<div dir="ltr"><br>may be of interest to some of us working in HC applications of ML<div><br></div><div>Artur</div><div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">---------- Forwarded message ---------<br>From: <strong class="gmail_sendername" dir="auto">Christy Melucci</strong> <span dir="auto"><<a href="mailto:cmelucci@cs.cmu.edu">cmelucci@cs.cmu.edu</a>></span><br>Date: Fri, Oct 23, 2020 at 12:31 PM<br>Subject: RE: MACHINE LEARNING in MEDICINE - VIRTUAL SEMINAR - OCTOBER 28, 2020 - 3PM (EST) --- ZOOM INFO BELOW<br>To: <a href="mailto:ml-core-faculty@cs.cmu.edu">ml-core-faculty@cs.cmu.edu</a> <<a href="mailto:ml-core-faculty@cs.cmu.edu">ml-core-faculty@cs.cmu.edu</a>>, <a href="mailto:ml-seminar@cs.cmu.edu">ml-seminar@cs.cmu.edu</a> <<a href="mailto:ml-seminar@cs.cmu.edu">ml-seminar@cs.cmu.edu</a>><br>Cc: Visweswaran, Shyam <<a href="mailto:shv3@pitt.edu">shv3@pitt.edu</a>>, Bartolotta, Genine M <<a href="mailto:bartgm@pitt.edu">bartgm@pitt.edu</a>>, Batmanghelich, Kayhan <<a href="mailto:kayhan@pitt.edu">kayhan@pitt.edu</a>>, Roni Rosenfeld <<a href="mailto:roni@cs.cmu.edu">roni@cs.cmu.edu</a>><br></div><br><br>
<div lang="EN-US" link="#0563C1" vlink="#954F72">
<div class="m_2025760351856528846WordSection1">
<p class="MsoNormal"><u></u> <u></u></p>
<div>
<div style="border:none;border-top:solid #e1e1e1 1.0pt;padding:3.0pt 0in 0in 0in">
<p class="MsoNormal"><b>From:</b> Bartolotta, Genine M <<a href="mailto:bartgm@pitt.edu" target="_blank">bartgm@pitt.edu</a>> <br>
<b>Sent:</b> Friday, October 23, 2020 11:08 AM<br>
<b>Cc:</b> Batmanghelich, Kayhan <<a href="mailto:kayhan@pitt.edu" target="_blank">kayhan@pitt.edu</a>>; Visweswaran, Shyam <<a href="mailto:shv3@pitt.edu" target="_blank">shv3@pitt.edu</a>><br>
<b>Subject:</b> MACHINE LEARNING in MEDICINE - VIRTUAL SEMINAR - OCTOBER 28, 2020 - 3PM (EST) --- ZOOM INFO BELOW<br>
<b>Importance:</b> High<u></u><u></u></p>
</div>
</div>
<p class="MsoNormal"><u></u> <u></u></p>
<h1 align="left" style="margin-top:3.0pt;text-align:left;line-height:18.35pt">
<span style="font-size:14.0pt">Machine Learning in Medicine (MLxMed)<u></u><u></u></span></h1>
<h2 align="left" style="text-align:left;line-height:16.05pt">
A Virtual Seminar Series in Pittsburgh<u></u><u></u></h2>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:9.35pt;margin-bottom:.0001pt">
<b><span style="font-family:"Arial",sans-serif">Hosted by the Department of Biomedical Informatics<u></u><u></u></span></b></p>
<p class="m_2025760351856528846MsoBodyText" style="margin-top:.55pt"><b><span style="font-size:10.5pt"><u></u> <u></u></span></b></p>
<p class="MsoNormal" style="margin-right:133.15pt"><b><i><span style="font-size:12.0pt;font-family:"Arial",sans-serif">
<span style="color:#0000cc">Wednesday, October 28, 2020 3:00 PM – 4:00 PM Eastern Time</span><u></u><u></u></span></i></b></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:9.25pt;margin-bottom:.0001pt">
<a name="m_2025760351856528846_Going_beyond_diagnosis_and_prognosis:_Ma"></a><b><i><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#0000cc">University of Pittsburgh, UPMC, and CMU</span></i></b><b><i><span style="font-size:12.0pt;font-family:"Arial",sans-serif"><u></u><u></u></span></i></b></p>
<p class="m_2025760351856528846MsoBodyText" style="margin-top:.25pt"><b><i><u></u> <u></u></i></b></p>
<h1 align="left" style="margin-left:9.35pt;text-align:left">Going Beyond Diagnosis and Prognosis: Machine Learning to Guide Treatment Suggestions<u></u><u></u></h1>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:9.25pt;margin-bottom:.0001pt;line-height:18.4pt">
<b><span style="font-size:16.0pt">Zoom </span><a href="https://pitt.zoom.us/j/94305382303" target="_blank"><span style="font-size:14.0pt">https://pitt.zoom.us/j/94305382303</span></a></b><span style="font-size:14.0pt"><u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:9.15pt;margin-bottom:.0001pt;line-height:11.5pt">
<span style="font-size:10.0pt">(</span><b><span style="color:#c00000">details are listed at the end</span></b><span style="font-size:10.0pt">)<u></u><u></u></span></p>
<p class="m_2025760351856528846MsoBodyText" style="margin-top:.1pt"><span style="font-size:10.0pt"><u></u> <u></u></span></p>
<h1 align="left" style="margin-left:9.1pt;text-align:left"><a name="m_2025760351856528846_David_Sontag,_PhD"></a>David Sontag, PhD<u></u><u></u></h1>
<p class="MsoNormal" style="margin-right:129.2pt;margin-bottom:0in;margin-left:129.35pt;margin-bottom:.0001pt">
<a name="m_2025760351856528846_Associate_Professor,_Department_of_Elect"></a><a name="m_2025760351856528846_Engineering_and_Computer_Science_(EECS)"></a><span style="font-size:12.0pt;font-family:"Arial",sans-serif">Associate Professor, Department of Electrical<a name="m_2025760351856528846_Massachusetts_Institute_of_Technology"></a>
Engineering and Computer Science (EECS) <u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:129.2pt;margin-bottom:0in;margin-left:129.35pt;margin-bottom:.0001pt">
<span style="font-size:12.0pt;font-family:"Arial",sans-serif">Massachusetts Institute of Technology<u></u><u></u></span></p>
<p class="m_2025760351856528846MsoBodyText"><span style="font-size:9.0pt"><u></u> <u></u></span></p>
<p class="m_2025760351856528846MsoBodyText"><u></u> <u></u></p>
<p class="m_2025760351856528846MsoBodyText" style="margin-right:7.45pt;margin-bottom:0in;margin-left:5.95pt;margin-bottom:.0001pt">
<b><span style="font-size:11.0pt">Abstract: </span></b><span style="font-size:11.0pt">The next decade will see a shift in focus of machine learning in healthcare from models for diagnosis and prognosis to models that directly guide treatment decisions. We introduce
methods for learning treatment policies from electronic medical records and demonstrate their use in learning to recommend antibiotics for women with uncomplicated urinary tract infections. Our methods can take into consideration multiple factors, e.g. efficacy,
cost, risk of complications, that should be optimized when learning policies. We show how to perform policy distillation, after learning, to simplify deployments. We introduce the concept of a 'target deployment' to guide retrospective evaluation, showing
how this can be used to obtain fair comparisons to existing clinical practice. We find that, relative to clinicians, our models reduce inappropriate antibiotic prescriptions from 11.9% to 9.5% while at the same time using 50% fewer second-line antibiotics.
Finally, we discuss mistakes that we made and lessons learned. Based on joint work with Sooraj Boominathan, Michael Oberst, Helen Zhou, and Sanjat Kanjilal (BWH/MGH).<u></u><u></u></span></p>
<p class="m_2025760351856528846MsoBodyText" style="margin-top:.25pt"><span style="font-size:8.0pt"><u></u> <u></u></span></p>
<p class="m_2025760351856528846MsoNoSpacing"><b><span style="font-size:12.0pt;font-family:"Arial",sans-serif">About MLxMed Seminar Series<u></u><u></u></span></b></p>
<p class="m_2025760351856528846MsoNoSpacing">(<a href="https://nam05.safelinks.protection.outlook.com/?url=http%3A%2F%2Fml-in-medicine.org%2F&data=02%7C01%7Ccafeo%40pitt.edu%7Cfd9284768d884c01352b08d816ea4fa8%7C9ef9f489e0a04eeb87cc3a526112fd0d%7C1%7C0%7C637284542905912546&sdata=6NKlakpjZ8taWQlU7RklCdS%2F7tDHw6SIhKAfiZYtr8M%3D&reserved=0" target="_blank"><b><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#0562c1">http://ml-in-medicine.org/</span></b></a>)<u></u><u></u></p>
<p class="m_2025760351856528846MsoNoSpacing"><span style="font-size:8.0pt;font-family:"Arial",sans-serif"><u></u> <u></u></span></p>
<p class="m_2025760351856528846MsoBodyText"><span style="font-size:11.0pt">Medicine is complex and data-driven while discovery and decision making are increasingly<span style="letter-spacing:-.45pt">
</span>enabled<span style="letter-spacing:-.4pt"> </span>by<span style="letter-spacing:-.3pt">
</span>machine<span style="letter-spacing:-.4pt"> </span>learning.<span style="letter-spacing:-.35pt">
</span>Machine<span style="letter-spacing:-.4pt"> </span>learning<span style="letter-spacing:-.4pt">
</span>has<span style="letter-spacing:-.45pt"> </span>the<span style="letter-spacing:-.2pt">
</span>potential<span style="letter-spacing:-.35pt"> </span>to<span style="letter-spacing:-.25pt">
</span>support, enable and improve medical discovery and clinical decision making in areas such as medical imaging, cancer diagnostics, precision medicine, clinical trials, and electronic health records. This seminar series focuses on new algorithms, real-world
deployment, and future trends in machine learning in medicine. It will feature prominent<span style="letter-spacing:2.2pt">
</span>investigators who<span style="letter-spacing:-.65pt"> </span>are<span style="letter-spacing:-.7pt">
</span>developing<span style="letter-spacing:-.7pt"> </span>and<span style="letter-spacing:-.6pt">
</span>applying<span style="letter-spacing:-.7pt"> </span>machine<span style="letter-spacing:-.6pt">
</span>learning<span style="letter-spacing:-.65pt"> </span>to<span style="letter-spacing:-.7pt">
</span>biomedical<span style="letter-spacing:-.65pt"> </span>discovery<span style="letter-spacing:-.65pt">
</span>and<span style="letter-spacing:-.6pt"> </span>in<span style="letter-spacing:-.65pt">
</span>clinical decision support. For more information see MLxMed<span style="letter-spacing:-.2pt">
</span>website.<u></u><u></u></span></p>
<p class="m_2025760351856528846MsoBodyText"><span style="font-size:13.0pt"><u></u> <u></u></span></p>
<h2 align="left" style="text-align:left"><span style="color:#0000cc">Zoom Information</span><u></u><u></u></h2>
<p class="m_2025760351856528846MsoBodyText"><b><span style="font-size:9.0pt"><u></u> <u></u></span></b></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:9.3pt;margin-bottom:.0001pt">
<b><span style="font-size:14.0pt">When: <span style="color:black">October 28, 2020 -
</span>3:00 PM Eastern Time (US and Canada)<u></u><u></u></span></b></p>
<p class="m_2025760351856528846MsoBodyText" style="margin-top:.05pt"><b><span style="font-size:8.0pt"><u></u> <u></u></span></b></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:9.25pt;margin-bottom:.0001pt">
<b><span style="font-size:14.0pt">Please click the link below to join the webinar:<u></u><u></u></span></b></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:9.3pt;margin-bottom:.0001pt">
<b><span style="font-size:16.0pt"><a href="https://pitt.zoom.us/j/94305382303" target="_blank">https://pitt.zoom.us/j/94305382303</a><u></u><u></u></span></b></p>
<p class="m_2025760351856528846MsoBodyText" style="margin-top:.5pt"><span style="font-size:11.5pt"><u></u> <u></u></span></p>
<p class="MsoNormal" style="margin-top:4.7pt;line-height:12.6pt">
<b><span style="font-size:12.0pt;font-family:"Arial",sans-serif">Or iPhone one-tap:<u></u><u></u></span></b></p>
<p class="MsoNormal" style="line-height:12.6pt"><span style="font-family:"Arial",sans-serif">US: +12678310333, 94305382303# or 8778535247, 94305382303# (Toll Free)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-left:52.2pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif"><u></u> <u></u></span></p>
<p class="MsoNormal" style="margin-top:.05pt;line-height:12.6pt">
<b><span style="font-size:12.0pt;font-family:"Arial",sans-serif">Or Telephone:<u></u><u></u></span></b></p>
<p class="MsoNormal" style="margin-right:65.6pt"><span style="font-family:"Arial",sans-serif">Dial (for higher quality, dial a number based on your current location): US: +1 267 831 0333 or 877 853 5247 (Toll Free)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:65.6pt;margin-bottom:0in;margin-left:130.2pt;margin-bottom:.0001pt">
<span style="font-size:8.0pt;font-family:"Arial",sans-serif"><u></u> <u></u></span></p>
<p class="MsoNormal" style="margin-right:65.6pt;margin-bottom:0in;margin-left:130.2pt;margin-bottom:.0001pt">
<span style="font-size:3.0pt"><u></u> <u></u></span></p>
<p class="m_2025760351856528846MsoBodyText"><b><span style="font-size:16.0pt">Webinar ID: 943 0538 2303<u></u><u></u></span></b></p>
<p class="m_2025760351856528846MsoBodyText"><b><span style="font-size:8.0pt"><u></u> <u></u></span></b></p>
<p class="MsoNormal" style="margin-left:25.55pt;line-height:12.65pt">
<span style="font-family:"Arial",sans-serif">International numbers available: <b>
<span style="color:#0000cc"><a href="https://pitt.zoom.us/u/abuJpMGV4A" target="_blank"><span style="color:#0000cc">https://pitt.zoom.us/u/abuJpMGV4A</span></a></span></b><u></u><u></u></span></p>
<p class="MsoNormal" style="margin-left:61.55pt;text-indent:10.45pt;line-height:12.65pt">
<u></u> <u></u></p>
<p class="MsoNormal" style="line-height:12.65pt"><span style="font-family:"Arial",sans-serif">Or an H.323/SIP room system:<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:171.3pt;margin-bottom:0in;margin-left:2.0in;margin-bottom:.0001pt;text-indent:.5in">
<span style="font-family:"Arial",sans-serif">H.323: 162.255.37.11 (US<span style="letter-spacing:-.65pt"> W</span>est)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:21.55pt;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">162.255.36.11 (US<span style="letter-spacing:-.5pt">
</span>East)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:21.55pt;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">115.114.131.7 (India Mumbai)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:21.55pt;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">115.114.115.7 (India Hyderabad)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:21.7pt;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">213.19.144.110 (Amsterdam Netherlands)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:21.7pt;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">213.244.140.110 (Germany)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:.3in;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">103.122.166.55 (Australia)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:21.7pt;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">149.137.40.110 (Singapore)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:21.5pt;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">64.211.144.160 (Brazil)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:.3in;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">69.174.57.160<span style="letter-spacing:-.75pt">
</span>(Canada)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:21.75pt;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">207.226.132.110<span style="letter-spacing:-.7pt">
</span>(Japan)<u></u><u></u></span></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:21.55pt;margin-bottom:.0001pt;line-height:12.6pt">
<b><span style="font-size:12.0pt;font-family:"Arial",sans-serif">Meeting ID: 943 0538 2303<u></u><u></u></span></b></p>
<p class="MsoNormal" style="margin-right:9.25pt;margin-bottom:0in;margin-left:21.65pt;margin-bottom:.0001pt;line-height:12.6pt">
<span style="font-family:"Arial",sans-serif">SIP: <b><u><span style="color:#0000cc"><a href="mailto:94305382303@zoomcrc.com" target="_blank"><span style="color:#0000cc">94305382303@zoomcrc.com</span></a></span></u><span style="color:#0000cc"><u></u><u></u></span></b></span></p>
<p class="MsoNormal"><span style="font-family:"Arial",sans-serif"><u></u> <u></u></span></p>
<p class="MsoNormal"><u></u> <u></u></p>
<p class="MsoNormal"><u></u> <u></u></p>
<p class="MsoNormal"><u></u> <u></u></p>
<p class="MsoNormal"><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif">Genine M. Bartolotta</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:8.0pt;font-family:"Arial",sans-serif;color:#0000cc">Department Purchasing,</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:8.0pt;font-family:"Arial",sans-serif;color:#0000cc">Service & Supplier Agreements,</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:8.0pt;font-family:"Arial",sans-serif;color:#0000cc">License & License Renewals<u></u><u></u></span></b></p>
<p class="MsoNormal"><b><span style="font-size:8.0pt;font-family:"Arial",sans-serif;color:#0000cc">NMVB Administrative & Event Coordinator</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif"> </span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:8.0pt;font-family:"Arial",sans-serif;color:#0000cc">Administator for:</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:8.0pt;font-family:"Arial",sans-serif;color:#0000cc">IT Support</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:8.0pt;font-family:"Arial",sans-serif;color:#0000cc">Uma Chandran, PhD, MSIS</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:8.0pt;font-family:"Arial",sans-serif;color:#0000cc">John R. Gilbertson, MD</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:8.0pt;font-family:"Arial",sans-serif;color:#0000cc">Songjian Lu, PhD</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:10.0pt;font-family:"Arial",sans-serif"> </span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif">Department of Biomedical Informatics</span></b><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif">University of Pittsburgh, School of Medicine
</span></b><u></u><u></u></p>
<p class="MsoNormal"><span style="font-size:8.0pt;font-family:"Arial",sans-serif">The Offices at Baum, Fourth Floor</span><u></u><u></u></p>
<p class="MsoNormal"><span style="font-size:8.0pt;font-family:"Arial",sans-serif">5607 Baum Boulevard</span><u></u><u></u></p>
<p class="MsoNormal"><span style="font-size:8.0pt;font-family:"Arial",sans-serif">Pittsburgh, PA 15206-3701</span><u></u><u></u></p>
<p class="MsoNormal"><span style="font-size:8.0pt;font-family:"Arial",sans-serif">Phone: (412) 624-5100<u></u><u></u></span></p>
<p class="MsoNormal"><span style="font-size:8.0pt;font-family:"Arial",sans-serif">Cell Phone: (412) 877-4872</span><u></u><u></u></p>
<p class="MsoNormal"><span style="font-size:8.0pt;font-family:"Arial",sans-serif">FAX: (412) 648-9118</span><u></u><u></u></p>
<p class="MsoNormal"><span style="font-size:8.0pt;font-family:"Arial",sans-serif">E-mail:
</span><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif"><a href="mailto:bartgm@pitt.edu" target="_blank"><span style="color:blue">bartgm@pitt.edu</span></a> (preferred)</span></b><span style="font-size:8.0pt;font-family:"Arial",sans-serif">
</span><u></u><u></u></p>
<p class="MsoNormal"><span style="font-size:8.0pt;font-family:"Arial",sans-serif"> <a href="mailto:bartgm@upmc.edu" target="_blank"><span style="color:blue">bartgm@upmc.edu</span></a></span><u></u><u></u></p>
<p class="MsoNormal"><b><span style="font-size:8.0pt;color:#0000cc"> </span></b><u></u><u></u></p>
<p class="MsoNormal"><i><span style="font-size:6.0pt;font-family:"Arial",sans-serif;color:red">This e-mail may contain confidential information of the sending
</span></i><u></u><u></u></p>
<p class="MsoNormal"><i><span style="font-size:6.0pt;font-family:"Arial",sans-serif;color:red">organization. Any unauthorized or improper disclosure, copying,
</span></i><u></u><u></u></p>
<p class="MsoNormal"><i><span style="font-size:6.0pt;font-family:"Arial",sans-serif;color:red">distribution, or use of the contents of this e-mail and attached
</span></i><u></u><u></u></p>
<p class="MsoNormal"><i><span style="font-size:6.0pt;font-family:"Arial",sans-serif;color:red">document(s) is prohibited. The information contained in this
</span></i><u></u><u></u></p>
<p class="MsoNormal"><i><span style="font-size:6.0pt;font-family:"Arial",sans-serif;color:red">e-mail and attached document(s)is intended only for the
</span></i><u></u><u></u></p>
<p class="MsoNormal"><i><span style="font-size:6.0pt;font-family:"Arial",sans-serif;color:red">personal and confidential use of the recipient(s) named
</span></i><u></u><u></u></p>
<p class="MsoNormal"><i><span style="font-size:6.0pt;font-family:"Arial",sans-serif;color:red">in original e-mail and attached document(s).</span></i><u></u><u></u></p>
<p class="MsoNormal"><u></u> <u></u></p>
</div>
</div>
</div></div></div>