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International evaluation of an AI system for breast cancer screening 期刊论文
NATURE, 2020, 577 (7788) : 89-+
作者:  McKinney, Scott Mayer;  Sieniek, Marcin;  Godbole, Varun;  Godwin, Jonathan;  Antropova, Natasha;  Ashrafian, Hutan;  Back, Trevor;  Chesus, Mary;  Corrado, Greg C.;  Darzi, Ara;  Etemadi, Mozziyar;  Garcia-Vicente, Florencia;  Gilbert, Fiona J.;  Halling-Brown, Mark;  Hassabis, Demis;  Jansen, Sunny;  Karthikesalingam, Alan;  Kelly, Christopher J.;  King, Dominic;  Ledsam, Joseph R.;  Melnick, David;  Mostofi, Hormuz;  Peng, Lily;  Reicher, Joshua Jay;  Romera-Paredes, Bernardino;  Sidebottom, Richard;  Suleyman, Mustafa;  Tse, Daniel;  Young, Kenneth C.;  De Fauw, Jeffrey;  Shetty, Shravya
收藏  |  浏览/下载:15/0  |  提交时间:2020/07/03

Screening mammography aims to identify breast cancer at earlier stages of the disease, when treatment can be more successful(1). Despite the existence of screening programmes worldwide, the interpretation of mammograms is affected by high rates of false positives and false negatives(2). Here we present an artificial intelligence (AI) system that is capable of surpassing human experts in breast cancer prediction. To assess its performance in the clinical setting, we curated a large representative dataset from the UK and a large enriched dataset from the USA. We show an absolute reduction of 5.7% and 1.2% (USA and UK) in false positives and 9.4% and 2.7% in false negatives. We provide evidence of the ability of the system to generalize from the UK to the USA. In an independent study of six radiologists, the AI system outperformed all of the human readers: the area under the receiver operating characteristic curve (AUC-ROC) for the AI system was greater than the AUC-ROC for the average radiologist by an absolute margin of 11.5%. We ran a simulation in which the AI system participated in the double-reading process that is used in the UK, and found that the AI system maintained non-inferior performance and reduced the workload of the second reader by 88%. This robust assessment of the AI system paves the way for clinical trials to improve the accuracy and efficiency of breast cancer screening.


  
Rapid growth of new atmospheric particles by nitric acid and ammonia condensation 期刊论文
NATURE, 2020, 581 (7807) : 184-+
作者:  Liang, Guanxiang;  Zhao, Chunyu;  Zhang, Huanjia;  Mattei, Lisa;  Sherrill-Mix, Scott;  Bittinger, Kyle;  Kessler, Lyanna R.;  Wu, Gary D.;  Baldassano, Robert N.;  DeRusso, Patricia;  Ford, Eileen;  Elovitz, Michal A.;  Kelly, Matthew S.;  Patel, Mohamed Z.;  Mazhani, Tiny;  Gerber, Jeffrey S.;  Kelly, Andrea;  Zemel, Babette S.;  Bushman, Frederic D.
收藏  |  浏览/下载:17/0  |  提交时间:2020/05/20

A list of authors and their affiliations appears at the end of the paper New-particle formation is a major contributor to urban smog(1,2), but how it occurs in cities is often puzzling(3). If the growth rates of urban particles are similar to those found in cleaner environments (1-10 nanometres per hour), then existing understanding suggests that new urban particles should be rapidly scavenged by the high concentration of pre-existing particles. Here we show, through experiments performed under atmospheric conditions in the CLOUD chamber at CERN, that below about +5 degrees Celsius, nitric acid and ammonia vapours can condense onto freshly nucleated particles as small as a few nanometres in diameter. Moreover, when it is cold enough (below -15 degrees Celsius), nitric acid and ammonia can nucleate directly through an acid-base stabilization mechanism to form ammonium nitrate particles. Given that these vapours are often one thousand times more abundant than sulfuric acid, the resulting particle growth rates can be extremely high, reaching well above 100 nanometres per hour. However, these high growth rates require the gas-particle ammonium nitrate system to be out of equilibrium in order to sustain gas-phase supersaturations. In view of the strong temperature dependence that we measure for the gas-phase supersaturations, we expect such transient conditions to occur in inhomogeneous urban settings, especially in wintertime, driven by vertical mixing and by strong local sources such as traffic. Even though rapid growth from nitric acid and ammonia condensation may last for only a few minutes, it is nonetheless fast enough to shepherd freshly nucleated particles through the smallest size range where they are most vulnerable to scavenging loss, thus greatly increasing their survival probability. We also expect nitric acid and ammonia nucleation and rapid growth to be important in the relatively clean and cold upper free troposphere, where ammonia can be convected from the continental boundary layer and nitric acid is abundant from electrical storms(4,5).


  
Operation of a silicon quantum processor unit cell above one kelvin 期刊论文
NATURE, 2020, 580 (7803) : 350-+
作者:  Han, Kyuho;  Pierce, Sarah E.;  Li, Amy;  Spees, Kaitlyn;  Anderson, Grace R.;  Seoane, Jose A.;  Lo, Yuan-Hung;  Dubreuil, Michael;  Olivas, Micah;  Kamber, Roarke A.;  Wainberg, Michael;  Kostyrko, Kaja;  Kelly, Marcus R.;  Yousefi, Maryam;  Simpkins, Scott W.;  Yao, David
收藏  |  浏览/下载:8/0  |  提交时间:2020/07/03

Quantum computers are expected to outperform conventional computers in several important applications, from molecular simulation to search algorithms, once they can be scaled up to large numbers-typically millions-of quantum bits (qubits)(1-3). For most solid-state qubit technologies-for example, those using superconducting circuits or semiconductor spins-scaling poses a considerable challenge because every additional qubit increases the heat generated, whereas the cooling power of dilution refrigerators is severely limited at their operating temperature (less than 100 millikelvin)(4-6). Here we demonstrate the operation of a scalable silicon quantum processor unit cell comprising two qubits confined to quantum dots at about 1.5 kelvin. We achieve this by isolating the quantum dots from the electron reservoir, and then initializing and reading the qubits solely via tunnelling of electrons between the two quantum dots(7-9). We coherently control the qubits using electrically driven spin resonance(10,11) in isotopically enriched silicon(12 28)Si, attaining single-qubit gate fidelities of 98.6 per cent and a coherence time of 2 microseconds during '  hot'  operation, comparable to those of spin qubits in natural silicon at millikelvin temperatures(13-16). Furthermore, we show that the unit cell can be operated at magnetic fields as low as 0.1 tesla, corresponding to a qubit control frequency of 3.5 gigahertz, where the qubit energy is well below the thermal energy. The unit cell constitutes the core building block of a full-scale silicon quantum computer and satisfies layout constraints required by error-correction architectures(8),(17). Our work indicates that a spin-based quantum computer could be operated at increased temperatures in a simple pumped He-4 system (which provides cooling power orders of magnitude higher than that of dilution refrigerators), thus potentially enabling the integration of classical control electronics with the qubit array(18,19).


  
De novo design of tunable, pH-driven conformational changes 期刊论文
SCIENCE, 2019, 364 (6441) : 658-+
作者:  Boyken, Scott E.;  Benhaim, Mark A.;  Busch, Florian;  Jia, Mengxuan;  Bick, Matthew J.;  Choi, Heejun;  Klima, Jason C.;  Chen, Zibo;  Walkey, Carl;  Mileant, Alexander;  Sahasrabuddhe, Aniruddha;  Wei, Kathy Y.;  Hodge, Edgar A.;  Byron, Sarah;  Quijano-Rubio, Alfredo;  Sankaran, Banumathi;  King, Neil P.;  Lippincott-Schwartz, Jennifer;  Wysocki, Vicki H.;  Lee, Kelly K.;  Baker, David
收藏  |  浏览/下载:17/0  |  提交时间:2019/11/27
Criteria for CITES species protection 期刊论文
SCIENCE, 2019, 364 (6437) : 247-248
作者:  Challender, Daniel W. S.;  Hoffmann, Michael;  Hoffmann, Rachel;  Scott, Janet;  Robinson, Janine E.;  Cremona, Patricia;  Hilton-Taylor, Craig;  Jenkins, Richard K. B.;  Malsch, Kelly;  Conde, Dalia;  De Meulenaer, Tom
收藏  |  浏览/下载:7/0  |  提交时间:2019/11/27
Appraising geodiversity and cultural diversity approaches to building resilience through conservation 期刊论文
NATURE CLIMATE CHANGE, 2018, 8 (8) : 678-685
作者:  Knudson, Chris;  Kay, Kelly;  Fisher, Scott
收藏  |  浏览/下载:0/0  |  提交时间:2019/04/09
Drought consistently alters the composition of soil fungal and bacterial communities in grasslands from two continents 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (7) : 2818-2827
作者:  Ochoa-Hueso, Raul;  Collins, Scott L.;  Delgado-Baquerizo, Manuel;  Hamonts, Kelly;  Pockman, William T.;  Sinsabaugh, Robert L.;  Smith, Melinda D.;  Knapp, Alan K.;  Power, Sally A.
收藏  |  浏览/下载:9/0  |  提交时间:2019/04/09
drought  enzyme activities  microbial community  rainfall manipulation  soil-borne pathogens  
Extreme streams: species persistence and genomic change in montane insect populations across a flooding gradient 期刊论文
ECOLOGY LETTERS, 2018, 21 (4) : 525-535
作者:  Poff, N. LeRoy;  Larson, Erin I.;  Salerno, Patricia E.;  Morton, Scott G.;  Kondratieff, Boris C.;  Flecker, Alexander S.;  Zamudio, Kelly R.;  Funk, W. Chris
收藏  |  浏览/下载:8/0  |  提交时间:2019/04/09
Disturbance gradient  extreme event  genomic change  landscape vulnerability  population persistence  resilience traits  resistance traits  stream insects  
Are we in deep water? Water scarcity and its limits to economic growth 期刊论文
ECOLOGICAL ECONOMICS, 2017, 142
作者:  Distefano, Tiziano;  Kelly, Scott
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
Water scarcity  Multi-regional input-output model  Climate change  Scenarios  Supply chains  Virtual water  
Cassini finds molecular hydrogen in the Enceladus plume: Evidence for hydrothermal processes 期刊论文
SCIENCE, 2017, 356 (6334) : 155-159
作者:  Waite, J. Hunter;  Glein, Christopher R.;  Perryman, Rebecca S.;  Teolis, Ben D.;  Magee, Brian A.;  Miller, Greg;  Grimes, Jacob;  Perry, Mark E.;  Miller, Kelly E.;  Bouquet, Alexis;  Lunine, Jonathan I.;  Brockwell, Tim;  Bolton, Scott J.
收藏  |  浏览/下载:9/0  |  提交时间:2019/11/27