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AI Doctor: The Rise of Artificial Intelligence in Healthcare - A Guide for Users, Buyers, Builders, and Investors

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Ronald M. Razmi

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“Using this technique, Baum et al constructed a forest that contained 1,000 decision trees and looked at 84 co-variates that may have been influencing patients' response or lack of response to the intensive lifestyle modifications program. These variables included a family history of diabetes, muscle cramps in legs and feet, a history of emphysema, kidney disease, amputation, dry skin, loud snoring, marital status, social functioning, hemoglobin A1c, self-reported health, and numerous other characteristics that researchers rarely if ever consider when doing a subgroup analysis. The random forest analysis also allowed the investigators to look at how numerous variables *interact* in multiple combinations to impact clinical outcomes. The Look AHEAD subgroup analyses looked at only 3 possible variables and only one at a time. In the final analysis, Baum et al. discovered that intensive lifestyle modification averted cardiovascular events for two subgroups, patients with HbA1c 6.8% or higher (poorly managed diabetes) and patients with well-controlled diabetes (Hba1c < 6.8%) and good self-reported health. That finding applied to 85% of the entire patient population studied. On the other hand, the remaining 15% who had controlled diabetes but poor self-reported general health responded negatively to the lifestyle modification regimen. The negative and positive responders cancelled each other out in the initial statistical analysis, falsely concluding that lifestyle modification was useless. The Baum et al. re-analysis lends further support to the belief that a one-size-fits-all approach to medicine is inadequate to address all the individualistic responses that patients have to treatment.”

AnalysisStatisticsMedical CarePatient CareData AnalyticsEhrClinical Decision SupportDiagnostic Reasoning
Book:Reinventing Clinical Decision Support: Data Analytics, Artificial Intelligence, and Diagnostic Reasoning
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“There are countless ingredients that make up the human body and mind, like all the components that make up me as an individual with my own personality. Sure, I have a face and voice to distinguish myself from others, but my thoughts and memories are unique only to me, and I carry a sense of my own destiny. Each of those things are just a small part of it. I collect information to use in my own way. All of that blends to create a mixture that forms me and gives rise to my conscience.”

ConsciousnessAwarenessSentienceGhost In The ShellGitsIndividualitycgo
Author:Mamoru Oshii
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“There is something about human beings that makes our 'love for the world' often look like hatred for it. Jesus said 'Do not think I have come to bring peace on earth. I have not come to bring peace but a sword.' (Matthew 10:34) He said a number of things. 'Love your enemies and pray for those who persecute you' (Matthew 5:44), for example. And "Put your sword back in it's place, for all who live by the sword will perish by the sword.' (Matthew 26:52) But for whatever reason - as a Calvinist I might propose our fallen state - human beings have found the obedience to the commandment to love one another modified by the statement I quoted first (which does not have the form of a commandment although it is taken to have the force of one). And it has inspired the response: 'Send me, Lord!' with far more passion and consistency than the commandment which tradition says is the last Jesus gave us: that we 'love one another' (John 15:17). As a consequence, Christians have often loved their enemies to death. Their enemies often being other Christians.”

JesusChristianityChristiansJesus QuotesLove Your Enemy
Author:Marilynne Robinson
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