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(4)</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/05/ezgif.com-add-text-3.gif</image:loc><image:title>ezgif.com-add-text (3)</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/05/ezgif.com-add-text-2.gif</image:loc><image:title>ezgif.com-add-text (2)</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/05/ezgif.com-add-text-1.gif</image:loc><image:title>ezgif.com-add-text (1)</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/05/tumblr_m7fmdyrbie1r5lk54o2_500.gif</image:loc><image:title>tumblr_m7fmdyrbie1r5lk54o2_500</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/05/anigif_sub-buzz-20738-1511177655-1.gif</image:loc><image:title>anigif_sub-buzz-20738-1511177655-1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/05/tenor.gif</image:loc><image:title>tenor</image:title></image:image><lastmod>2019-11-04T02:45:41+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2019/02/25/half-a-million-x-rays-first-impressions-of-the-stanford-and-mit-chest-x-ray-datasets/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/02/chexpert-test-set2.png</image:loc><image:title>chexpert test set2</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/02/chexpert-previous-films.png</image:loc><image:title>chexpert previous films</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/02/chexpert-no-finding-1.png</image:loc><image:title>chexpert no finding</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/02/chexpert-original-labels.png</image:loc><image:title>chexpert original labels</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/02/download-1.jpg</image:loc><image:title>download</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/02/chexpert-no-finding-e1549343347177.png</image:loc><image:title>chexpert no finding</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/02/chexpert-test-set.png</image:loc><image:title>chexpert test set</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/02/giphy-2.gif</image:loc><image:title>giphy-2</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/02/giphy-1.gif</image:loc><image:title>giphy-1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/02/giphy.gif</image:loc><image:title>giphy</image:title></image:image><lastmod>2020-11-25T19:11:59+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2019/01/21/medical-ai-safety-doing-it-wrong/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/01/2vt4ptrezdygm6ytbuyla7_x_0m-e1548063474494.png</image:loc><image:title>2vt4ptrezdygm6ytbuyla7_x_0m</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/01/michael-lewis-moneyball-daniel-kahneman-amos-tversky-01.jpg</image:loc><image:title>michael-lewis-moneyball-daniel-kahneman-amos-tversky-01</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/01/bite-back-final.gif</image:loc><image:title>bite back final</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/01/blackbox-e1548060218232.jpg</image:loc><image:title>blackbox</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/01/iron-man-crash.gif</image:loc><image:title>iron-man-crash</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/01/rlup.gif</image:loc><image:title>rlup</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/01/volvo-drive-me-1.0.0.gif</image:loc><image:title>volvo-drive-me-1.0.0</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/01/giphy-e1548037726448.gif</image:loc><image:title>giphy</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/01/cad-clin-trial.jpg</image:loc><image:title>cad clin trial</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2019/01/cad.png</image:loc><image:title>cad</image:title></image:image><lastmod>2019-02-27T10:16:52+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2018/07/11/medical-ai-safety-we-have-a-problem/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/07/pe-babylon1.png</image:loc><image:title>PE babylon</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/07/pe-babylon.png</image:loc><image:title>PE babylon</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/07/ezgif-5-2d99737db1.gif</image:loc><image:title>ezgif-5-2d99737db1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/07/giphy1.gif</image:loc><image:title>giphy1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/07/200.gif</image:loc><image:title>200</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/07/risk-spectrum-e1531138714876.png</image:loc><image:title>risk spectrum</image:title></image:image><lastmod>2018-08-09T17:27:01+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2017/05/03/the-end-of-human-doctors-understanding-automation/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/05/adelaide-scans-ordered-by-effort.png</image:loc><image:title>adelaide scans ordered by effort</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/05/agriculture22.png</image:loc><image:title>agriculture2</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/05/pu5qrr27nehvgvp7dez4dfejl3gdrczt_hq-e1493809986299.jpg</image:loc><image:title>pu5qrr27nehvgvp7dez4dfejl3gdrczt_hq</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/05/elevenmrclever.jpg</image:loc><image:title>elevenmrclever</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/05/drawdeath.jpg</image:loc><image:title>drawdeath</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/05/9-laydownyourburdens.png</image:loc><image:title>9-laydownyourburdens</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/05/picture1.png</image:loc><image:title>picture1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/05/chart_manufacturing_jobs_as_percent_of_usa_jobs.png</image:loc><image:title>chart_manufacturing_jobs_as_percent_of_usa_jobs</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/05/imaging-utilization.png</image:loc><image:title>imaging utilization</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/05/world-map-ct-scanners.png</image:loc><image:title>world map CT scanners</image:title></image:image><lastmod>2019-10-23T04:37:23+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2018/06/05/explain-yourself-machine-producing-simple-text-descriptions-for-ai-interpretability/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/06/saliency-combo-viz-olah.png</image:loc><image:title>saliency combo viz olah</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/06/saliency-words-e1528161193111.png</image:loc><image:title>saliency words</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/06/class_activation_maps.png</image:loc><image:title>class_activation_maps</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/06/supp_fig_3.png</image:loc><image:title>supp_fig_3</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/06/supp_fig_2-e1528158867943.png</image:loc><image:title>supp_fig_2</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/06/supp_fig_1.png</image:loc><image:title>supp_fig_1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/06/explain-table-3.png</image:loc><image:title>explain table 3</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/06/explain-table-2.png</image:loc><image:title>explain table 2</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/06/explain-table-1.png</image:loc><image:title>explain table 1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/06/examples2_small1-e1528157153169.png</image:loc><image:title>examples2_small</image:title></image:image><lastmod>2024-12-01T22:42:38+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2018/04/30/the-unreasonable-usefulness-of-deep-learning-in-medical-image-datasets/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/laterals.png</image:loc><image:title>laterals</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/file-explorer.png</image:loc><image:title>file explorer</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/frontal-vs-rotated.png</image:loc><image:title>frontal vs rotated</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/xray.jpg</image:loc><image:title>xray</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/cxr14-inversion.png</image:loc><image:title>cxr14 inversion</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/other-cxr14-errors1.png</image:loc><image:title>other cxr14 errors</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/not-frontals.png</image:loc><image:title>not frontals</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/rotated-chests.png</image:loc><image:title>rotated chests</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/cxr14-borders.png</image:loc><image:title>cxr14 borders</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/hips-helper-functions.png</image:loc><image:title>hips helper functions</image:title></image:image><lastmod>2019-01-03T06:48:16+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2018/04/10/post-doc-and-phd-positions-for-deep-and-reinforcement-learning-in-medical-images/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/image-adapt-1663-medium.jpg</image:loc><image:title>image-adapt-1663-medium</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/adelaide-medical-precinct.png</image:loc><image:title>adelaide medical precinct</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/csrankings-cv.png</image:loc><image:title>csrankings cv</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/04/uniadlcompetitions.png</image:loc><image:title>uniadlcompetitions</image:title></image:image><lastmod>2018-11-19T21:59:27+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2018/03/12/the-first-ai-disruption-in-medicine-might-not-be-radiology/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/arizonan-physician.png</image:loc><image:title>arizonan physician</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/cars-driven-california.png</image:loc><image:title>cars driven california</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/1400x-1.png</image:loc><image:title>1400x-1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/dvfukf7u8aa1k-y.jpg</image:loc><image:title>dvfukf7u8aa1k-y</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/adobestock_138331970-2_0.jpeg</image:loc><image:title>self driving electronic computer cars on road</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/sj-ah188_16lede_g_20140314185111.jpg</image:loc><image:title>sj-ah188_16lede_g_20140314185111</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/wallpaper2you_75278.jpg</image:loc><image:title>wallpaper2you_75278</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/source.gif</image:loc><image:title>source</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/cars-3-crash.gif</image:loc><image:title>cars-3-crash</image:title></image:image><lastmod>2019-03-17T19:58:02+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2018/01/07/the-philosophical-argument-for-using-roc-curves/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/table-2.png</image:loc><image:title>table 2</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/table-1.png</image:loc><image:title>table 1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/roc13.png</image:loc><image:title>roc1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/fig5.gif</image:loc><image:title>fig5</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/fig-3-1.gif</image:loc><image:title>fig-3-1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/fig-2-11.gif</image:loc><image:title>fig-2-1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/roc12.png</image:loc><image:title>roc1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/threshold2.png</image:loc><image:title>threshold2</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/threshold1.png</image:loc><image:title>threshold1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/base1.png</image:loc><image:title>base</image:title></image:image><lastmod>2019-01-28T16:44:32+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2018/01/24/chexnet-an-in-depth-review/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/a88cd-14aixjqumxr1cz0ohbcrz8w.png</image:loc><image:title>a88cd-14aixjqumxr1cz0ohbcrz8w</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/chest-xray-777x437.jpg</image:loc><image:title>chest-xray-777x437</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/f.png</image:loc><image:title>f</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/proc-chex3.png</image:loc><image:title>proc chex3</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/proc-chex2.png</image:loc><image:title>proc chex2</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/proc-chex.png</image:loc><image:title>proc chex</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/ctfgcyl.gif</image:loc><image:title>ctfgcyl</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/dc4f72af9a906379c6c82d8eeda8c7603838cefbafd0487b8e63258a2dfa6306.gif</image:loc><image:title>dc4f72af9a906379c6c82d8eeda8c7603838cefbafd0487b8e63258a2dfa6306</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/chex-v3.png</image:loc><image:title>chex v3</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2018/01/okaylove06-00184.jpg</image:loc><image:title>OkayLove06-00184</image:title></image:image><lastmod>2018-12-30T18:27:56+00:00</lastmod><changefreq>monthly</changefreq></url><url><loc>https://laurenoakdenrayner.com/2017/12/06/do-machines-actually-beat-doctors-roc-curves-and-performance-metrics/</loc><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/deepradnet-prevalence.png</image:loc><image:title>deepradnet prevalence</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/m_joi160132f1.png</image:loc><image:title>m_joi160132f1</image:title></image:image><image:image><image:loc>https://laurenoakdenrayner.com/wp-content/uploads/2017/12/chexnet-rocch.png</image:loc><image:title>chexnet 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