Insights from Sustainable Innovations

Insights, news and opinions

CHAI Analytics is now Sustainable Innovations

The CHAI Analytics brand is about the intrinsic qualities of our organisation, not just the colours of our logo. We still believe in the philosophy of open data, enabling crowdsourcing…

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How improved #analytics can improve NHS waiting times https://www.consultancy.uk/news/33801/how-improved-analytics-can-improve-nhs-waiting-times via @Consultancy_uk #DataAnalytics #patientflow

Collaboration between the NHS and high street pharmacies such as @BootsUK could transform the delivery of healthcare services by personalising care, suggested keynote speakers at #Rewired23.
https://www.digitalhealth.net/2023/03/uk-has-unique-opportunity-to-share-data-and-improve-populations-health
#NHS #DataSharing

🎊 Come and catch the #REWIRED23 keynote: Delivering Integrated Digital Imaging Across Multiple Organisations on the #clinical #imaging stage with our panel: @Chris_SectraUK @rijan44 and @RJHilsenrath

“Technology needs to adapt to #clinical workflows.” - Lorraine Foley, our PRSB, recently wrote for @digitalhealth2 on how we can accelerate #DigitalTransformation: https://hubs.li/Q01GbXlk0 #healthcare #SocialCare

Responsible #AI is the future of #healthcare – but it could also help tackle the urgent challenges of today http://www.digitalhealth.net/2023/03/responsible-ai-is-the-future-of-healthcare-but-it-could-also-help-tackle-the-urgent-challenges-of-today/ #patientoutcomes @TektologyHealth #ethicalAI #Productivity

Thousands of patients to benefit from quicker diagnosis and more accurate tests from ground-breaking #AI research https://www.gov.uk/government/news/thousands-of-patients-to-benefit-from-quicker-diagnosis-more-accurate-tests-from-ground-breaking-ai-research

#Predictiveanalytics can help us tailor treatments to each patient's unique needs, leading to better patient outcomes, lower healthcare costs, and a more efficient healthcare system. https://www.forbes.com/sites/forbestechcouncil/2023/02/21/the-crucial-role-of-predictive-analytics-in-precision-medicine

Is the future of healthcare #SmartHospitals? Breakthroughs in medicine and technology are delivering improved patient experiences through digital analytics, AI, and telehealth solutions. #HealthcareInnovation #healthtech https://www.htworld.co.uk/news/smart-hospitals-are-the-key-to-unlocking-the-next-era-of-healthcare/?utm_source=substack&utm_medium=email @NewCourse_QI @SustainableIno

#Rewired 2023 programme explores the future of UK #digitalhealth https://www.digitalhealth.net/2023/02/rewired-2023-programme-explores-the-future-of-uk-digital-health Looking forward to it!

Explore #AI, #Data and #Analytics at Digital Health #Rewired 2023 https://www.digitalhealth.net/2023/02/explore-ai-data-and-analytics-at-digital-health-rewired-2023/

Thought-provoking article from the World Economic Forum on the impact of COVID-19 on #healthdata, highlighting the importance of data in fighting the pandemic, and how it can help shape a better future.
https://www.weforum.org/agenda/2023/02/covid-data/
#CovidData #DataScience #FutureOfData

In the next three years, the average volume of new healthcare data for each patient is expected to exceed 1 terabyte and unlocking its full potential will aid in achieving global health - https://www.openaccessgovernment.org/why-connected-patient-data-key-transforming-global-health-outcomes/152694 #healthdata #patientdata

A crisis can shine a spotlight on whether governments are mobilising data effectively, write Sir Geoff Mulgan and Oliver Marsh of the International... https://www.ukauthority.com/articles/the-covid-crisis-lessons-for-data-use-in-government/ #healthdata #COVID19 #datagovernance

Predictive analytics tools prove to be highly accurate in detecting pediatric #autism, opening up opportunities for earlier intervention and better outcomes for children and families. #healthtech #pediatrics 💻🧠https://healthitanalytics.com/news/predictive-analytics-tools-accurately-detect-pediatric-autism

UK Gov releases strategy to prioritise digitalisation in healthcare diagnostics, aiming to improve patient outcomes and efficiency. https://www.ukauthority.com/articles/strategy-sets-priorities-for-digital-in-healthcare-diagnostics/ #HealthcareDiagnostics #Digitalization #PatientCare #Efficiency #Innovation #ArtificialIntelligence @TektologyHealth

"Improve patient safety in surgical procedures with better data collection." This article highlights the importance of accurate #data and how it can lead to better #patientoutcomes Check it out: https://www.digitalhealth.net/2023/01/better-data-collection-could-improve-patient-safety-in-surgical-procedures/ #patientSafety #surgery #datacollection

Data management is crucial in healthcare, but we can learn a lot from other industries too. From #manufacturing to #retail, these 3 key lessons from @medcitynews can help us streamline our processes and improve patient outcomes. #healthcaredata https://medcitynews.com/2023/01/3-data-management-lessons-healthcare-should-learn-from-other-industries/

Are machine learning algorithms in healthcare living up to their promise? This article from @HealthITNews explores the challenges and limitations of using these tools in the clinical setting. #healthtech #machinelearning #predictiveanalytics https://www.healthcareitnews.com/blog/perspective-physicians-should-be-sole-decision-makers

📢 Delighted to share some key learnings from the #ICODA #healthdata research studies that made significant contributions to the #COVID19 response. #datasaveslives

Read more: https://hubs.li/Q01ypTqs0

@hdr_global @CityUHongKong @MRC_Uganda @fiocruz

"The more voice that we can give patients in our medical records, the better" @HoutrowMDPhDMPH speaks with @STATNews about how tech could bring a fuller picture of living with a disability to health records & improve quality of life. READ the interview: https://bit.ly/3ivhkiu

Have you experienced the impact of poor data quality in #healthcare? How do you ensure data quality in your organisation?
#dataprivacy #healthcarequality #datamanagement #datagovernance #healthcaredata https://sustainableinnovations.io/insight/data-quality

Around 30% of all #data generated comes from the #healthcare industry, and it's expected to keep growing at a rapid pace. But many companies are missing out on the opportunities this offers because the data itself is not being used effectively.... https://pharmaphorum.com/r-d/connected-customer-data-a-golden-opportunity-for-pharma-marketers/

NHS digital apps’ data could reduce #health inequality http://www.digitalhealth.net/2023/01/nhs-digital-apps-data-could-reduce-health-inequalities #healthdata @NewCourse_QI @SustainableIno

Top 10 #dataprivacy and #cybersecurity stories of 2022 https://www.healthcareitnews.com/news/top-10-cybersecurity-stories-2022 via @HealthITNews

Hospitals can model various surges using what-if scenarios, #predictiveanalytics, and #machinelearning to improve their hospital supply chain forecasts
http://ow.ly/7Aat50McYkH

On behalf of the team here, we would like to wish all colleagues, customers, family and friends, a peaceful Christmas🎄 Here's to 2023!

In search of ways to refine their investment decisions, firms are increasingly using #predictiveanalytics to help them weigh up all the potential opportunities and threats. https://www.raconteur.net/digital-transformation/why-predictive-analytics-could-be-a-crystal-ball-for-businesses/

Sunak tells NHS to embrace robot workers as it prepares to sack staff https://www.telegraph.co.uk/business/2022/11/21/sunak-tells-nhs-embrace-robot-workers-prepares-sack-staff/ #NursesStrike #AI

The Open Data Institute has been working on sharing best practice in order to improve sustainability data. Getting consistency and quality out of that data still poses a challenge. http://www.icaew.com/insights/viewpoints-on-the-news/2022/dec-2022/improving-the-quality-of-sustainability-data #healthdata

NHS England’s Transformation Directorate has announced the allocation of £13.5 million to support the development of a network of secure data environments (SDEs) for the health service. https://www.ukauthority.com/articles/nhs-england-to-fund-secure-data-environments/

Analytics is essential for data-driven organisations to make decisions, but #predictiveanalytics and simulations are key for understanding future trends and determining optimal responses. https://www.techtarget.com/searchbusinessanalytics/tip/Simulation-and-predictive-analytics-boost-forecast-capabilities #digitalhealth #healthdata

Companies can leverage data to identify risks and alleviate health disparities within their workforce and make use of #predictiveanalytics to help employees navigate chronic conditions. @Cigna http://newsroom.cigna.com/vitality-reimagining-employee-wellness #staffwellbeing @NewCourse_QI

How a population #dataset and predictive risk analytics underpinned Wirral’s social media health campaign http://www.digitalhealth.net/2022/11/how-a-population-data-set-and-predictive-risk-analytics-underpinned-wirrals-social-media-health-campaign #PredictiveAnalytics

How do we use the data we’re collecting in a way that makes sense to us? And what exactly is that data?https://www.openaccessgovernment.org/using-big-data-predict-demand-local-services/148342 #bigdata #PredictiveAnalytics #publicservices

According to the Refiniv Survey, 66% of respondents said that poor #DataQuality affects their ability to deploy #MachineLearning and #ArtificialIntelligence technologies.❗🖥️

#Data #DataScience #AI AINews #DataScientist #Coding

http://ow.ly/g3LY50LL905

Fascinating read from @bmj_latest on how data is desperately needed on sexual harassment and abuse in the health sector. Without data, our response will not be appropriately informed or targeted. #DataSavesLives Read it HERE: https://bit.ly/3f9Yf3D

Should the World Health Organization intervene on social networks and other organic platforms that are providing health information? And, if so, how? https://healthpolicy-watch.news/what-role-should-the-who-play-in-regulating-digital-health-access-and-information/ #digitalhealth #healthapps #healthinformation

What is a Smart Hospital? https://blogs.nvidia.com/blog/2022/11/22/what-is-a-smart-hospital/ @SustainableIno @TektologyHealth

While Twitter is a company with an evident need for ethical, accountable machine learning, any type of data-driven company could experience inadvertent consequences if they don't thoughtfully implement machine learning. #ethicalAI #Twitter https://www.inc.com/ben-sherry/elon-musk-twitter-firings-ethical-ai-artificial-intelligence.html

Diseases have no borders, so why should EU patients? @euronewsnext asks the big questions about sharing #HealthData internationally. More HERE: https://bit.ly/3C1DGiU #DataSavesLives

5 ways to use predictive insights to get the most from your data

https://bit.ly/3Wve6uV

#PredictiveAnalytics #ArtificialIntelligence

Workflow in the Ford hospital: https://a.co/d4oneG3

“As the new frontier in healthcare, predictive analytics takes data around unique groupings of patients to identify their health needs." https://www.healthcareitnews.com/news/fast-tracking-digital-transformation #healthdata #predictiveanalytics

Join @tomazgornik, @ukpenguin and @jpieraj this afternoon at 14.45 CET as they discuss the potential of OpenEHR to support #healthcare data assets in areas such as new models of care, the future hospital and improved outcomes. http://ehin.no/2022/sessions/x-box-5/ #openehr

🗣️Share your thoughts to help shape the #AIStandardsHHub's priorities. Its evolution will be a community-driven process. We've set up an online #forum dedicated to discussions that will help shape the Hub’s priorities going forward. Join the conversation!
https://tinyurl.com/5yc2dzuy

The public sector needs to do more to protect itself from #CyberSecurity attacks https://www.openaccessgovernment.org/public-and-private-sector-cooperation-is-vital-in-controlling-cybersecurity-threats/146808/ #NHS

"#Data is incredibly powerful when it comes to helping us make decisions about changes to care pathways or the allocation of resources and it really is true that PCNs hold the Crown Jewels of NHS data." https://www.pulsetoday.co.uk/pulse-pcn/how-to-look-at-data/ #healthdata #pcn #nhs @openEHR

“Al will not replace doctors but instead will augment them, enabling physicians to practice better medicine with greater accuracy and increased efficiency.” https://www.datasciencecentral.com/challenges-to-successful-ai-implementation-in-healthcare/ #medicalimaging #radiology #ai @AIinHealthcare

Figures released by @TheAACE in September show some of the worst patient handover data the NHS has ever reported. How can we improve this #patientflow? https://www.nhsconfed.org/articles/ambulance-handovers-and-discharge-promise

Leveraging #predictiveanalytics by using #AI for early detection can be a powerful tool for targeted public health interventions, especially in the context of limited healthcare capacity outside of urban centres - https://www.weforum.org/agenda/2022/10/ai-in-healthcare-india-trillion-dollar/ @AIHealth1 @AIinHealthcare @aiinhealth

What are the barriers preventing widespread use of data and data science across the NHS in England?

Limited linking of patient data continues to be a key issue. Our long read outlines some possible approaches to address the current challenges.

https://www.health.org.uk/publications/long-reads/how-better-use-of-data-can-help-address-key-challenges-facing-the-nhs?utm_source=twitter&utm_medium=organic_social&utm_campaign=data2022

💉 Life sciences companies are under increasing pressure to drive operational cost savings.
💰 Opportunities exist to more effectively utilize trade data to drive cost savings and more effective supply chains.
Learn more in Rick Fonte's latest blog. http://spr.ly/6011Mo4Tb

Really excited to be speaking at #HIMSS22ME talking about the key use cases for AI in healthcare
Thank you for the invitation to speak @welshlisa !

So yes thats a Saudi Jeddah/Riyadh tag team - Can Not Wait 😁😇

Businesses increasingly rely on #artificialintelligence systems to make decisions. But how do these models derive their conclusions? What data do they use? And can we trust the results? https://mck.co/3SqyNp4 via @McKinsey #explainableAI

All the latest #digitalhealth news from @digitalhealth2 -
https://www.digitalhealth.net/2022/10/digital-healths-monthly-roundup-of-contracts-and-go-lives-20/ @BupaUK @babylonhealth @InterSystemsUKI

We're so proud to be listed as one of the 'ones to watch' in this year's Digital Playbook from @tradegovuk, a select group of companies which represent the very best in UK healthcare. Ad astra! https://eu.eventscloud.com/ehome/200208923/first-100-digital/

.@seattlechildren's Hospital has cloned itself; a digital twin leverages #predictiveanalytics in #healthcare to test new processes to streamline hospital operations and save resources. https://revcycleintelligence.com/features/predictive-analytics-streamline-hospital-operations-at-seattle-childrens/

“Health data is the new oil. [It] is the fuel that powers dynamic innovations that lead to health management and simplify the navigation of the healthcare journey.” READ the @Forbes article on how #HealthData is driving a business revolution here: https://bit.ly/3PJNO4a

In healthcare, AI is changing the patient experience, how clinicians practice medicine, and how the pharmaceutical industry operates. #predictiveanalytics #ArtificialIntelligence #pharma @AIinHealthcare @AIHealth1 https://ehealth.eletsonline.com/2022/10/artificial-intelligence-redefining-the-healthcare-model/

Future health systems must "shift towards a more outcome-focused, equitable health system to ensure every person everywhere has access to care to realise their full health potential." http://healthcareitnews.com/news/asia/personalising-care-through-digitally-enabled-care-models/ #HIMSS #healthdata #DataAnalytics #predictiveanalytics
@TektologyHealth

This week Luke Smith looks at how telehealth has developed in recent years and what you can do to help protect your medical and health information

#cybersecurity #security #telehealth #dataprotection #medicaldata #health #medical

https://cybersecurity-magazine.com/cybersecurity-in-telehealth-protecting-your-information-as-a-patient/

'Integrating the Healthcare Enterprise' is among the initiatives helping health sector to better connect with the market. https://www.euronews.com/next/2022/09/29/how-is-the-eu-healthcare-sector-preparing-for-the-digital-revolution #healthdata #healthcare #digitalhealth

Digital twins: personalised pharmaceuticals, preventative medicine, and the future of healthcare. https://www.healthtechdigital.com/digital-twins-personalised-pharmaceuticals-preventative-medicine-and-the-future-of-healthcare/ #Digitalhealth #Healthtech #NHS #NHSX #TECHNOLOGY

1. How can #healthcare leaders contribute to building a sustainable health ecosystem?
2. How can #healthtech enable more valuable health programs?
3. While working to build evidence for the effectiveness of technology, what are the safe bets?
http://www.forbes.com/sites/forbescommunicationscouncil/2022/09/27/building-the-ideal-health-technology-ecosystem/?sh=7497dfaba052

Analytics play a critical role in #digitaltransformation. Here's how to start. via @businessinsider #tech #AI #machinelearning #predictiveanalytics https://www.businessinsider.com/sc/how-businesses-can-start-using-ai-to-help-customers-2020-10?utmSource=twitter&utmContent=referral&utmTerm=topbar&referrer=twitter

“Initially, national health information systems struggled to provide accurate, timely data for COVID-19 dashboards. We were flying the plane as we were building it.” https://www.who.int/europe/news/item/20-09-2022-simplicity--transparency-and-trust---essential-in-health-data-reporting #healthdata @SustainableIno

#EHR usability needs improvement to move towards new, standardised EHR data elements to document and assess care communication and coordination. https://ehrintelligence.com/news/improved-ehr-usability-needed-to-support-care-coordination-communication @NewCourse_QI @TektologyHealth

Is managed care better able to address #SDOH and health disparities? We explore the 7 benefits of #ManagedCare & how leveraging #PredictiveAnalytics and #AI can support health equity. https://bit.ly/3xCox4T

“The analytics technology landscape has become extraordinarily heterogeneous. We are dealing with a problem of choice, and there are so many choices." https://healthitanalytics.com/news/how-high-performing-teams-advance-healthcare-analytics-capabilities #healthdata #dataanalytics

The amount of digital health information is rapidly growing. It can and should be used to improve the quality of #healthcare. But just having a lot of data isn't enough... https://hbr.org/2022/09/how-to-use-digital-health-data-to-improve-outcomes #healthdata #dataquality

How digital transformation is driving action in healthcare - via @wef - https://www.weforum.org/agenda/2022/09/health-information-system-digital-transformation-healthcare/ #healthcare #healthdata #dataquality

Some excellent guidance has been published about use of #ai algorithms from @NHSEngland. Worth a read!

https://transform.england.nhs.uk/information-governance/guidance/artificial-intelligence/

📺 #HIMSSTV at #HIMSS22

@medicompdoc weighs in on how presenting relevant patient data per condition to clinicians can help improve patient care.

#Interoperability #HealthData

We’ve already seen how the metaverse will change our workplaces, our social lives, and how we do business. But what will it do for healthcare? https://www.htworld.co.uk/news/ready-patient-one-the-healthcare-metaverse-is-coming/ #Metaverse #healthcare

AI to the rescue: how radiology can get a grip on patient data https://www.healthcareitnews.com/news/emea/ai-rescue-how-radiology-can-get-grip-patient-data via @HealthITNews

Among the Goldacre Review’s observations is the “unfathomable depth and potential” of the data the NHS has access to. But this comes with the challenge of managing it to ensure it is useable, stored safely, and properly communicated... https://www.digit.fyi/leader-insights-unlocking-the-uks-healthcare-data-potential/ #healthdata #data

Harnessing Real World Data is vital to improve health care in the 21st century. Our new paper outlines challenges and recommendations for high quality research using #digital health records.
@ImperialBRC @ARC_NWL @FaisalLab @Imperial_iCARE
https://www.frontiersin.org/articles/10.3389/fdgth.2022.940330/full?&utm_source=Email_to_authors_&utm_medium=Email&utm_content=T1_11.5e1_author&utm_campaign=Email_publication&field=&journalName=Frontiers_in_Digital_Health&id=940330

The use of #AI is revolutionising the delivery of #healthcare, but its use comes with significant ethical challenges that cannot be ignored, the most important of which involve #bias and informed consent. https://www.healthcareittoday.com/2022/08/09/how-to-mitigate-ethical-challenges-of-ai-driven-healthcare/ @SustainableIno #ethicalAI

"This helps busy doctors and nurses prioritise which patients to check on first without removing their ability to make their own decisions." #machinelearning #QI #AI #sepsis @SustainableIno https://www.scientificamerican.com/article/algorithm-that-detects-sepsis-cut-deaths-by-nearly-20-percent/

Calling all #health advocates and #Patient groups, could you help us to spread the word about the importance of #HealthData sharing? Check out our FREE toolkit to find out more: https://bit.ly/3xxe7Cz #DataSavesLives

12 Real-World Applications of #MachineLearning in Healthcare: http://bit.ly/3gtX4Yb
——————
#abdsc #BigData #DataScience #AI #DeepLearning #Health #ClinicalAnalytics #PredictiveAnalytics #ComputerVision #Personalization #PrecisionMedicine

#Digitaltransformation is not only going to revolutionise the market model, but also the mindset and approach of patients and #healthcare professionals alike
https://health.economictimes.indiatimes.com/news/health-it/how-digitalization-is-transforming-the-world-of-healthcare/92814798 @TektologyHealth

Great #infographic by @ingliguori via @ascentt

#AI Applications in various fields!
———
#MachineLearning #DeepLearning #BigData #DataScience #ComputerVision #NLProc #RPA #Automation #PredictiveAnalytics #PrescriptiveAnalytics #IoT #IIoT #IoTCL #IoTPL #Edge #EdgeAI #EdgeComputing

.@NHSDigital is to run a series of trials which will explore how wireless technologies can support the delivery of better health and care.

Full story 👉 http://ow.ly/iM5S50JZQ6V

#interoperability is a major priority for Australia's #healthcare sector, ensuring a continuum of care through accessibility, timeliness of information, and quality data. Is this the solution? https://www.healthcareitnews.com/news/anz/sydney-project-fixes-interoperability-woes-connecting-70-care-sites-cloud @tekv_aus @SustainableIno @SWSPHN @AlteraHealth @AlteraDH_UK

The evolution of no-code AI

#LowCode #NoCode #ArtificialIntelligence #NLP #MachineLearning #AI #ML #NLU #PredictiveAnalytics
https://technative.io/the-evolution-of-no-code-ai/

The digital revolution is ushering in a new era of #predictiveanalytics, offering better clinical outcomes by applying #machinelearning to troves of historical data and enabling medical professionals to make evidence-based decisions.
https://health.economictimes.indiatimes.com/news/health-it/predictive-analytics-what-the-future-holds-for-healthcare/92587824

Want to help digitally transform health and care? We are crowdsourcing existing case studies on #interoperability, #integration, data architecture, or blockers in patient pathways that involve several care settings. Please email them to frontline.digitisation@nhs.net

Let’s make AI boring

#AI #ML #MachineLearning #EnterpriseAI #PredictiveAnalytics #BigData #IoT #DigitalTransformation
https://technative.io/lets-make-ai-boring/

Hear from Kira Levy, Head of Healthcare UK, Amazon Web Services at our Healthcare Cloud Knowledge Sharing Events on the 13th & 14th July @ 2:30pm 💻

Sign up here: https://bit.ly/3ymxUoL

@GeraldineMcAlo2 @miker488 @PaulHDedalus @joshmidsy @wilsmart @ukpenguin

#event

Deep learning is hitting a wall

We need more “intelligent” #AI that can deal with new and outlier situations and this cannot come simply from more #data and #deeplearning alone

Read the full article here: http://ow.ly/5kYw50JHYWp

The digital revolution is ushering in a new era of #predictiveanalytics, offering better clinical outcomes by applying #machinelearning to troves of historical data and enabling medical professionals to make evidence-based decisions.
https://health.economictimes.indiatimes.com/news/health-it/predictive-analytics-what-the-future-holds-for-healthcare/92587824

Health care’s quest for an enterprisewide AI strategy http://bit.ly/3bP8LM5/ via @Deloitte #explainableAI #ai #artificialintalligence #healthcare @TektologyHealth

"Working closely with a strong case management team ensures optimised cost prevention"
http://www.itij.com/latest/long-read/data-analytics-and-healthcare-cost-management-match-made-heaven/
#DataAnalytics #PredictiveAnalytics #healthcare

Top 15 Most Common Data Quality Issues (And How to Fix Them) by @hanzalaqureshi_ https://buff.ly/3ykye8T

If the pandemic has taught us anything about the use of digital technologies and #artificialintelligence, it’s that such technologies can both be a powerful cure and a potentially harmful curse. https://www.techrepublic.com/article/health-data-case-regulation/ #healthdata

“The use of #syntheticdata in health and care would potentially allow synthetic clinical data to be seen and analyzed not only by the third sector or interested parties, but by the general public allowing true democratization of clinical data”
http://www.linkedin.com/pulse/synthetic-data-key-unlocking-access-healthcare-sustainableino

“The use of #syntheticdata in health and care would potentially allow synthetic clinical data to be seen and analyzed not only by the third sector or interested parties, but by the general public allowing true democratization of clinical data”
http://www.linkedin.com/pulse/synthetic-data-key-unlocking-access-healthcare-sustainableino

Julia Lake, Associate Director of Digital (Data) @LeedsHospitals, shares their project vision and how data platforms can deliver service-changing benefits. Watch the #dataplatforms webinar now:
https://www.youtube.com/watch?v=aqBWPwCyt1c

How are you applying #predictiveanalytics within your #healthcare system? https://www.techtarget.com/searchbusinessanalytics/tip/Predictive-analytics-in-healthcare-12-valuable-use-cases