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"b^l\@W(_Bέf?Gs*^xr*ʡmrdic-\>+D,0_8E4s.m[X|ˇÜ~hR88 \1~ߦsJ>rXQUf,dh6(t,U0Znn– HZr /~ :Z<X-jjIq/L2$3?*xZѹC v2ڤf@ɣ; W#ugA6+cR1BIW,.<9OrSL~u]Ŧ)r NNƠc1_Yjͣ7+t ?>"J-*]?,_xsb6zɈګTYY CR,Ex-?ʾmdQlXZ?+}֏"oeb;Z׼{z s 0' 4C#KZ,H۟pc+<ҷ CA܉&vy^U IXP̏O\ugŢs jK2x{'WVs 3 =nbs^dcaUd wttұ &V{:{j8{ s{wX/ As!ȂV\}U9' TAyi$Cs1ޟx/?HsV9Ɲ;s\-,Nn}ZP eЕy'9":ѽ5%_^TûBffYlߧmb>ك|O\d ~5/څ;ϼOWNv,b"99=i\g7Y>IͳL|xY?gN6 ,c1BNf['sj'9 ]8N?WF_LrwLɺs-)/K# ܴx (kߧIwul &f<~k>wݴrp!{&QTd(ߧܫiqy\ ?ȅGb_5xY㵽4>e\x'waVsz@K=”a!Lsw{@/C$\/K_VX݄:*Y}Y;j\]÷wC{"1…JX#oWg~oozfLsƄOgx>ҜnF/Br׊|cO1^b׌ﯿ`zΙLSv\A{>KO fG>R;|.wot׈OƐBTT5 endstream endobj 24 0 obj << /Type /StructElem /S /Part /P 8 0 R /Pg 7 0 R /K [25 0 R 26 0 R 27 0 R 28 0 R 29 0 R 30 0 R 31 0 R 32 0 R 33 0 R 34 0 R 35 0 R 36 0 R 37 0 R 38 0 R 39 0 R 40 0 R 41 0 R 42 0 R 43 0 R 44 0 R 45 0 R 46 0 R 47 0 R] >> endobj 25 0 obj << /Type /StructElem /S /Figure /P 24 0 R /Pg 7 0 R /K [15] >> endobj 26 0 obj << /Type /StructElem /S /H5 /T (School of Health Information Science Seminar Series:) /E (School of Health Information Science Seminar Series:) /Pg 7 0 R /K [7] >> endobj 27 0 obj << /Type /StructElem /S /H2 /T (Beyond Accuracy: Evaluating Real-World Impact of Healthcare AI) /E (Beyond Accuracy: Evaluating Real-World Impact of Healthcare AI) /Pg 7 0 R /K [2] >> endobj 28 0 obj << /Type /StructElem /S /H3 /T (Speaker: ) /E (Speaker: ) /Pg 7 0 R /K [5] >> endobj 29 0 obj << /Type /StructElem /S /H1 /T (Niels Peek) /E (Niels Peek) /Pg 7 0 R /K [9] >> endobj 30 0 obj << /Type /StructElem /S /P /E (Professor of Data Science and Healthcare Improvement, THIS Institute, University of Cambridge) /Pg 7 0 R /K [8] >> endobj 31 0 obj << /Type /StructElem /S /Figure /P 24 0 R /Pg 7 0 R /K [16] >> endobj 32 0 obj << /Type /StructElem /S /Figure /P 24 0 R /Pg 7 0 R /K [17] >> endobj 33 0 obj << /Type /StructElem /S /H1 /T (Oct 29 on Zoom) /E (Oct 29 on Zoom) /Pg 7 0 R /K [0] >> endobj 34 0 obj << /Type /StructElem /S /Figure /P 24 0 R /Pg 7 0 R /K [18] >> endobj 35 0 obj << /Type /StructElem /S /Figure /P 24 0 R /Pg 7 0 R /K [19] >> endobj 36 0 obj << /Type /StructElem /S /H1 /T (10:00am PT) /E (10:00am PT) /Pg 7 0 R /K [6] >> endobj 37 0 obj << /Type /StructElem /S /Figure /P 24 0 R /K [85 0 R 20] /Pg 7 0 R >> endobj 38 0 obj << /Type /StructElem /S /H4 /T (Beyond Accuracy: Evaluating Real-World Impact of Healthcare AI) /E (Beyond Accuracy: Evaluating Real-World Impact of Healthcare AI) /Pg 7 0 R /K [11] >> endobj 39 0 obj << /Type /StructElem /S /P /E (This presentation explores the complex challenges of evaluating the real-world impact of AI in healthcare, which differ fundamentally from traditional medical intervention assessments. Using Enrico Coiera's information value chain framework, we examine why technical performance metrics \(such as algorithm accuracy\) do not automatically translate to improved clinical outcomes, as algorithm accuracy represents only one component of complex healthcare delivery systems. Further challenges relate to fact that many AI applications create entirely new capabilities with no comparable predecessors, making it difficult to establish appropriate control conditions, and the rapid evolution of AI technology, rendering traditional randomised controlled trials too slow to be valuable for policymakers. 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