Articles by "Evidence Based"
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There are many areas within health care design that need to be addressed. Unfortunately the current designers prefer to persist with approaches that will not address the outcomes improvements needed. The pay for performance bandwagon marches on, but the evidence basis has long fallen short. Those truly dedicated to improvements in health care outcomes must review the evidence and move on to areas that do need to be addressed.




A Quick Summary: Pay for Performance
  • Has failed to deliver on promised improvements in health outcomes (strong evidence including major reviews)
  • Has been costly (EHR, digitalization, management, administration, maintenance, and security for data collection)
  • Has consumed delivery personnel workforce (nurses for example) with conversion to non-delivery personnel
  • Has resulted in further discrimination against the providers where health care delivery is most needed and is already least supported (evidence consistent in dozens of studies)
  • Has distracted health care from the most important area - support of the team members to actually deliver health care and caring
  • Results in disparities in health care dollar distributions and distribution of health care workforce and can worsen health care outcomes because scarce health care dollars are stolen from lowest concentration settings to go to higher concentration settings to pay for the costs of Pay for Performance.
Failure to deliver on promises, increased costs, increased distractions of team members, and two forms of discrimination against places and populations most behind should be a reason to move to real reforms rather than reforms of failed reforms. 


P4P Has Been Critically Reviewed and Is Not Evidence-Based for Patient Outcomes

Pay-for-performance programs may be associated with improved processes of care in ambulatory settings, but consistently positive associations with improved health outcomes have not been demonstrated in any setting. “In summary, we found low-strength, contradictory evidence that P4P programs could improve processes of care, but we found no clear evidence to suggest that they improve patient outcomes.” from The Effects of Pay-for-Performance Programs on Health, Health Care Use, and Processes of Care: A Systematic Review, Annals of Internal Medicine 1/10/17. 

Our findings raise questions about whether pay-for-performance strategies that reward improvement can generate greater improvement among lower performing providers. They also cast some doubt on the extent to which hospitals respond to the specific structure of economic incentives in pay-for-performance programs. 
 

P4P - Theoretical But Not Practical or Relevant

In the minds of those who speculate about health care from far above, it is possible to micromanage health care delivery. Over the last few decades, control has been shifted away from those who provide care to those who manage and administrate and design health care policies. Even worse are those who continue to blame and shame providers, without understanding the complexity of personal care delivery to a wide range of different people in a wide variety of settings with substantial variations in other determinants of health outcomes.

Managed care proponents, stung by defeats in the 1990s, returned with passion for measurement, micromanagement, and shifting risks to providers - but passion won out over evidence basis. The Passionate Assumptions that Conceived ACA 

For those far above immersed in top concentrations, it appears possible to control many things. In the office or hospital working with patients, there are many areas that are impossible to control. Many years or decades have shaped the current presentation. Many of the important interventions take many days or months or even years. Often the framework for health outcomes improvement needs to be completely changed.

Where policies are formed, various leaders are prominent. US health care leaders are groomed by institutions, associations, foundations, and corporations that preach and teach control - a level of control that is not possible in complex human interactions shaped by other complex interactions before and after an encounter or hospital stay.

From the perspective of those delivering care at the community and local level, there are numerous dimensions that are out of the control of health care delivery.

People are far more complex than the ability to compile numerous dimensions of variables and parse out the important interactions and the types of interactions (dichotomous, continuous, conditional) and how these result in outcomes.

Instead of phasing out due to lack of evidence basis, Pay for Performance has multiplied to include Readmissions Penalties, Value Based Payments, and MACRA. MACRA actually arose from the ashes of previous meaningless costly attempts.

The Wrong Directions - Known To Those Who Deliver But Escape Those Who Do Not
  • Process over Performance
  • Form Over Function, 
  • Digitalization/documentation Over Relationship and Outcome
  • Marginalization of Health Personnel 

Readmissions Penalties Costly, Fail in Outcomes Improvements, and Discriminate

Once again we see the themes of minimal relationship of readmissions metrics to outcomes, discrimination against critically needed providers, and outcomes shaped by factors outside of provider control.

My analysis of Readmissions Penalties in the second year of operation indicated top penalties of 1 - 2% levied against 14% of hospitals in the lowest physician concentration counties and against 9% of rural hospitals as compared to 5% average and 3% for urban hospitals. The hospitals in places with more challenging patient situations, complexities, social determinants, local resources, and concentrations of workforce faced greater discrimination.

From the National Cardiovascular Data Registry Study April 26, 2017 - The performance metric for risk-standardized 30-day readmission rates for MI is not associated with quality of care, long-term mortality risk, or long-term readmission risk beyond the first 30 days following discharge.

ACA Proponents including former Presidente Obama fed CMS data and graphics, have indicated improvements in readmissions. Unfortunately these studies fail to consider that readmissions improvements are small change and may have improved because DRGs were a part of the reason for Readmissions issues and other problems. This illustrates the problems of designs focused upon cost cutting with consequences that can be seen decades later in many areas.

From What Obamacare’s Pay-For Performance Programs Mean for Health Care Quality  By Kathryn Nix
  • Readmission penalties discriminate against providers that care for those who are sicker, poorer, older, or have more complex conditions.
  • Readmission improvement attempts can backfire with increases in readmissions for certain conditions.
  • Readmissions rates also have a questionable relationship with other quality measures, varying by condition.
  • Readmission rates are not always preventable. Even if a hospital does succeed in providing the highest quality of care, some readmissions simply are not preventable. Researchers estimate that 23.1 percent of 30-day unplanned readmissions are potentially unavoidable. Meanwhile, the CMS goal for the Hospital Readmissions Reduction Program is to reduce 30-day readmission rates by 20 percent by the end of 2013. This would require a 91 percent reduction among those readmissions that are avoidable, which may be unrealistic.
  • Readmission rates often reflect the community and patient factors, not hospital care. Readmission rates reflect lack of local health resources, lack of local primary care access, and poorly coordinated care. Insurance design may contribute to poor coordination.
  • Incentives that distract providers can actually distract from care – by more dollars spent elsewhere, by attention of care givers directed elsewhere, by lower productivity, by financial compromise of the provider, by marginalization of patient needs. 
MACRA ATTACK - Kip Sullivan Best Summarizes The Mess That Is MACRA
  • There are two intractable impediments: Determining which doctor patients “belong” to (the attribution problem); and adjusting measures of physician cost and quality for factors outside of physician control such as patient health status (the risk-adjustment problem). The attribution and risk-adjustment methods used today are crude even for large groups; with the possible exception of a few of the simplest process measures, they are worthless at the individual physician level.
  • The Medicare Payment Advisory Committee (MedPAC) questions whether MACRA can work and raised concerns that it would likely be too complex for individual providers and for CMS.
  • Concerns about MACRA were also raised due to ACOs and primary care home efforts that failed to work out also due to vague definitions, confusion, and burdensome regulation.
Sloppy Risk Adjustment and Attribution Guarantee That MACRA Won't Work
  • Outside the bubble where Congress and CMS live, there is a widespread recognition that CMS cannot measure physician “performance” accurately. Citations from NEJM, MedPAC, and JAMA indicate the major measurement and attribution issues. "In a world where evidence guides policy-making rather than groupthink, CMS would acknowledge this fact. But CMS refuses to do that." 
  • Too much noise (other factors) and not enough signal (consistent data, controls) 
  • Chaos in patient continuity and difficulties assigning a physician to a patient make measurement impossible. A medical home is not really a home if half of the patients are gone in a 3 year period.
Inaccurate data in MACRA has more recently been worsened with cherry-picked data. In other words, the more you study and learn MACRA, the better you look. If you do not distract yourself from care, you will look worse. Not that none of this is about better or worse quality - only about appearance.

Some small practices were excluded for the obvious reason that measurements fail for individual physicians and smaller numbers as noted by the RAND consultant. More options were given for MACRA, but no change other than termination of aberrant Pay for Performance designs can stop the discrimination against those providing more care for those most complex with inherently poor outcomes at higher rates.

The entire concept of ACA was misguided from the start. 
  • Universal adoption of electronic medical records;
  • shifting insurance risk to providers with payments for “bundled services” and “accountable care organizations” (ACOs) so that providers would have an incentive to offer fewer services
  • various pay-for-performance schemes (such as punishing hospitals for “excessive” readmissions).
The passionate assumptions of the designers of Obamacare have set back true reforms such as higher payment for primary care, mental health, and other basic services. Meanwhile those who can charge more and receive more and multiply revenue sources drive higher health care costs alone with the those jumping at their chance to add to the non-delivery costs of health care (administration, management, corporate, shareholder, CEO).

Reasons for Pay for Performance Failure
  • Health care outcomes are substantially not about clinical interventions
  • Health care outcomes are about the patient, their situation, their environment, their behaviors and other personal, local, and community factors shaped since birth
  • Too many assumptions have been made with vague definitions, failure to consider alternative hypotheses, grossly insufficient controls, far too few limitations, and publications that have made it to distribution more because they were timely and fit within the current bandwagon.

In the quest for the perfect,
the result has been marginalization of support
for those who deliver the care.

Any real improvements in health care must pass the test of application specific to the team members who perform the functions associated with health care delivery.

There has been an incredible emphasis placed upon measurement with rapid increases in administrative costs. This has also occurred during the current Era of Cost Cutting focus - which has also been an era of rapid chaotic change. The impact upon delivery team members has been predictable as has been confirmed.
  • Damage to morale and motivation
  • Burnout 
  • Decreased productivity
This is most readily seen in the office based and cognitive areas with stagnant payments and responsibility for over 70% of services. Primary care with just 6 - 8% of health care dollars for 55% of services has been impacted the most and also has the greatest impact upon the most Americans.

In typical fashion, the leaders of health care have continued to support designs that attempt to fix health care from far above while failing to realize the most basic fact that health care is grassroots, local, personal, and community-based.

The literature regarding health care outcomes has major issues. Many of the findings can be explained by differences in the places of care, the populations, the resources, the level of organization, and the situations and complexity differences.

Be sure to review The Tyranny of Health Care Research and read some of the listed material from Dr. Saurabh Jha and others to see if science has advanced much in the past 100 years since the flawed race vs intelligence studies. See if the lazy generalizations or the Tyranny of the Aggregate strikes a chord. Does it make sense to pay attention to the mean that reflects so few that were studied?

For a critical review of any research involving quality or costs. Consider the following
  • Health care outcomes are substantially not about clinical interventions that only shape 10 to 15% of outcomes
  • Health care outcomes are about the patient, their situation, their environment, their behaviors and other personal, local, and community factors shaped since birth (Over 60%) that impact outcomes before, during, and after an encounter, procedure, or hospital stay.
  • Too many assumptions 
  • Too few controls, usually convenience variables
  • Lack of consideration of alternative hypotheses
  • Too few limitations expressed
 Consider Social and other Non-Clinical Determinants of Health
 

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    Science denial is a popular topic right now. It is convenient to punish some who deny some scientific findings while preserving the right to disagree with science in other areas. Sadly there is science denial rampant in health care. Many treatments have no evidence basis, others are significant but not relevant, but mostly there is ever higher cost for little gain in outcomes. New innovations have been some of the worst distractions because the evidence basis is ignored.

    In the name of better health, our designers are shaping worse health outcomes.

    It is difficult to tell which is worse - Science Denial that profits Big Business or Science Denial that profits Health Care Business. Science denial works for higher profits for both. 
    • Business Profit Focus destroys the external environment that shapes future human health largely by impacting environments negatively.
    • Health Care Profit Focus destroys the internal human environments and interactions between people and their environment that shape today's health outcomes.
    Rachel Carson did a great job bringing our attention to bear on the external environment. Climate and environment deniers are are problem. But we also have internal environment problems that kill, maim, limit, and compromise Americans right now. Health care design helps create disparities that compromise health outcomes.

    If science is the true focus,  it is hypocrisy not to address the determinants of health that already shape today's outcomes.

    Political and Corporate Swamps to Drain, And Also in Health Care

    We are more aware with regard to the countless corporations and their lawyers, accountants, engineers, and other designers that want more of our attention - and our dollars.

    We are less aware of the past century of steady focus across health care by associations, corporations, institutions, management consultants, administrative/management, and others that have concentrated more health care dollars in ways less important for people and more important for those receiving the dollars.

    Health care has become polluted by waste, fraud, abuse, administration, and measurement distractions. These were added to the procedural technical subspecialization priorities rewarded by payment designs - designs shaped by those who benefit most from highest payments.

    More Costs Added from Medical Error Focus to Pay for Performance, But Nothing Compared to What a Precision Medicine Focus Would Cost

    Medical error studies failed to control for the people, community, and resource factors that shape outcomes - resulting in a great pursuit of medical error for little improvement in outcomes. This also accelerated administrative and non-delivery costs while distracting team members from care delivery.

    Pay for performance and related schemes such as Value Based, Readmissions Penalties, and MACRA fail for outcomes improvements as noted in this important review: “In summary, we found low-strength, contradictory evidence that P4P programs could improve processes of care, but we found no clearevidence to suggest that they improve patient outcomes.” from The Effects of Pay-for-Performance Programs on Health,Health Care Use, and Processes of Care: A Systematic Review, Annals of Internal Medicine 1/10/17.  

    Even as one direction is cut off, new directions appear as in Precision Medicine for even more cost benefiting fewer and redirecting dollars away from most Americans.

    Team Members Marginalized By Design

    Even worse the rapid cost increases have force the Era of Cost Cutting since 1980. These cuts have been accompanied by more dollars diverted to non-delivery cost areas. The result is clear. These efforts have marginalized the team members that deliver care, especially across communities where most Americans are falling further behind in the basics - including basic health access.

    Many Most Important Questions Are Asked But Not Answered

    Why do we support and promote a culture of health care 
    that insists that clinical interventions shape health outcomes?

    Why ignore the evidence of little gain from clinical interventions
    with maximal gain from personal, local, and community investments?

    The science supports health care outcomes as 60 - 70% shaped by the personal, local, community culture of health. Not surprisingly these are the same factors that shape education, economic, and other outcomes that also contribute to better health outcomes in numerous and interacting ways. 
    The addition of two trillion more dollars to health care costs over 20 years has steadily eroded the local, personal, community investments in a culture of health as seen across state and federal domestic discretionary budgets. This is far beyond social determinants as so many local environments, situations, conditions, behaviors, resources, and relationships are involved.

    Addressing Disparities Rather than Discussing Disparities

    We have learned to despise disparities or blame disparities on people, but ignore the designs contribute so much to the creation and maintenance of disparities.

    Disparities are created by health care design with so much cost for so little improvement for so few people with dollars concentrated in so few places. Education dollars also shape disparities.

    Health care has indeed become a virus, consuming all available resources - including what actually shapes health outcomes. Health and education have had more parasites added in recent decades - resulting in much higher cost and stealing the resources needed to actually deliver health care or educate.


    Sent to Health Affairs Blog regarding MACRA Reform - Why Reform What is Not Evidence Based?

    While Americans including leaders in health care are demonstrating for science and for evidence basis, it is quite interesting that we have continued support from health leaders for areas that lack evidence basis regarding significant outcomes improvements:

    1. Pay for Performance
    2. Value Based
    3. Readmissions Penalties
    4. MACRA

    These are evidence based for minor process improvements and also discrimination against providers where patient situations, conditions, and environments dictate lesser outcomes. These tend to be the providers serving where few remain. Even worse, lower payments and declines in payments are more likely to result in greater disparities. This was known by CMS before the 2010 reforms and before the implementation of MACRA. Even the RAND Consultant expressed misgivings as did MedPAC. But the innovation bandwagon has continued to roll on - and over the team members squeezed most between stagnant payments and rapidly increasing costs of delivery not related to the delivery team members.

    Readmissions Penalties Fail to Indicate Quality or Predict Outcomes

    Cherry-picking may have become so common in health care that it is difficult to see beyond the log in one's own eye. From DRGs to Medical Error to ACA to MACRA, belief has often triumphed over science or reasonable scientific exploration prior to implementation.


    The one constant in health care may well be those less organized and most behind continue to be pushed behind to a greater degree - by those who make the designs. This could be omission from lack of awareness, the tragic result of "a higher result" not demonstrated, or deliberate omission for the purpose of concentrating health care dollars where they are already most concentrated.

    Just In - Readmissions Penalties Fail to Indicate Quality or Predict Outcomes

    Pay for Performance has failed to deliver on promised outcomes, has driven up the cost of delivery, has added distractions for team members, has distorted health services research, and has contributed to two forms of discrimination with regard to most needed providers. It is time for something else such as returning the focus to support for the team members that deliver the care.

    Is Lean Primary Care the Next Bandwagon? - Americans continue to exhaust all possibilities other than the right solution.


    The Primary Care Finances Fight Is THE Fight For Vulnerable Populations - What would actually address lack of access for vulnerable populations is a better financial design involving more dollars flowing to and staying in primary care, mental health, and other basic practice settings - ideally these would be specific to the team members that deliver the care.



    The Least Healthy Counties Across the United States - It is not possible to address outcomes improvements without addressing the local, community, personal determinants of health. 



    Two Forces Shaping Declines in Outcomes in Health Education and More - Health care is eating up the dollars that could be invested in people and better outcomes. Austerity focus is diverting the dollars that could be invested in people and better outcomes.