The More Data You Have, The Further You Are From The Truth- Big Data Paradox in Medicine
The More Data You Have, The Further You Are From The Truth- Big Data Paradox in Medicine

The More Data You Have, The Further You Are From The Truth- Big Data Paradox in Medicine

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<p>Dr Pavlos Msaouel: https://faculty.mdanderson.org/profiles/pavlos_msaouel.html 0:00 Pretext and context MD Anderson Cancer Center 1:42 The Early Experiences That Shaped Dr Msaouel 3:39 The System of Cancer Research In the United States 5:25 FDA Drug Approvals and Special Designations For Oncology 11:09 A trade-off in our current system 12:35 Whoops 😞 I misspoke 14:35 Randomized trials are not supposed to be representative of a population 18:10 Inference for the treatment of Katie Coleman (metastatic oncocytoma) 25:12 It is much more valuable to refute hypotheses than to confirm them 28:05 All Models Are Wrong, But Some Are Useful 30:05 Recasting the Bias-Variance Trade-off as the Patient Relevance-Robustness Trade-off 33:38 High Relevance, Low Robustness: Subjective Bayes 34:46 High Robustness, Low Relevance: Pure Randomization 41:47 Signal To Noise Ratio 45:49 The Big Data Paradox 53:41 How the Big Data Paradox fits in with Katie Coleman&#39;s case 54:33 How the Big Data Paradox fits in with other branches of medicine 57:54 How do we rectify subjectivity in The Truth? 01:00:43 How do we address the problems introduced by the Big Data Paradox? 01:04:21 Duality in nature and a Twitter argument re: the Evidence-Based Deep Medicine Iceberg 01:07:03 Why the ideas coming from MD Anderson are coming from MD Anderson 01:09:39 Where you can find Dr Msaouel Dr Msaouel: https://twitter.com/PavlosMsaouel Heme Review: https://twitter.com/HemeReview</p> <p>Produced by <a href="https://studio.youtube.com/channel/UCKOvOaJv4GK-oDqx-sj7VVg">⁠ @chubbyemu ⁠</a> Production Assistant: Nick Brown Secret channel: <a href="https://studio.youtube.com/channel/UCW0YagL5ddTqaHonVHmiQuA"> @BigEmus </a> Cancer Patient Speaks With Her Oncologist ► https://youtu.be/Nddft_nc3Yc A Woman Had A Headache Lasting 3 Days (Katie&#39;s case) ► https://www.youtu.be/i9fLEvgZzRE References: Stephen Senn. Statistical Issues in Drug Development. Why representativeness should be avoided. https://academic.oup.com/ije/article/42/4/1012/656034 Commen

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