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Healthy Living Toward A Meaningful Definition Of Meaningful Role (Part Ii Of 2)

As I discussed inward a prior post, the federal government's $20 billion stimulus programs for wellness information technology (HIT) —called HITECH—will fund the evolution of innovative HIT as well as utilisation a "carrot & stick" fiscal approach to encourage clinicians to utilisation HIT inward meaningful ways. Unfortunately, the regime did non clearly define term “meaningful use,” which has led to an intense combat over its meaning.

The Definition I proposed was “using HIT to increment aid value (effectiveness as well as efficiency) past times providing ever-better patient-centered cognitive support.” This Definition raises the bar over other definitions beingness offered because it focuses realizing the benefits of ever-increasing aid value (effectiveness as well as efficiency), which is something mainstream HIT does non do.

In this post, I do 4 things:
  1. Refine the patient-centered cognitive back upward (PCCS) definition
  2. Compare as well as contrast PCSS amongst clinical conclusion back upward (CDS)
  3. Clarify why PCCS capabilities inward HIT tools should live a requirement of meaningful use
  4. Explain why radical excogitation is essential.

Defining Patient-Centered Cognitive Support


As discussed inward tech_prepub.pdf">a recent study past times the National Research Council of the National Academies, PCCS is a computerized physical care for that improves conclusion making past times fostering profound agreement through utilisation of a "virtual patient" model.

According to their definition, the PCCS physical care for employs a computerized model of a "virtual patient" that reflects (i.e., is an "abstraction of") an actual patient. An HIT tool would utilisation this virtual patient to guide the pick as well as analysis of data. These targeted information would be:
…relevant to a specific patient as well as suggest their clinical implications…[This would] render conclusion support…that helps clinicians create upward one's hear on a course of study of activeness inward response to an agreement of the patient's status…[These tools would have got into account] patient utilities, values, as well as resources constraints…[and they would] back upward holistic plans [of care]…These virtual patient models are the computational counterparts of the clinician's conceptual model of a patient. They depict as well as imitate the clinician's working theory well-nigh interactions going on inward the patient as well as enable patient-specific parameterization as well as multicomponent alerts. They create on submodels of biological as well as physiological systems as well as also exploit epidemiological models that have got into describe of piece of occupation concern human relationship the local prevalence of diseases. The availability of these models would complimentary clinicians from having to scan raw data, as well as thus they would have got a much easier fourth dimension defining, testing, as well as exploring their ain working theories. What links the raw information to the abstract models powerfulness live called medical logic—that is, computer-based tools examine raw information relevant to a specific patient as well as suggest their clinical implications given the context of the models as well as abstractions. Computers tin as well as so render conclusion support—that is, tools that assist clinicians create upward one's hear on a course of study of activeness inward response to an agreement of the patient's status. At whatever time, clinicians have got the powerfulness to access the raw information as needed if they want to explore the presented interpretations as well as abstractions inward greater depth.
In other words, the virtual patient used inward the PCCS physical care for is a figurer computer program amongst advanced computational algorithms (mathematical as well as logical operations/steps). The algorithms "…incorporate physics (such as mechanical as well as electrical properties of tissue) as well as biological scientific discipline (from physiological to biochemical information) into a platform so that responses to varied stimuli (biological, chemical, physical, and…psychological) tin live predicted as well as results viewed" [Ref: Oak Ridge National Laboratory].

Furthermore, a HIT tool implementing the PCCS physical care for takes "…observations of an private patient as well as relates them to a vast dataset of observations of others amongst similar symptoms as well as known conditions. By processing all this information, the model tin imitate the probable reaction of the private patient to possible treatments or interventions. Such tools volition non exclusively improve the character of handling offered to patients who are already sick or injured, but could also live used inward preventive medicine, to predict occurrence or worsening of specific diseases inward people at risk, for trial through menage unit of measurement history [Ref: Europe's Information Society Portal]. These simulations as well as predictions are used to back upward decisions past times identifying the handling as well as preventive approaches most beneficial to the virtual patient model, which would as well as so live most probable to do goodness the actual patient upon which the virtual model is based.

The HIT-PCCS Gap


Unfortunately, today's mainstream HIT systems do non employ the PCCS process. This, according to same National Research Council report, is a most serious HIT gap. The argue is that PCCS-enabled HIT tools are essential for helping clinicians to empathize their patients' problems as well as needs without having to:
…spend a swell bargain of fourth dimension as well as unloosen energy searching as well as sifting through raw information well-nigh patients as well as trying to integrate the information amongst their full general medical noesis to cast relevant mental abstractions as well as associations relevant to the patient's situation…[Unfortunately, today's HIT systems] squelch all cognitive back upward for the clinician through the lens of wellness aid transactions as well as the related raw data, without an underlying representation of a conceptual model for the patient showing how information check together as well as which information are of import or unimportant…As a result, an agreement of the patient tin live lost amidst all the data, all the tests, as well as all the monitoring equipment. In the committee's vision of patient-centered cognitive support, the clinician interacts amongst models as well as abstractions of the patient that house the raw information into context as well as synthesize them amongst medical noesis inward ways that brand clinical sense for that patient.
Since they do non utilisation the PCCS process, mainstream HIT tools do not:
  • Help clinicians gain substantially greater agreement of their patients' situations (i.e., their strengths, weaknesses, risks, needs, as well as options)
  • Enable patients to empathize their ain situations better.
Decision-making suffers as a consequence.

Eliminating the HIT-PCCS gap would elevate agreement as well as promote improve shared decision-making well-nigh treatment, prevention, wellness promotion, as well as self-maintenance (see this link). Because both clinicians as well as patients would live improve informed through the PCCS process, the decisions they brand would live to a greater extent than probable resultant inward improve outcomes (higher character as well as safety) at lower cost. This would interpret into increased aid value (effectiveness as well as efficiency). In other words, using HIT tools that implement the PCCS physical care for would assist realize of import benefits to individuals as well as society. These benefits include achieving the goals of both the Federal HIT Strategic Plan as well as the Institutes for Healthcare Improvement's "Triple Aim."

Federal HIT Strategic Plan Goals


PCCS-enabled HIT would assist accomplish the goals of the Federal government's HIT strategy. According to the Office of the National Coordinator for Health Information Technology, the American Recovery as well as Reinvestment Act (ARRA) Implementation Plan:
American patients as well as their caretakers volition live the ultimate beneficiaries of the next activities aimed at achieving the President's wellness information technology first to accelerate the adoption of wellness information technology as well as utilization of electronic wellness records. All of the activities discussed inward this department back upward the electrical current 2 Federal Health information technology Strategic Plan goals:
  1. Inform Health Care Professionals: Provide critical information to wellness aid professionals to improve the character of aid delivery, cut back errors, as well as decrease costs.
  2. Improve Population Health: Simplify collection, aggregation, as well as analysis of anonymized wellness information for utilisation to improve world wellness as well as security [Ref: ONC HIT]

Institutes for Healthcare Improvement's "Triple Aim"


PCCS-enabled HIT also helps accomplish the goals of the Institute for Healthcare Improvement (IHI) of late proposed healthcare improvement design—called the Triple Aim—which has these 3 critical objectives:
  • Improve the wellness of the population
  • Enhance the patient sense of aid (including quality, access, as well as reliability)
  • Reduce, or at to the lowest degree control, the per capita terms of aid [Ref: About the Triple Aim Initiative].
It is essential, therefore, that utilization of the PCCS physical care for live included inward the Definition of meaningful utilisation of HIT since sustainable healthcare reform benefits cannot live achieved without it!

PCCS as well as Meaningful Use of HIT


Based on the give-and-take to his point, it seems reasonable to conclude that HIT tools are used meaningfully if they employ the PCCS physical care for inward monastic say to:
  • Save clinicians fourth dimension as well as unloosen energy past times automating searching as well as sifting through a patient's clinical details as well as related inquiry guided past times a virtual patient model.
  • Promote a deep as well as broad agreement of a patient's wellness status, including the interplay of biological, psychological, as well as social (i.e., biopsychosocial) influences—past, present, as well as future.
  • Provide effective, personalized conclusion back upward regarding diagnosis, treatment, prevention, as well as wellness promotion. And this conclusion back upward would:
    • Account for patient preferences, qualities, as well as circumstances
    • Help improve overall aid value
    • Continually evolve.
The next department discusses how PCCS provides superior conclusion support.

PCCS as well as Decision Support


A key inquiry concerning PCCS as well as conclusion back upward is: What HIT tools render conclusion back upward as well as is this conclusion back upward based on the PCCS process? To respond this question, let's examine 2 classes of HIT tools that offering conclusion support: electronic wellness records (EHRs) as well as clinical conclusion back upward (CDS) systems.

Electronic Health Records


One type of HIT tool providing exactly about conclusion back upward is the EHR (and its electronic medical tape counterpart). According to the Concise Guide to CCHIT Certification Criteria, certified EHRs deliver the next conclusion back upward capabilities (note that I combined ambulatory as well as inpatient EHR conclusion back upward criteria inward the next list):
  • Alerts as well as Warnings
    • Provide alerts/warnings when
      • There are abnormal seek results
      • Patient's vital signs autumn exterior the normal make
      • Patient is allergic to a drug beingness ordered
      • Drug or nutrient interactions may occur
      • A follow upward seek is recommended
      • Patient is currently on a drug for which an allergy has been newly entered
      • Drug side effects may occur based on diagnosis
      • More appropriate or cost-effective therapy could live substituted
      • Drug or nutrient interactions may occur
      • Medication dose is out of recommended make
      • Patient is already on similar drug
      • Patient is currently on a drug for which an allergy has been newly entered
      • Order may live a duplicate
      • More appropriate or cost-effective therapy could live substituted
      • A follow-up or related monastic say is recommended
      • Immunizations are due or overdue
    • Give the reasoning behind an alert, as well as allow override if appropriate
    • Allow adjusting alarm severity based on the clinician's purpose
    • Report the effect of alerts on clinical decisions
    • Provide dosing guidance based on:
      • Patient weight
      • Lab results
      • Scientific reference cloth
    • Warn when a medication should non live given because of:
      • Patient historic catamenia or weight
      • Pregnancy or woman parent who is nursing
    • Block ordering medications via the incorrect route (such as oral vs I.V.)
  • Reminders
    • Provide reminders of recommended aid that is due or overdue
    • Generate a listing of patients for whom aid is due or overdue
    • Generate letters to patients automatically for aid that is due or overdue
  • Identify patients for illness as well as wellness management according to guidelines
    • Based on age, gender, diagnoses, medications, lab results
    • Allow physicians to personalize the aid guidelines for private patients
  • Generate patient instruction cloth for medications, diagnosis, procedures as well as tests
    • Allow tailoring for the patient
  • For inpatient nursing staff:
    • Display for the nurse at the fourth dimension of administering medications:
      • Any previous alerts
      • Patient's seek results as well as allergies
      • Allow the nurse to utilisation bar-code technology to assure "5 rights" (right patient, drug, dose, fourth dimension as well as route)
    • Require the nurse to consummate tasks, such as allergy verifications, prior to giving medications.
This listing of criteria defines EHR-based conclusion back upward as: (a) warnings as well as alerts well-nigh abnormal seek results as well as vital signs, medication issues, duplicate orders, follow-ups, immunizations, as well as for sure therapy substitutions; (b) reminders regarding aid due dates; (c) assistance amongst pick of basic full general guidelines inward for sure situations; (d) full general patient instruction materials; as well as (e) basic information for infirmary nursing staff.

Such EHR-based conclusion back upward tin live helpful inward for sure ways. However, since they do non employ the PCCS process, conventional EHRs do not:
  • Search as well as sift through all of a patient's clinical information as well as the related inquiry
  • Take into describe of piece of occupation concern human relationship all the relevant aspects of patient's particular combination of personal preferences, qualities, as well as circumstances
  • Examine the interactions between a patient's biopsychosocial health problems, threats, needs, as well as strengths
  • Do an adequate project reporting character measures (as indicated inward a draft study past times the National Quality Forum).
And as a result, they do not:
  • Help emerge a deep agreement of a patient's exceptional wellness status as well as risks
  • Generate detailed, personalized, holistic plans of care.
So, fifty-fifty when EHRs render conclusion support, their failure to employ the PCCS physical care for severely limits their value inward improving healthcare character as well as controlling costs. The same tin live said, past times the way, for personal wellness records (PHRs).

Today's EHRs (and PHRs), therefore, autumn far curt of what is needed for "meaningful use" because they do non employ the PCCS process.

Let us straight off examine exactly about other type of HIT tool providing conclusion support: Clinical conclusion back upward (CDS) systems

Clinical Decision Support Systems


Clinical conclusion back upward (CDS) systems, non surprisingly, give-up the ghost good beyond the typical EHR inward the surface area of conclusion support, as well as exactly about may live add-ons to EHRs. These CDS systems offer:
  • Evidence-based diagnostic assistance
  • Personalized rather than generic information based on a patient's unique symptoms as well as background
  • In-depth evidence-based guidelines as well as clinical pathways.
Following are exactly about examples of CDS systems:
Do such CDS systems employ the PCCS process? Well, things tend to acquire a flake blurry here. Influenza A virus subtype H5N1 CDS organization does implement the PCCS physical care for if it uses evolving virtual patient models to assist increment aid value by:
  • Automating information searching as well as sifting
  • Enabling a deep as well as broad agreement of a patient's biopsychosocial wellness status
  • Providing personalized conclusion back upward precise plenty to describe of piece of occupation concern human relationship for an private patient's preferences, qualities, as well as circumstances.
Even if for sure CDS systems do utilize the PCCS process, this HIT grade is non unremarkably used inward clinical exercise or past times patients, which exclusively adds to HIT-PCCS gap.

Establishing Meaningful Use past times Bridging the HIT-PCCS Gap


Bridging the HIT-PCCS gap agency deploying mainstream HIT tools the implement the PCCS process. These tools would demonstrate a meaningful utilisation of HIT, as discussed below.

Why Meaningful HIT Use Requires PCCS


The argue for making the PCCS physical care for a requirement of meaningful HIT utilisation is because it fosters profound understanding, supports evidence-based decisions, as well as promotes ever-greater aid value past times helping to respond questions such as:
  • What are the person's electrical current wellness problems as well as risks, taking into describe of piece of occupation concern human relationship (a) all pertinent physiological as well as psychological signs as well as symptoms, (b) all relevant biomedical as well as psychosocial influences, (c) whatever related treatments as well as medications received, as well as (d) the outcomes of aid already rendered? What are the metabolic, genetic, emotional, as well as behavioral factors affecting the person's wellness as well as wellbeing?
  • Is the person's wellness status beingness affected past times a mind-body interaction and, if so, how is this interaction manifested (see this link for more)?
  • How does the mortal compare to other people having the same form of problems, qualities, as well as circumstances? How are the person's similarities as well as differences associated amongst clinical outcomes?
  • What is the prognosis (likely outcome)—short-term as well as long-term, physically as well as psychologically—if the mortal makes no lifestyle changes?
  • What should the computer program of aid live for treating the person's problems, or for avoid his/her risks from becoming problems—taking into (a) describe of piece of occupation concern human relationship all relevant inquiry (including conventional allopathic as well as complementary as well as alternative approaches), as good as (b) the person's preferences, qualities, as well as circumstances? What are the risks, benefits, as well as costs of dissimilar computer program of aid options according to the research?
  • When should for sure tests, procedures, or prescriptions not live done/given because they were already done/given, or because they are unnecessary or inappropriate?
  • If an mistake is made, how tin it live rectified amongst to the lowest degree adverse impact on the person?
  • When has a recommended seek or handling been missed or overlooked, as well as what should live done well-nigh it now?
  • How should the aid live coordinated for efficient, effective continuity of aid across the healthcare continuum? Who should live collaborating inward delivering the person's aid as well as why? What exceptional personal wellness information tin as well as should live exchanged amongst each exceptional collaborator?
  • How effective is the aid currently beingness rendered (refers to handling physical care for assessment)? When should a computer program of aid live modified, why should it live changed, as well as how should it live different?
  • What was the outcome of each episode of care? What positive as well as negative factors contributed to the outcome?
  • When does variance from (departure from, non-adherence to) a preferred exercise guideline resultant inward better outcomes for a for sure types of patients than compliance to it? Why does the variance happen? Who is most probable to do goodness from a exceptional guideline?
  • What patient education/training is required for people amongst a exceptional status inward monastic say to promote expert self-maintenance?
  • Is the patient adhering to the computer program of care? If not, as well as so what are his/her psychological blocks, economical as well as social obstacles, etc. as well as how tin a patient acquire to a greater extent than motivated to follow the plan? When is it expert that a patient does non adhere to a exceptional aid computer program as well as why?
  • What well-nigh a person's social relationships are probable to improve or worsen outcomes? How should one's computer program of aid live adjusted accordingly?
Unless questions such as these tin live answered validly as well as reliably, in that location is lilliputian conduct chances that HIT decision-support volition increment aid value as well as realize sustained improvements inward aid effectiveness as well as efficiency. This is why bridging the HIT-PCCS gap is essential to the meaningful utilisation of HIT.

How HIT Tools Can Provide PCCS


Creating as well as evolving innovative HIT tools that render PCCS tin live a daunting challenge. Accomplishing this finish would require innovative PCCS-enabled HIT tools that:
  • Manage consummate personal wellness information (PHI)
  • Develop as well as using virtual patient models
  • Support collaboration inward loosely-coupled professional person as well as social networks
  • Fit the HIT tools into existing clinical workflows.

Managing consummate protected wellness information (PHI)

Innovative HIT systems that employ PCCS should securely grapple (obtain, analyze, as well as present) consummate biopsychosocial protected wellness information (PHI) over people's entire lifetimes. To live useful, this PHI should:

Developing as well as using virtual patient models

It is of import that these virtual patient models introduce decision-support information that is relevant to the specific patient (a) inward the context of the electrical current province of affairs as well as (b) inward relation to the whole patient as well as his/her predispositions. Following are examples of what the models should do.

The virtual patient models should obtain comprehensive PHI from whatever information streams, manual inputs, biometric sensors, as well as information stores (databases, files, etc.). In add-on to patient status as well as wellness history, this information should comprehend clinical physical care for data, as good as results tracking, which includes outcomes data, guideline compliance rates, as well as the reasons for variance (departures) from the guideline recommendations.


The virtual patient models should utilisation computational algorithms that analyze the information obtained inward monastic say to seat of import patterns (e.g., trends, associations, clusters, as well as differences) useful for making predictions, linking diagnosis to cost-effective treatments, conducting health-related surveillance (biosurveillance as well as post-market drug & medical device surveillance), etc. And seek the information for statistical relevance to determine which information provides reasonable explanations. The results of such analyses would assist determine, for example:
  • Whether a person's hazard factors as well as changes inward lab seek results or vital signs signal an imminent or worsening wellness condition
  • How a person's attributes (e.g., gender, age, medical history, conditions, vital signs, symptoms, genetics, attitudes, etc.) compare to people inward dissimilar diagnostic groups
  • What handling options as well as self-management approaches are most probable to resultant inward the best outcomes for a exceptional mortal past times accounting for the individuals exceptional attributes
  • If a medication currently inward the marketplace is evidencing side-effects at a higher charge per unit of measurement than establish inward clinical trials
  • If clusters of a exceptional illness are widespread as well as indicative of a pandemic, or if the clusters are localized as well as indicative of environmental toxin, etc.
The virtual patient models should also render feedback (including suggestions as well as reminders) as well as guidance (e.g., diagnostic aids as well as evidence-based guidelines) presented inward personalized views that facilitate conclusion making, aid coordination, as well as competent aid delivery. This would help:
  • Clinicians (a) brand valid diagnostic decisions; (b) brand evidence-based preventive as well as therapeutic determinations; (c) deliver appropriate aid cost-effectively through efficient, rubber as well as effective procedures; as well as (d) avoid under-testing, over-testing, under-treating, as well as over-treating their patients.
  • Patients empathize their diagnoses, risks, as well as handling options, as good as acquire how to self-managements their ain wellness wisely as well as responsibly.
These models would, therefore, render PCCS through useful personalized information that increases the likelihood of positive outcomes.

Supporting collaboration inward loosely-coupled professional person as well as social networks

Loosely-coupled professional person as well as social networks (as opposed to technical networks) consist of people from multiple locations—who have got dissimilar roles, responsibilities as well as experiences—who collaborate to brand decisions beyond the noesis or skills of whatever individual. These loosely-coupled networks would enable clinicians, researchers, patients, as well as informal caregivers to puddle their broad diversities of knowledge, ideas, as well as points of view, thereby providing a larger collection of intellectual resources as well as offering access to a greater diverseness of non-redundant information as well as noesis on which to base of operations decisions.

For example, collaborating researchers as well as clinicians would foster the emergence of wellness scientific discipline noesis past times analyzing, discussing, as well as interpreting aid physical care for as well as outcome information inward low-cal of patients’ diagnoses as well as qualities. This would promote the evolution as well as evolution of virtual patient models past times transforming this noesis into evolving evidence-based guidelines aimed at the continuous improvement of aid effectiveness as well as efficiency.
Another of import matter these collaborative networks tin do is portion as well as "play seriously with" dissimilar virtual patient models. That is, they would compare models as well as seek them for their powerfulness to reverberate reality accurately; they manipulate the models to correspond dissimilar scenarios, such as "what if" scenarios well-nigh the probability of futurity occurrences; as well as they hash out the assumptions as well as results the models produce. When they uncovering models that disagree or generate invalid results, they examine the key assumptions built into the models, looking for logical flaws as well as inconsistencies as well as debating well-nigh the assumptions as well as practical value of the model. By challenging the model's assumptions, useful counterintuitive insights ofttimes emerge, innovative thought is sparked, novel questions arise, as well as compelling as well as unexpected issues are discovered. This agency that sharing as well as playing amongst models is an effective path to excogitation as well as value creation.

As such, these loosely-coupled networks render the greatest opportunities for emerging creative ways to develop, evolve, as well as utilisation the virtual patient models that render PCCS.
These loosely-coupled networks should live supported past times a cyberinfrastructure that, as described past times the National Science Foundation,"…combines computing, information management, networking as well as intelligent sensing systems into powerful tools for…collecting as well as analyzing large volumes of data, performing experiments amongst figurer models as well as bringing together collaborators from many disciplines." [Ref: NSF]. The cyberinfrastructure should live secure, economical, easy-to-use, as well as convenient.

Fitting the HIT tools into clinical workflows

PCCS-enabled HIT tools should assist clinicians inward making decisions during their natural course of study of work, rather than requiring major adjustments of their workflows. This would increment the likelihood that clinicians volition have got payoff of that PCCS.

The Need for Radical Innovation


The National Research Council’s study calls for radical modify this way:
Change inward the wellness aid organization tin live viewed through 2 as important
lenses—those of evolutionary as well as of radical change. Evolutionary modify means
continuous, iterative improvement of existing processes sustained over long
periods of time. Radical modify agency qualitatively novel ways of conceptualizing
and solving wellness as well as wellness aid problems as well as revolutionary ways of addressing those problems. Any approach to wellness aid information technology should enable as well as anticipate both types of modify since they travel together over time.
Unfortunately, the HIT manufacture is focused on the gradual evolutionary modify of existing products inward lieu of radical leaps of modify through evolution of novel breeds PCCS-enabled HIT tools. This is why an abundance of conventional EHR commodities straight off crowd the mainstream marketplace (see, for example, this link as well as this link), withal in that location is lilliputian attending given to CDS systems as well as almost no attending to PCCS.

As a result, in that location is a style to define meaningful utilisation exactly inward terms of conventional HIT commodities, instead of “raising the bar” to novel heights past times requiring disruptive (radical, discontinuous) PCCS-enabled innovations. For example, the HIMSS definition of meaningful use, which was developed past times a HIT vendors’ association, calls for the immediate utilisation of electrical current solar daytime EHRs as well as related HIT commodities, but doesn’t require CDS systems to live used until 4-7 years from now. Furthermore, the flat of conclusion back upward to live delivered past times the CDS systems is minimal as well as falls far curt of delivering the benefits of the PCCS process.

The meaningful utilisation definition, therefore, ought to residuum these evolutionary changes amongst the requirement for dramatically dissimilar types of software applications—a novel generation of radical innovations—that employ the form of PCCS able to assist transform our healthcare organization for the better.

Conclusion


Any expert Definition of meaningful utilisation of HIT ought to include the implementation of the PCCS physical care for to drive ever-evolving clinical conclusion support.

Since mainstream HIT tools to non employ the PCCS process, realizing such meaningful utilisation volition require substantial long-term commitment past times various groups of collaborators inward the development, use, as well as evolution of virtual patient models. If increasing healthcare value is really our nation's goal, as well as so in that location is no expert alternative!

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