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| 1 | Random forest machine learning models for interpretable X-ray absorption near-edge structure spectrum-property relationships显示文摘X-ray absorption spectroscopy(XAS)produces a wealth of information about the local structure of materials,but interpretation of spectra often relies on easily accessible trends and prior assumptions about the structure.Recently,researchers have demonstrated that machine learning models can automate this process to predict the coordinating environments of absorbing atoms from their XAS spectra.However,machine learning models are often difficult to interpret,making it challenging to determine when they are valid and whether they are consistent with physical theories.In this work,we present three main advances to the data-driven analysis of XAS spectra:we demonstrate the efficacy of random forests in solving two new property determination tasks(predicting Bader charge and mean nearest neighbor distance),we address how choices in data representation affect model interpretability and accuracy,and we show that multiscale featurization can elucidate the regions and trends in spectra that encode various local properties. | Steven B.Torrisi Matthew R.Carbone Brian A.Rohr Joseph H.Montoya Yang Ha Junko Yano Santosh K.Suram Linda Hung | 2020 | npj Computational Materials2020，，1： | 3 |
| 2 | Adverse events of upper GI endoscopy显示文摘 | Tamir Ben-Menachem G. Anton Decker Dayna S. Early Jerry Evans Robert D. Fanelli Deborah A. Fisher Laurel Fisher Norio Fukami Joo Ha Hwang Steven O. Ikenberry Rajeev Jain Terry L. Jue Khalid M. Khan Mary L. Krinsky Phyllis M. Malpas John T. Maple Ravi N. S | 2012 | Gastrointestinal Endoscopy2012，，4： | 2 |
| 3 | Complications of ERCP显示文摘 | Michelle A. Anderson Laurel Fisher Rajeev Jain John A. Evans Vasundhara Appalaneni Tamir Ben-Menachem Brooks D. Cash G. Anton Decker Dayna S. Early Robert D. Fanelli Deborah A. Fisher Norio Fukami Joo Ha Hwang Steven O. Ikenberry Terry L. Jue Khalid M. Kh | 2012 | Gastrointestinal Endoscopy2012，，3： | 2 |
| 4 | X-ray structures of H5 avian and H9 swine influenza virus hemagglutinins bound to avian and human receptor analogs显示文摘 | Ha Y Stevens D J Skehel J J | 2001 | Proc Natl Acad Sci USA2001，98，11： | 1 |
| 5 | Progressive myelopathy secondary to odontoid fractures:clinical,radiological,and surgical features显示文摘 | Heilman AE Stevens JM | 1993 | J Neurosurg1993，78，4： | 1 |
| 6 | H5 avian and H9 swine influenza virus haemagglutinin structure: possible origin of influenza subtypes显示文摘 | Ha Y Stevens D J Skehel J J | 2002 | The EMBO Journal2002，21，5： | 1 |
| 7 | The physiologi-cal cost of gait(PCG):a new technique nonsteroidal anti-in-flammatory drugs in rheumatoid arthritis显示文摘 | Steven MM Capbll HA Sturrock RD | 1983 | Br J Rheumatol1983，22，3： | 1 |
| 8 | X-ray structure of the hemagglutinin of a potential H3avian progenitor of the1968Hong Kong pandemic influenza virus显示文摘 | Ha Y Stevens D J Skehel J J | 2003 | Virology2003，309，： | 1 |
| 9 | The physiological cost of gait (PCG): a new technique for evaluating nonsteroidal anti-inflammatory drugs in rheumatoid arthritis显示文摘 | Steven MM Capell HA Sturrock RD | 1983 | Br J Rheumatol1983，22，3： | 1 |
| 10 | H5 avian and H9 swine influenza virus haemagglutinin structures:possible origin of influenza subtypes显示文摘 | HA Y STEVEN DJ JOHN JS | 2002 | EMBO J2002，21，： | 1 |
| 11 | Efficacy of recombinant gamma interferon for treatment of systemic cryptococcosis in SCID mice显示文摘 | Clemons KV Doyle HA Stevens DA | | 0，，： | 1 |
| 12 | Medical Therapy for Pulmonary Arterial Hypertension:Updated ACCP Evidence - Based Clinical Practice Guidelines显示文摘 | David BB Steven HA Gerald S | 2007 | Chest2007，131，： | 1 |
| 13 | Novel mutations in keratin 16 gene underly focal nonepidermolytic palmoplantar keratoderma (NEPPK) in two families显示文摘 | Shamsheer MK Navsaria HA Stevens HP | 1995 | Hum Mol Genet1995，4，10： | 1 |
| 14 | X-ray structures of H5 avian and H9 swine influenza virus hemagglutinins bound to avian and human receptor analogs显示文摘 | Ha Y Stevens D J Skehel J J | 2001 | Proc Natl Acad Sci U S A2001，98，11： | 1 |
| 15 | X-ray structures of H5 avian and H9 swine influenza virus hemagglutinins bound to avian and human receptor analogs 显示文摘 | Ha Y Stevens D J Skehel J J | 2001 | Proc Natl Acad Sci U S A2001，98，11： | 1 |
| 16 | The physiological cost of gait (PCG) : a new technique for evaluating nonsteroidal anti inflammatory drugs in rheumatoid arthritis 显示文摘 | Steven MM Capbell HA Sturrock RD | 1983 | BrJ Rheumatol1983，22，3： | 1 |
| 17 | H5 avian and H9 swine influenza virus haemagglutinin structures: possible origin of influenza subtypes显示文摘 | Ha Y Stevens D J Skehel J J | 2002 | Embo J2002，21，： | 1 |
| 18 | Complications of ERCP显示文摘 | Michelle A. Anderson Laurel Fisher Rajeev Jain John A. Evans Vasundhara Appalaneni Tamir Ben-Menachem Brooks D. Cash G. Anton Decker Dayna S. Early Robert D. Fanelli Deborah A. Fisher Norio Fukami Joo Ha Hwang Steven O. Ikenberry Terry L. Jue Khalid M. Kh | 2012 | Gastrointestinal Endoscopy2012，，3： | 1 |
| 19 | Progressive myelopathy secondary to odontoid fractures: clinical, radiological, and surgical features显示文摘 | Crockard HA Heilman AE Stevens JM | 1993 | J Neurosurg1993，78，4： | 1 |
| 20 | H5 avian and H9 swine influenza virus haemagglutinin structures:possible origin of influenza subtypes显示文摘 | Ha Y Stevens D J Skehel J J | 2002 | EMBO2002，21，5： | 1 |
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