mahajan, Anubha, Robins, Chloe, Vasquez-Grinnell, Steven G., Hou, Liping, Kvikstad, Erika M., Burren, Oliver S., Davitte, Jonathan, Ferber, Kyle L., Gillies, Christopher E., Hedman, Åsa K., Hu, Sile, Lin, Tinchi, Mikkilineni, Rajesh, Pendergrass, Rion K., Pickering, Corran, Prins, Bram, Baird, Denis, Chen, Chia-Yen, Ward, Lucas D., Deaton, Aimee M., Welsh, Samantha, Willis, Carissa M., Lehner, Nick, Arnold, Matthias, Wörheide, Maria A., Suhre, Karsten, Kastenmüller, Gabi, Sethi, Anurag, Cule, Madeleine, Raj, Anil, Burkitt-Gray, Lucy, Melamud, Eugene, Black, Mary Helen, Fauman, Eric B., Howson, Joanna M. M., Kang, Hyun Min, McCarthy, Mark I., Nioi, Paul, Petrovski, Slavé, Scott, Robert A., Smith, Erin N., Szalma, Sándor, Waterworth, Dawn M., Mitnaul, Lyndon J., Szustakowski, Joseph D., Gibson, Bradford W., Miller, Melissa R., Whelan, Christopher D.

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