<html xmlns:v="urn:schemas-microsoft-com:vml" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:w="urn:schemas-microsoft-com:office:word" xmlns:m="http://schemas.microsoft.com/office/2004/12/omml" xmlns="http://www.w3.org/TR/REC-html40">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=iso-8859-1">
<meta name="Generator" content="Microsoft Word 15 (filtered medium)">
<style><!--
/* Font Definitions */
@font-face
{font-family:"Cambria Math";
panose-1:2 4 5 3 5 4 6 3 2 4;}
@font-face
{font-family:Calibri;
panose-1:2 15 5 2 2 2 4 3 2 4;}
/* Style Definitions */
p.MsoNormal, li.MsoNormal, div.MsoNormal
{margin:0cm;
margin-bottom:.0001pt;
font-size:11.0pt;
font-family:"Calibri",sans-serif;
mso-fareast-language:EN-US;}
a:link, span.MsoHyperlink
{mso-style-priority:99;
color:#0563C1;
text-decoration:underline;}
a:visited, span.MsoHyperlinkFollowed
{mso-style-priority:99;
color:#954F72;
text-decoration:underline;}
p.msonormal0, li.msonormal0, div.msonormal0
{mso-style-name:msonormal;
mso-margin-top-alt:auto;
margin-right:0cm;
mso-margin-bottom-alt:auto;
margin-left:0cm;
font-size:12.0pt;
font-family:"Times New Roman",serif;}
span.E-postmall18
{mso-style-type:personal;
font-family:"Calibri",sans-serif;
color:windowtext;}
span.E-postmall19
{mso-style-type:personal-reply;
font-family:"Calibri",sans-serif;
color:#1F497D;}
.MsoChpDefault
{mso-style-type:export-only;
font-size:10.0pt;}
@page WordSection1
{size:612.0pt 792.0pt;
margin:70.85pt 70.85pt 70.85pt 70.85pt;}
div.WordSection1
{page:WordSection1;}
--></style><!--[if gte mso 9]><xml>
<o:shapedefaults v:ext="edit" spidmax="1026" />
</xml><![endif]--><!--[if gte mso 9]><xml>
<o:shapelayout v:ext="edit">
<o:idmap v:ext="edit" data="1" />
</o:shapelayout></xml><![endif]-->
</head>
<body lang="SV" link="#0563C1" vlink="#954F72">
<div class="WordSection1">
<p class="MsoNormal">Dear colleagues,<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><span lang="EN-US">WASP industrial PhD student Martin Lindvall is having his halftime seminar on Thursday, Jan 16, at 10:15-12:00. A halftime seminar is the equivalent of a licentiate seminar, where Martin will be presenting his ongoing
PhD work and discussing it with docent Ylva Fernaeus of KTH, our external discussant.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">You are kindly invited to learn more about how to design AI for professional use in medical diagnostics, and to be part of the conversation.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Venue:<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">KO301 (Campus Norrköping, Kopparhammaren 2, third floor, downstream end of building).<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Title:<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Designing for machine learning in medical image diagnostics -- Enabling efficient ensembles of professional medical practitioners and learning machines through interaction design<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Abstract:<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Advancements in machine learning (ML) has led to a dramatic increase in AI capabilities for medical diagnostic tasks. However, despite impressive technical advances, predictive algorithms are to a very small extent used
in healthcare today. A lack of design considerations and inefficient human-AI collaborations has been identified as a major factor limiting adoption in clinical settings.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Using a constructive design research approach, my work explores how we might design systems with ML components that aid clinical decision-making. Preliminary results are derived from experiments and experiences from four
projects, all aiming to produce novel interactive systems for or with ML components.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Preliminary contributions consist of identifying design challenges and suitable interaction strategies for human-ML collaboration at different stages of automatic support. Specifically, I present three works that address
challenges in designing for effective human-machine teaching and two in-progress works that address the challenge of designing interactions that afford successful collaborative strategies despite the uncertainty inherent in machine predictions.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Seminar material:<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Available at </span><a href="https://files.sectra.se/index.php/s/e2LJ92SdGFew2jy"><span lang="EN-US">https://files.sectra.se/index.php/s/e2LJ92SdGFew2jy</span></a><span lang="EN-US"> if you are interested in having a
look before the seminar.<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">All the best, and looking forward to seeing you there,<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US">Jonas Löwgren<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-fareast-language:SV">--------<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-fareast-language:SV">Media and Information Technology<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-fareast-language:SV">Linköping University, 601 74 Norrköping, Sweden<o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-fareast-language:SV"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="mso-fareast-language:SV"><a href="http://jonas.lowgren.info/"><span lang="EN-US">http://jonas.lowgren.info</span></a></span><span lang="EN-US" style="mso-fareast-language:SV"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US" style="mso-fareast-language:SV">mobile +46 7039 17854 :: zoom
</span><span style="mso-fareast-language:SV"><a href="https://liu-se.zoom.us/my/jonas.lowgren"><span lang="EN-US">https://liu-se.zoom.us/my/jonas.lowgren</span></a></span><span lang="EN-US" style="mso-fareast-language:SV"><o:p></o:p></span></p>
<p class="MsoNormal"><span lang="EN-US"><o:p> </o:p></span></p>
</div>
</body>
</html>