Medicine as a data science (7)

Artificial Intelligence in Health Care: The Hope, the Hype, the Promise, the Peril

The National Academy of Medicine’s Special Publication: Artificial Intelligence in Health Care: The Hope, The Hype, The Promise, The Peril synthesizes current knowledge to offer a reference document for relevant health care stakeholders such as: AI model developers, clinical implementers, clinicians and patients, regulators, and policy makers, to name a few. It outlines the current and near-term AI solutions; highlights the challenges, limitations, and best practices for AI development, adoption, and maintenance; offers an overview of the legal and regulatory landscape for AI tools designed for health care application; prioritizes the need for equity, inclusion, and a human rights lens for this work; and outlines key considerations for moving forward.

A must read

Pharmaceutical policies

Medicamentos, innovación tecnológica y economía; (2019), nº 160

This issue of Papeles de Economia Española explains the current situation of pharmaceutical policies in Spain. These are the topics:

La industria farmacéutica en la actualidad: un vistazo a sus características

II. LA I+D+I EN LA INDUSTRIA FARMACÉUTICA
La evolución reciente y perspectivas de la innovación
de medicamentos
Ética, medicamentos e innovación
La economía de la I+D en la industria farmacéutica: un resumen
Innovación y competencia en el sector farmacéutico en la época de la medicina de precisión
La innovación y la industria farmacéutica en España
La I+D en el sector farmacéutico español en el período 2003-2015

III. ASPECTOS EMPRESARIALES Y ECONÓMICOS
La evolución de la organización empresarial en la industria farmacéutica
La política de la competencia en la industria farmacéutica
La contribución del sector farmacéutico al crecimiento, a las exportaciones y a la inversión en España

IV. LA PRESTACIÓN FARMACÉUTICA EN LAS COMUNIDADES AUTÓNOMAS
Gestión de la prestación farmacéutica y compras públicas en la Comunidad de Madrid
Procedimiento de selección de medicamentos en atención primaria en Andalucía
La experiencia de gestión de los medicamentos en Cataluña. Objetivos de salud y económicos

V. LA EVALUACIÓN DE LA EFICIENCIA DE LAS INTERVENCIONES Y TECNOLOGÍAS SANITARIAS
La trayectoria metodológica de la evaluación de la eficiencia y su futuro
El valor de las innovaciones médicas
La evaluación de la eficiencia de intervenciones y tecnologías sanitarias en España

VI. LA VISIÓN DEL SECTOR BIOFARMACÉUTICO DESDE LAS EMPRESAS
Industria farmacéutica en España: innovación y compromiso social
El sector de los medicamentos genéricos en España
Medicamentos biosimilares: una oportunidad para el Sistema Nacional de Salud
40 años de autocuidado en España.
Un sector consolidado y emergente

Books of the year

The Economist
Financial Times
Prospect (economics)

Top ten books of 2019 by Eric Topol

Laboratory medicine as a data science

Data science, artificial intelligence, and machine learning: Opportunities for laboratory medicine and the value of positive regulation

Artificial intelligence (AI) and data science are rapidly developing in healthcare, as is their translation into laboratory medicine.

These are the four areas that the authors consider that AI will have impact:

• Processes and care pathways
• Laboratory test ordering and interpretation
• Data mining, early diagnosis, and proactive disease monitoring
• Personalized treatment and clinical trials

Meanwhile there is a long way ahead.

Jacob Lawrence, This is Harlem, 1943. Gouache and pencil on paper. Hirshhorn Museum and Sculpture Garden, Smithsonian Institution, Gift of Joseph H. Hirshhorn, 1966. Artwork © The Jacob and Gwendolyn Knight Lawrence Foundation, Seattle / Artists Rights Society (ARS), New York; photograph by Cathy Carver

The fight between commercialism and professionalism in medicine (3)

The Price We Pay
What Broke American Health Care--and How to Fix It

Health care is perhaps today’s most divisive, territorial political issue. But many of the needed solutions are not partisan; they’re American. We are at a pivotal juncture. Spending on health care threatens every aspect of American society. The time for commonsense reform has arrived. All of us can play a part in driving badly needed reforms, both in the marketplace and in the policy world.

As a society, we should embrace a basic set of patient rights, including a right to obtain a timely quote for a shoppable medical service. Lawmakers should look at the price transparency trails blazed by Florida, New Hampshire, and Maine. The prerequisite of any free market is viewable pricing information—not just inflated charges, but the actual amounts of settled bills. New policies should ensure a level playing field to make the free market functional again, to cut the waste and restore competition to the marketplace.

I disagree with the author. Competition it is not the tool for a fairer health care. Wishfull thinking will not drive us to an improvement.

The fight between commercialism and professionalism in medicine (2)

Ensuring America's Health

The Public Creation of the Corporate Health Care System

A second book on the same topic on US healthcare. And the regulatory messages are:

Despite the political uproar surrounding the ACA, many citizens, including the legislation's opponents, acknowledged the need for some type of reform. Indeed, ACA antagonists were most effective raising the specter of how federal programming would worsen health care rather than boasting about prevailing arrangements. Poor service distribution, fragmented care, and uneven service quality had long characterized U.S. medicine. But policymakers and voters were primarily concerned about the uninsured and the exorbitant costs that ranked American health care as the world's most expensive. These flaws helped push the ACA over the finish line. And the program has thus far proven resilient, withstanding presidential and congressional contests as well as significant court challenges.
The ACA built new rooms atop a defective, jerry-built edifice. The public option would have put the nation firmly on the path toward a nationalized, universal system by creating a government-managed plan and using regulations and mandates to enfeeble and eventually drive out private coverage. Readers can decide for themselves the wisdom of creating a centralized system. Nonetheless, because the ACA failed to secure fundamental, structural reform, it will be unable to rein in costs while also maintaining or improving the quality of care. Indeed, this narrative has illustrated how a fusion of public and private power constructed an institutionally tangled health care system that, even under the banner of comprehensive reform, policymakers were ultimately unable to rescue from the insurance company model.

Right now it seems that ACA is not enough. Let's wait and see.

The fight between commercialism and professionalism in medicine

Remaking the American Patient
How Madison Avenue and Modern Medicine
Turned Patients into Consumers

I've found this book of interest specially for europeans. Our health systems are currently under pressure. Public budgets are constrained and the private sector is growing. If you want to know what happens next, then this is the book to read. Just to prevent the disaster that comes afterwards, remember that US life expectancy has been declining in the last three years!. Maybe the time to act is now, just to avoid this predictable outcome. Take care.

Digital health transformation

Health in the 21st Century
Putting Data to Work for Stronger Health Systems

A new report by OECD highlights the potential digital health environment. We are still far from what they say. However, while reading it you'll be aware of its relevance. Chapter 5 is a must read:

Big data, and big data analytics, can be used at all three levels of health promotion and disease prevention – research, surveillance, and intervention – by:
-Allowing a more precise identification of at-risk populations, through a more comprehensive understanding of human health and disease, including the interaction between genetic, lifestyle, and environmental determinants of health;
-Enabling better surveillance of both communicable and non-communicable diseases; and
- Facilitating better targeted strategies and interventions to improve health promotion and
disease prevention.

Against the riggers

El enemigo conoce el sistema
Manipulación de ideas, personas e influencias después de la economía de la atención

Uno de los errores recurrentes de la izquierda es pensar que el populismo es la estrategia de los imbéciles, cuando la historia demuestra que no puede ser tan imbécil cuando consigue un éxito arrollador. Ya en Los orígenes del totalitarismo, Hannah Arendt explica que este tipo de estrategia está diseñada deliberadamente para desprender a la sociedad educada de sus recursos intelectuales y espirituales, convirtiendo a la población en cínicos o en niños, dependiendo del ego y el aguante de cada uno. Una doctrina del shock que precede a la escuela de Chicago y que ha sido característica de todos los totalitarismos contemporáneos, del nazismo alemán al estalinismo ruso, pasando por el fascismo italiano.

En un mundo eternamente cambiante e incomprensible, las masas han llegado hasta el punto de que podrían, al mismo tiempo, creer todo o nada, pensar que todo era posible y que nada era verdad... Los líderes de masas totalitarios basaban su propaganda en la correcta premisa psicológica de que, en esas condiciones, uno podía hacer que la gente creyera la declaración más fantasiosa un día, y saber que si al día siguiente les dieran la prueba irrefutable de su falsedad, encontrarían refugio en el cinismo. En lugar de abandonar a los líderes que les habían mentido, clamarían que supieron en todo momento que la declaración era mentira y admirarían a los líderes por su agudeza táctica superior.

How much do countries spend on health?

‌Health at a Glance 2019: OECD Indicators

The european country that spends the most is Switzerland 12,2% over GDP. In Catalonia this figure was 7,6% in 2016 (less than Greece). Per capita income in 2016 was 35% more in Switzerland than in Catalonia, while health expenditure was 60% more in Switzerland.  Where have the catalan taxes gone?. You know it and I know it. And everybody is aware that there is only one solution to have the appropriate public health expenditure. We have to say good bye as soon as possible.

How to identify lab tests of low effectiveness?

Prevalence and Predictability of Low-Yield Inpatient Laboratory Diagnostic Tests

A new approach to understand the size of useless lab tests is to apply: "regularized logistic regression, regress and round, naive Bayes, neural network multilayer perceptrons, decision tree, random forest, AdaBoost, and XGBoost". This means that machine learning has its own space in laboratory medicine. In the article, they show high level of prediction for useless tests.

The best performing machine learning models predicted normal results with an AUROC of 0.90 or greater for 12 stand-alone laboratory tests (eg, sodium AUROC, 0.92 [95%CI, 0.91-0.93]; sensitivity, 98%; specificity, 35%; PPV, 66%; NPV, 93%; lactate dehydrogenase AUROC, 0.93 [95%CI, 0.93-0.94]; sensitivity, 96%; specificity, 65%; PPV, 71%; NPV, 95%; and troponin I AUROC, 0.92 [95%CI, 0.91- 0.93]; sensitivity, 88%; specificity, 79%; PPV, 67%; NPV, 93%) and 10 common laboratory test components (eg, hemoglobin AUROC, 0.94 [95%CI, 0.92-0.95]; sensitivity, 99%; specificity, 17%; PPV, 90%; NPV, 81%; creatinine AUROC, 0.96 [95%CI, 0.96-0.97]; sensitivity, 93%; specificity, 83%; PPV, 79%; NPV, 94%; and urea nitrogen AUROC, 0.95 [95%CI, 0.94, 0.96]; sensitivity, 87%; specificity, 89%; PPV, 77%; NPV 94%).

 This approach goes further than this book:

It's always about quality

La qualité des services de santé. Un impératif mondial en vue de la couverture santé universelle

Improving healthcare quality in Europe. Characteristics, effectiveness and implementation of different strategies

The essential element of access to healthcare overshadows the understanding that better health can only be achieved if accessed services are also of high quality. The Sustainable Development Goals spell this out quite clearly: “Achieve universal health coverage, including financial risk protection, access to quality essential health-care services and access to safe, effective, quality and affordable essential medicines and vaccines for all” (Goal 3, Target 8). Indeed, ensuring that healthcare services are of good quality is an imperative for policy-makers at all levels and an important contributor to health system performance.

Oriol Maspons

Eurohealth

Everything you always wanted to know about European Union health policies but were afraid to ask

I have to say that I am not afraid to ask about health policies in EU because EU is basically a market. Therefore nothing to ask. Social policy is out of the real scope of EU.However, as a regulator of the market for health has clear examples of disfunctioning. For example, implantable medical devices regulation currently applied was enacted in 1990. New regulation will be applied next year, after 30 years of regulatory vacation. Nothing to add. Taxes haven't been on vacation. Shame on Europe. By the way, you'll not find minor details like this one in the book.

The impact of an ageing population (2)

Working Better With Age

WORKING AT OLDER AGES
Why it’s important, how it affects health, and the policy options to support health capacity for work

The message of OECD report:

The number of older inactive people who will need to be supported by each worker could rise by around 40% between 2018 and 2050 on average in the OECD area. This would put a brake on rising living standards as well as enormous pressure on younger generations who will be financing social protection systems. Improving employment prospects of older workers will be crucial. At the same time, taking a life-course approach will be necessary to avoid accumulation of individual disadvantages over work careers that discourage or prevent work at an older age; What can countries do to help? How can they give older people better work incentives and opportunities? This report provides a synthesis of the main challenges and policy recommendations together with a set of international best practices to foster employability, labour demand and incentives to work at an older age.

And the WHO report message:

Dominant policy approaches such as increasing the statutory retirement age are often overshadowed by a lack of attention to two critical questions: firstly, are older workers in sufficiently good health to work longer? And secondly, does increasing the statutory retirement age have consequences, negative or positive, for the health of older workers?