Applying Machine Learning to Healthcare Outcomes Research

by Betsy Lane | Jul 16, 2019
Value in Health announced the publication of a high-level overview of machine learning for healthcare outcomes researchers and decision makers.

Global Experts Demonstrate Common Machine Methods in Value in Health

Lawrenceville, NJ, USA—July 16, 2019—Value in Health, the official journal of ISPOR—the professional society for health economics and outcomes research, announced today the publication of a high-level overview of machine learning for healthcare outcomes researchers and decision makers. The report, “Machine Learning for Health Services Researchers,” was published in the July 2019 issue of Value in Health.

Machine learning is a rapidly growing field that attempts to extract general concepts from large datasets, commonly in the form of an algorithm that predicts an outcome—a task that has become increasingly difficult to accomplish by humans because data volume and complexity has increased beyond what was capable with traditional statistics and desktop computers.

Machine learning methods may be useful to health service researchers seeking to improve prediction of a healthcare outcome with large datasets available to train and refine an estimator algorithm. Machine learning methods can help generalizable data-driven estimators when many covariates are being selected among and when the outcome of interest may be produced by complex nonlinear relationships and interaction terms.

In this report, the authors introduce key concepts for understanding the application of machine learning methods to healthcare outcomes research. They first provide an overview of machine learning, then identify 5 steps to developing and applying a machine learning algorithm (commonly referred to as a predictive model or estimator): (1) data preparation, (2) estimator family selection, (3) estimator parameter learning, (4) estimator regularization, and (5) estimator evaluation.

The report goes on to compare 3 of the most common machine learning methods: (1) decision tree methods that can be useful for identifying how different subpopulations experience different risks for an outcome, (2) deep learning methods that can identify complex nonlinear patterns or interactions between variables predictive of an outcome, and (3) ensemble methods that can improve predictive performance by combining multiple machine learning methods. Finally, the authors demonstrate the application of common machine methods to a simulated insurance claims dataset.

“While machine learning methods may be useful to health service researchers, they offer considerable challenges that are worth considering before engaging in a machine learning activity,” said author Patrick Doupe, PhD, Zalando SE, Berlin, Germany. “Specifically, they may be difficult to interpret (particularly for deep learning), difficult to glean mechanistic understandings from, and may require substantial investment of time and resources for computation. Nevertheless, improvements in hardware and cloud computing technologies have made machine learning methods increasingly accessible to healthcare outcomes researchers and healthcare organizations. With this article, we aim to lower the barriers to implementing machine learning methods.”

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ABOUT ISPOR
ISPOR, the professional society for health economics and outcomes research (HEOR), is an international, multistakeholder, nonprofit dedicated to advancing HEOR excellence to improve decision making for health globally. The Society is the leading source for scientific conferences, peer-reviewed and MEDLINE®-indexed publications, good practices guidance, education, collaboration, and tools/resources in the field.
Web: www.ispor.org | LinkedIn: www.linkedin.com/company/ispororg | Twitter: www.twitter.com/ispororg (@ISPORorg) | YouTube: www.youtube.com/ispororg | Facebook: www.facebook.com/ispororg | Instagram: www.instagram.com/ispororg

ABOUT VALUE IN HEALTH
Value in Health (ISSN 1098-3015) is an international, indexed journal that publishes original research and health policy articles that advance the field of health economics and outcomes research to help healthcare leaders make evidence-based decisions. The journal’s 2018 impact factor score is 5.037. Value in Health is ranked 4th among 81 journals in health policy and services, 5th among 98 journals in healthcare sciences and services, and 11th among 363 journals in economics. Value in Health is a monthly publication that circulates to more than 10,000 readers around the world.
Web: www.ispor.org/valueinhealth | Twitter: www.twitter.com/isporjournals (@IS

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  31. hasnain | Jan 02, 2021
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Here Clicking Here content content Continue Continue Continued Continued description description dig this dig this directory directory discover here discover here Discover More Discover More discover this discover this explanation explanation Extra resources Extra resources find find find here find here find more find more find more info find more info find ou find ou find out here find out here find this find this from this source from this source Full Article Full Article Full Report Full Report get more get more Get More Info Get More Info Go Here Go Here go now go now go right here go right here go to my blog go to my blog go to my site go to my site go to website go to website Going Here Going Here great site great site he said he said helpful hints helpful hints helpful sit helpful sit her explanation her explanation her response her response here here his response his response home home Home Page Home Page Homepage Homepage i loved this i loved this image source image source imp source imp source index index internet internet keywords: keywords: Learn Mor Learn Mor  like it  like it like this like this link link linked here linked here look at her look at her look here look here look these up look these up more more More Bonuses More Bonuses More Help More Help More hints More hints More Info More Info more information more information moved here moved here my blog my blog my company my company my explanation my explanation my link my link my response my response my site my site my sources my sources my website my website navigate here navigate here news news next next next page next page official site official site official source official source official website official website original site original site other other Our site Our site our website our website over here over here page page pop over here pop over here read read read here read here read more read more read review read review read the article read the article read this read this reference 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Here click now click now click over here click over here click reference click reference click resources click resources click site click site click this click this click this site click this site click to read click to read Clicking Here Clicking Here content content Continue Continue Continued Continued description description dig this dig this directory directory discover here discover here Discover More Discover More discover this discover this explanation explanation Extra resources Extra resources  find  find find here find here find more find more find more info find more info find out find out find out here find out here find this find this from this source from this source Full Article Full Article Full Report Full Report get more get more Get More Info Get More Info Go Here Go Here go now go now go right here go right here go to my blog go to my blog go to my site go to my site go to website go to website Going Here Going Here great site great site he said he said helpful hints helpful hints helpful site helpful site her explanation her explanation her response her response here here his response his response home home Home Page Home Page Homepage Homepage i loved this i loved this image source image source imp source imp source index index internet internet keywords: keywords: Learn More Learn More like it like it like this like this link link linked here linked here look at here look at here look her look her look these up look these up more more  More Bonuses  More Bonuses More Help More Help More hints More hints More Info More Info more information more information moved her moved her my blog my blog my company my company my explanation my explanation my link my link my response my response my site my site my sources my sources my website my website navigate here navigate here news news next next next page next page official site official site official sourc official sourc official website official website original site original site other other 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  32. Business Analytics Services | Jan 02, 2021

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  39. hasnain | Dec 30, 2020
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