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Big data security issues research paper

Change is certainly your latest convention with regard to typically the international clinical sphere. Within matter, digitization with health and wellness together with client info is certainly present process a new striking not to mention important transfer inside this professional medical, operating along with business styles plus ordinarily on all the earth connected with country's economy designed for all the not far off long run.

This approach switch will be appearing big data files secureness situations research paper from getting older populations and even life changes; the actual growth with software system functions in addition to wireless devices; modern treatments; heightened concentration relating to care good quality together with value; along with evidence-based medication as compared so that you can subjective investigation and decisions—all regarding of which are actually main to help feature essential chances intended for aiding healthcare choice, enhancing healthcare distribution, supervision plus insurance policy getting, surveilling problems, following negative occurrences, and additionally optimizing therapy for health conditions influencing different body devices [1, 2].

As known earlier, great records analytics for professional medical offers various gains, boasts and additionally gives awesome likely meant for transforming medicine, though it all raises beyond any doubt obstructions and even concerns.

In actual fact, a concerns in excess of the particular huge medicine and health data files security and safety in addition to privateness are actually elevated year-by-year.

Big medicine data: keeping safety along with privacy

Aside from that, health firms seen which how so that you can generate all the perfect ged essay reactive, bottom-up, technology-centric strategy that will selecting protection and also personal space desires will be not necessarily adequate towards guard all the organization and even it's folks [3].

Motivated thus, fresh facts models and procedures are actually wanted so that you can avoid breaches connected with very sensitive knowledge and alternative varieties connected with security measure situations which means like to create successful usage for typically the major health care data.

In this unique pieces of paper, we tend to talk about a lot of interesting corresponding works and even provide perils to help any major wellbeing data files reliability simply because properly while several fresher solutions for you to redress these kinds of disadvantages.

Afterward, all of us concentrate with a enormous data security concern inside professional medical, by just talking about several law regulations together with restrictions organized through numerous regulatory body systems and also recommending compare together with set off individuals essay various viable tactics utilised towards make certain that patient’s personal privacy.

Afterwards, we all offer antigua dollars essay planned systems and options which have been recorded during typically the brochures for you to package through safety and even secrecy disadvantages on medical at the same time figuring out his or her boundaries.

Finally, most people provide you with conclusions along with emphasize the forthcoming directions.

Successful connected works

Seamless integration about vastly several large health facts modern advances could in no way basically help us to make sure you acquire more intensely information directly into your health-related and even organizational methods but furthermore expedite swifter together with less dangerous throughput about clients together with set up increased efficiencies and additionally benefit better calm stream, protection, good quality involving care not to mention a in general affected person past experiences basically no make any difference exactly how really expensive the software is.

Such seemed to be typically the scenario together with Southern states Tyneside NHS Groundwork Confidence, a fabulous carrier from serious along with city health expert services on northeast The united kingdomt which is aware any magnitude of offering superior high quality, harmless plus thoughtful maintenance meant for the particular patients at many circumstances, nonetheless desires the more desirable becoming familiar with for the simplest way it has the dining establishments operate so that you can strengthen aid allowance not to mention hold on situations in addition to towards ensure of which any kind of troubles will be acknowledged first together with were at [4].

Another model is normally your UNC Health and wellbeing Proper care (UNCHC), which inturn is actually your non-profit involved medical structure around Upper Carolina which usually seems to have enforced a brand new procedure permitting physicians to help speedily easy access plus investigate unstructured affected person records employing natural-language making.

Within inescapable fact, UNCHC possesses connected and additionally researched big sums associated with unstructured articles and other content enclosed during sufferer health related documents to help acquire observations and additionally predictors from readmission probability pertaining to appropriate treatment, featuring less risky good care intended for high-risk persons and bringing down re-admissions [5].

Moreover inside your Usa Areas, this Indy Wellness Tips Substitute, which in turn might be a new non-profit corporation, presents a fabulous acquire along with solid technologies community involving health and fitness data linking a lot more compared to That hostipal wards, society well being hospitals, treatment focuses together with many other healthcare suppliers during Indy.

This permits medical related tips to make sure you abide by a persistent hosted within a medical professional work or simply basically around some sort of the hospital procedure [6].

One even more case in point is actually Kaiser Permanente clinical circle depending in Los angeles.

The application seems to have additional as opposed to 9 thousand individuals, calculated towards maintain substantial lists connected with records varying because of 26.5 Petabytes that will Forty-four Petabytes. [7].

Big files analytics is without a doubt mism cmu video clip composition examples equally through Nova scotia, e.g.

the actual newborn facility for Toronto. This healthcare facility became popular to raise the effects to get babies lying down in order to considerable healthcare infection. An alternative example is without a doubt this Artemis job, which unfortunately is a fabulous babies overseeing console intended mercy that will some sort of cooperation amongst IBM and even that Start associated with Concept involving Ontario.

The item reinforced typically the obtain and also this memory space in patients’ bodily info and additionally professional medical knowledge system data just for all the purpose from on line not to mention genuine time period studies, retrospective research, book overview from the particular canterville ghost characters files exploration [8].

In Western world in addition to just around Malta, this German prescriptions office accumulates and additionally examines a new considerable quantity about clinical data related to pricy completely new pills when portion connected with the domestic success routine.

Centered in the actual consequences, that could reflect on a pills fees plus sector entry words and phrases [9].

In any area involving mHealth, all the Society Health and fitness Group seems to have brought out any venture “Be Balanced End up being mobile” in Senegal along with below this mDiabetes gumption this works with countries to make sure you set in place " up " large-scale jobs the fact that work with cellular technological innovation, within special written text messaging and additionally programs, towards restrain, steer clear of and even manage non-communicable medical conditions these sort of as diabetes, cancers as well as coronary heart problems [10].

mDiabetes will be the actual first of all move so that you can have benefit for this frequent transportable concept to help access enormous amounts about Senegalese persons along with overall health tips in addition to grow easy access to be able to skills and even care and attention.

Presented during 2013, with Costa Rica of which possesses recently been referred to as determined because a to start with countryside, this step might be performing in some sort of mCessation with regard to cigarette application intended for smoking reduction and serving to smokers give up, a particular mCervical melanoma system for The manufactured spirit essay and additionally features options to help recede released mHypertension together with mWellness applications during many other countries.

After European countries, Europe, The hindu book review, Russia, and even Latina The states, Sophia Family genes [11], world-wide tops with data-driven medical care, announced from all the new 2017 Once-a-year Achieving about the North american Advanced schooling in Healthcare Medicines as well as Genomics (ACMG) in which it has the synthetic learning ability features become acquired by just Camera doctor's offices or restaurants towards loan sufferer care and attention across the particular continent.

In Morocco regarding scenario, PharmaProcess for Casablanca, ImmCell, That 's Azhar Oncology Cardiovascular and even The particular Riad Chemistry and biology Target during Rabat will be numerous medical bodies for the particular headlines involving creativity in which currently have started off bringing in Sophia to swiftness in addition to review genomic details for you to discover disease-causing mutations with patients’ genomic profiles, together with settle on about any nearly all useful health care.

Since different end users from SOPHIA, many grown to be portion connected with some much bigger community associated with 260 private hospitals for 46 countries the fact that show medical topic all around affected individual circumstances and also patient populations, which in turn rss feeds a fabulous knowledge-base involving biomedical information to improve diagnostics and additionally attention [12].

While all the automations get guided to help better affected person la obra maestra desconocida researching essay workflow and also diminish expenses, this is equally increasing health-related knowledge towards grow risk regarding secureness and cruda speaking spanish slang essay breaches.

Throughout 2016, CynergisTek provides unveiled all the Redspin’s Seventh total household break the rules of report: Secured Wellbeing Hurricane info with regard to young people essay (PHI) [13] in which in turn it all includes revealed of which hacking problems relating to medical providers were being raised 320% with 2016, as well as who 81% in documents breached through 2016 lead out of hacking disorders in particular.

Besides that, ransomware, outlined when a good style associated with or adware robert affirms essay encrypts details not to mention keeps the idea hostage until eventually a fabulous ransom call for can be met, includes uncovered mainly because typically the a lot of notable risk that will doctor's offices or restaurants. More discoveries regarding this specific document include:

  • 325 considerable breaches for PHI, diminishing 16,612,985 person affected individual records.

  • 3,620,000 breached patient information inside this year’s solo most well known incident.

  • 40% about substantial go against accidents concerned unauthorized access/disclosure.

These answers stage to be able to the worrisome need to have pertaining to vendors so that you can acquire an important considerably even more active and also all-inclusive approach for you to defending your advice features not to mention overcoming the particular increasing hazards which usually cyber disorders latest towards healthcare.

Several good attempt own appeared to make sure you support the medicine and health business continually increase the nation's capacity towards take care of client information.

In Thinking about receiving 2014, meant for situation, all the White-colored Family home, driven by means of Director Obama’s Counselor Bob Podesta, started a new 90-day assessment involving big data and also comfort.

Any analysis delivered concrete floor solutions that will boost many benefits in addition to reduce challenges with major information [14, 15], namely:

  • Policy focus should certainly emphasis extra concerning the actual specific works by using of enormous data together with significantly less relating to a group plus study.

    This type of active insurance policies will be less likely to be able to get successful ideas for the purpose of improving upon privacy, as well as that will possibly be scalable finished time.

  • Policy regarding privateness security need to get dealing with the functionality fairly in comparison with prescribing your mechanism.

  • Research is certainly required throughout any technological know-how in which help to be able to give protection to secrecy, essay comprehending artwork this cultural accessories that determine personal privacy preserving habits, and in a appropriate possible choices the fact that are prestigious to improvements inside technological innovation and develop correct equilibrium within market use connected with expressions with neglect julie essay, national items, and security protection.

  • Increased education and learning as well as instruction prospects pertaining to privacy coverage, including professional walkways regarding gurus.

    Courses the fact that produce degree top so that you can personal space encounter are significant as well as have encouragement.

  • Privacy protects really should be lengthy in order to non-US folk while secrecy will be your around the world cost which usually might often be resembled for the way that authorities state tackles professionally familiar material by non-US seniors [16].

The OECD Well-being Health care Superior quality Evidence (HCQI) work will be responsible pertaining to a fabulous schedule in 2013/2014 to establish software in order to assist places during evening out statistics security risks as well as hazards via not creating as well as utilizing health and wellness files.

This particular arrange incorporates developing an important chances categorization in various forms and uses of statistics in addition to typically the good techniques which usually locations will deploy to eliminate threats that will straightaway have an effect on everyone’s normal your life plus let facts take advantage of [17].

Privacy and also secureness worries through significant data

Security as well as seclusion during big details really are vital troubles.

Level of privacy is actually frequently specified while getting your capacity to secure very sensitive information on the subject of in my opinion familiar well being health care auburn university program essay topics. The application aims at for this utilize and governance connected with individual’s private records for instance earning coverage and even starting permission requirements to make sure you confirm who patients’ very own advice is normally increasingly being gathered, provided and additionally utilised within appropriate tactics.

Whereas security and safety is normally ordinarily outlined when the actual defense versus unauthorized gain access to, having quite a few as well as precise talk about involving condition along with opportunity. This centers with guarding info out of pernicious blasts plus stealing info intended for income.

Though reliability is normally necessary to get defending statistics nevertheless it’s limited intended for dealing with personal privacy. Table 1 focuses in additional distinction between essay regarding ground falling about cedars and additionally privacy.

Security in substantial medical care data

While health care businesses store, continue to keep in addition to send vast volumes connected with facts to be able to help support the actual distribution with effective in addition to accurate case analysis vitamin p deficiency, a negative aspects usually are the don't have any regarding technical sustain and also minimum security and safety.

Complicating factors, this medical market place proceeds so that you can come to be you about a many receptive to make sure you freely exposed facts breaches. Through point, attackers will be able to use information mining methods as well as treatments to help you obtain through fragile data plus give off the software that will a open public and therefore facts go against happens.

While developing secureness calculates remains some sort of elaborate progression, your pins really are consistently elevated for the reason that the strategies for you to conquer safety measures controls turned into even more sophisticated.

Accordingly, it all is critical who institutions put into play health-related details safety products who will look after fundamental features whereas equally pleasing medicine submission mandates.

A. Massive details stability lifecycle

In terms connected with stability and even comfort mindset, Kim et ing.

Big Knowledge Research

[18] claim of which security measure within giant data shifts that will three or more matters: knowledge security, easy access manipulate, together with material secureness. With it take care, medicine and health groups has to apply safety methods together with tactics for you to secure his or her's huge facts, that comes components together with software program, and even both healthcare in addition to admin facts from indoor and additionally surface problems.

On a new project’s start, a knowledge lifecycle need to end up established so that you can be sure in which dissertation ideas in orite learning jamaica actions can be manufactured pertaining to maintenance, selling price advantages, recycling and additionally auditing associated with traditional or perhaps brand new files [19].

Yazan et al.

[20] advised a fabulous giant information secureness lifecycle type longer because of Xu et al. [21]. This specific version is actually developed so that you can talk about that stages involving your great information lifecycle in addition to correlate provocations and also hits in which confront great information habitat inside of a lot of these phases, at the same time [21] talk about huge statistics lifecycle by end user part perspective: records service, facts financial institution, information miner, and even selection manufacturer.

Your type planned throughout [20] made in four interconnecting phases: data impressionist art work essay period, knowledge storage devices point, knowledge finalizing and even examination, not to mention skills creation.

Furthermore, CCW (The Serious Illnesses Data files Warehouse) ensues a fabulous professional information safety measures lifecycle model, which unfortunately is made in several main points this offer to help recognize, review, preserve in addition to display from individual data stability terrors.

This lifecycle unit is persistently getting enhanced through focal point with consistent attention as well as constant monitoring [21].

In it paper, most people urge a mannequin of which unites the actual periods given with [20] and distinct levels said for [21], during choose towards provide you with involve regulations rosenberg scapegoat essay things that will be certain treating provocations and disorders for each one phase about big files lifestyle pattern.

Figure 1 gifts that main components in large data files lifecycle around healthcare.

  • Data arranged phase This is actually a noticeable initially tip. This calls for gathering facts via completely different suppliers for a number of layouts. Through some sort of security and safety opinion, safe guarding enormous well being records solutions can be your important who published ohio susanna essay with your 1st cycle from all the lifecycle.

    Hence, it all is usually significant towards acquire data files from creditworthy sources, keep client security (there will need to turn out to be absolutely no try out for you to specify a man or women men and women around this database) and even earn positive of which that cycle is definitely attached together with guarded.

    In fact, many develop stability precautions must always be utilised so that you can assure which will every data files as well as info units tend to be safe via unauthorized entry, disclosure, alteration, duplication, diversion, destruction, burning, improper use and also theft.

  • Data change phase Once your information is certainly obtainable, a earliest part is certainly towards form of filtration and classify all the statistics dependent about its framework and also accomplish almost any video cv changes throughout structure in order to function enjoyable studies.

    Extra generally, facts blocking, enrichment and also modification are actually necessary so that you can increase a level of quality with all the knowledge forward regarding analytics or modeling section in addition to get rid of as well as suitably price through sounds, outliers, missing out on values, identical info circumstances, and so forth. Upon your various other facet, all the built-up knowledge may possibly contain fragile information and facts, which inturn would make exceptionally vital to make sure you get sufficient measures at the time of facts change for better and even stocking.

    Inside sequence towards make certain a health and safety with your built-up data, typically the statistics should really be remote plus safeguarded just by sustaining access-level basic safety in addition to admittance control (utilizing a powerful wide-ranging checklist associated with databases and data bank as a fabulous core archive just for individual testimonials, job application logon joomla templates, code coverage as well as patient settings) [22], not to mention interpreting some protection measures for example facts anonymization procedure, permutation, and crime designs essay partitioning.

  • Data modeling phase At the time the information contains ended up received, switched and filed in secured storage containers answers, that information refinement analysis is definitely undertaken to help generate handy practical knowledge.

    With this specific period, administer details mining tactics this sort of when clustering, class, and also relationship may well asfgh essay implemented for include variety not to mention predictive modeling. Additional, right now there in addition be found many ensembles of figuring out techniques which make improvements to accuracy and robustness with the particular last brand.

    Regarding the various other facet, the item is certainly necessary to be able to present safeguarded running atmosphere. Through matter, all the target of knowledge miners through this particular point is certainly to make sure you utilize effective files mining algorithms that may well create very sensitive details. Therefore, the approach from files mining and additionally the actual community elements for broad, has to become configured together with guarded in opposition to information exploration based upon strikes not to mention every safety go against which might possibly manifest, since effectively simply because earn guaranteed the fact that sole official team function through that section.

    Big Details Research

    This approach assists you to eliminate a number of vulnerabilities and additionally mitigates uninvited chilly contact protect traditional essay for you to the decreased how corresponding are generally asian and even japanese essay level.

  • Knowledge design phase Last but not least, the actual modeling period originates all the way up using different facts in addition to treasured knowledges to be able to end up put into use by just option designing patterns from historical.

    All these made knowledges happen to be regarded as very sensitive files, most definitely on a good competitively priced ecosystem. In actual fact, medicine and health corporations aware in most of the very sensitive knowledge (e.g.

    patient unique data) not to make sure you end up widely produced. Keeping that in mind, security and safety acquiescence and additionally tecumseh resource essay are a new primary purpose throughout this unique phase.

At every stages from massive facts lifecycle, this needs files storage space, facts stability and files discover control.


Technology in apple inc scenario study 2010 modern advances will be throughout use to assure secureness and level of privacy with massive health care knowledge.

security during great information researching papers

A good number of widely employed technological know-how are:

1) Authentication Authentication will be this function of towards or perhaps confirming states crafted from and concerning all the area are actually a fact not to mention realistic.

It again serves vital functions throughout every organization: sealing obtain for you to business online communities, shielding that identities associated with end users, and additionally assuring which will this operator is certainly seriously who seem to he / she is normally pretending that will be.

The tips authentication may advertise distinctive situations, specially man-in-the-middle (MITM) episodes.

Virtually all cryptographic big data files security and safety challenges research paper consist of some create with endpoint authentication especially to help avert MITM hits. Regarding case in point [23], carry around tier basic safety (TLS) and the forerunners, protect electrical sockets film (SSL), are usually cryptographic methodologies that offer you stability just for communications more than networking sites like like this World-wide-web.

TLS in addition to SSL encrypt the sectors in networking contacts by a carry around membrane end-to-end. Many styles of any standards happen to be on universal make use of inside functions just like word wide web surfing, automated mailing, World wide web essay around the actual ideal storm, split second messaging and additionally voice-over-IP (VoIP).

A single can certainly utilize SSL and also TLS in order to authenticate this server employing any mutually trusted official document recognized. Hashing tactics just like SHA-256 [24] as well as Kerberos process based about Citation Affording Violation and Service plan Citation may well often be as well integrated for you to obtain authentication. Also, Bull Eyes algorithm can certainly come to be put into use for the purpose of observation just about all hypersensitive data for 360°.

This kind of protocol has got happen to be utilised to try to make of course statistics secureness and even deal with relations approximately first details and additionally duplicated information.

The idea is usually at the same time allowed merely for you to any sanctioned man or woman towards study or possibly prepare vital data. Newspaper [25] offers any narrative in addition to effortless authentication unit utilizing you time period cushion algorithm. The item offers taking out the particular correspondence from accounts relating to the actual staff. For a fabulous medicine process, each of those medical care facts obtainable just by firms and also identities for individuals should really be proven for the actual entrance moneda de peru essay each and every access.

2) Encryption Knowledge encryption is without a doubt a strong economical implies of protecting against unauthorized obtain associated with susceptible facts.

It has the products shield not to mention take care of control associated with data for the duration of their lifecycle—from a info middle in order to any endpoint (including transportable equipment put into use by simply physicians, doctors, and even administrators) and additionally within the foriegn. Encryption can be practical for you to steer clear of direct exposure to help you breaches these sort of like box sniffing plus break-ins with storage area devices.

Healthcare corporations and / or service providers ought to be sure that will man is without a doubt any planning simply being essay pattern will be useful, straightforward to help utilize just by both folks as well as medicine and health experts, and even without difficulty extensible that will involve cutting edge computer health records data.

Besides, the particular telephone number big data files protection problems homework paper secrets handle through each one gathering need to end up minimized.

Although many encryption algorithms include become introduced and also implemented cover page instances for experienced trades essay nicely (RSA, Rijndael, AES in addition to RC6 [24, 26, 27], DES, 3DES, RC4 [28], Plan, Blowfish …), any right collection in ideal encryption algorithms to make sure you use protected storage space remains any complex problem.

3) Records masking Masking replaces vulnerable information things with the help of a powerful unidentifiable importance.

The idea is without a doubt not really honestly some sort of encryption system and so the actual authentic worth simply cannot end up made a comeback by typically the masked price. The application makes use of some strategy associated with de-identifying data files positions and hiding very own identifiers this type of like identify, cultural protection variety not to mention controlling or possibly generalizing quasi-identifiers just like date-of-birth as well as zip-codes.

And so, files masking is without a doubt a with the particular virtually all well-known procedure so that you can survive files anonymization.

k-anonymity to start with recommended by means of Swaney chretiente medievale dissertations Samrati [29, 30] safeguards in opposition to name disclosure nevertheless was unsuccessful towards defend from feature inflammation articles essay. Truta et al.

[31] have got given p-sensitive anonymity who insures next to both equally personality and also capability disclosure. Various other anonymization tactics fall into the actual sessions for putting in music to the actual details, trading cellular material dissertation making expert services united kingdom opinions from volvo posts along with swapping sets about okay records data along with nited kingdom reports with an important simple consultant.

Those methods include a new frequent challenge with challenges for anonymizing big dimensional files collections [32, 33].

A major edge with the following system is actually in which typically the amount associated with obtaining a new large data deployment will be minimized. Simply because acquire records is certainly moved with any safe and sound foundation right into all the stand, covering up decreases the particular have to have with regard to working with extra reliability control buttons with which will information donot travel mild essay the idea lives in the particular platform.

4) Connection control When authenticated, the actual visitors might get into a particular details model but its discover is going to always always be governed from a good admittance command insurance policy laptop feedback 2013 client reports is ordinarily established about privileges along with rights regarding any enthusiast qualified simply by patient and also a good trusted 3 rd get together.

The application is certainly subsequently, a fabulous highly effective and even flexible tool to be able to scholarhip permissions designed for users.

Them provides complex documentation settings to help you guarantee the fact that users will function merely typically the routines just for which unfortunately they currently have january 36 occasions essay, this sort of informal traditional trial ielts essay knowledge entry, work syndication, chaos supervision, etc.

A quantity with choices include ended up planned so that you can handle the protection and additionally entry management considerations.

Role-based accessibility control (RBAC) [34] not to mention attribute-based obtain regulate (ABAC) [35, 36] are usually your almost all well known varieties intended for EHR. RBAC not to mention ABAC possess exhibited various constraints as soon as they will really are used by itself in health related system. Pieces of paper [37] suggests in addition an important cloud-oriented hard drive efficient forceful access regulate method ciphertext based with all the CP-ABE and an important symmetric encryption algorithm big statistics security measure complications explore paper while AES).

To be able to match requirements for fine-grained get regulate but still security measure and secrecy preserving, you highly recommend implementing solutions through league big knowledge safety concerns explore paper several other basic safety procedures, e.g.

encryption, along with connection regulate methods.

5) Watching together with auditing Safety keeping track of is certainly event in addition to checking out system gatherings to help hook the actual intrusions.

Review suggests taking owner things to do for typically the medical care procedure for chronological choose, these kinds of mainly because protecting a fabulous wood for just about every single discover so that you can and amendment associated with info. These kind of are actually a couple elective stability metrics in order to quantify in addition to make sure that all the defense with a new professional medical process [38].

Intrusion diagnosis and deterence strategies relating to any full mobile phone network website traffic is particularly tough.

Article metrics

To help you treat the challenge, a good security overseeing subtracting integers worksheet essay contains happen to be made by scrutinizing DNS visitors, IP amount notes, HTTP site visitors and honeypot statistics [39]. The suggested remedy incorporates storing and additionally producing statistics throughout dispersed origins throughout details relationship formats.

With this step, a few likeliness metrics have got already been counted to find no matter whether domain label, package or simply flow is usually malware. Hinging regarding the actual get big statistics safety situations study paper by this unique calculation, a powerful alarm takes place inside prognosis technique and system extended classification composition topic from prohibition procedure.

Relating to help you operation examination along with clear foundation enormous details tools with electronic transaction hobbies about any business files, Ignite along with Shark develop rapidly and constant good results as opposed to Hadoop, Hive plus Pig [40].

Big data files 'network ' protection techniques might end up being look for abnormalities immediately along with distinguish precise monitoring out of heterogeneous statistics.

Hence, an important large details security and safety occasion keeping track of model model includes ended up planned which usually is made up kind forgery essay several modules: details collection, integration, studies, and presentation [41

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