Can the additive tree expand machine learning in medicine?

Penn Today | October 07, 2019

Can the additive tree expand machine learning in medicine?
When health care providers order a test or prescribe medicine, they want to be 100 percent confident in their decision. That means being able to explain their decision and study it over, depending upon how a patient responds. As artificial intelligence’s footprint increases in medicine, that ability to check work and follow the path of a decision can become a bit muddied. That’s why the discovery of a once-hidden through-line between two popular predictive models used in artificial intelligence opens the door much wider to confidently spread machine learning further throughout health care. “In medicine, the cost of a wrong decision can be very high,” says one of the study’s authors, Lyle Ungar, a professor of computer and information science in the School of Engineering and Applied Science. “In other industries, for example, if a company is deciding which advertisement to show its consumers, they likely don’t need to double-check why the computer selected a given ad. But in health care, since it’s possible to harm someone with a wrong decision, it’s best to know exactly how and why a decision was made.”

Spotlight

Adare is a global specialty pharmaceutical company inspired to improve the lives of patients whose treatment needs are not fully addressed by current medications.

Related News

Vaccine heroes? COVID-19 pitfalls, pricing put pharma on the spot

Fiercepharma | June 16, 2020

Pharma is looking to reset its image with COVID-19 vaccines and treatments, but landmines loom—with pricing likely the biggest. The halo from pharma’s rapid response in research and discovery—and the hope that a vaccine or effective treatments will allow the world to return to some sort of normal—has propelled the industry’s reputation at an all-time high. Forty percent of Americans say their opinion of the pharma industry has turned positive during the COVID-19 pandemic, according to The Harris Poll. However, pricing lurks just beyond the lab. Just this week in media, one well-known pundit posited in a Forbes column that the industry’s reputation hinges on the pricing of Gilead Sciences' treatment remdesivir, while another touted Pfizer CEO Albert Bourla’s promise to not price its vaccine too high in part because “people will not forget if you do that.”

Read More

BUSINESS INSIGHTS

Karo Pharma acquires OTC brand portfolio from Teva Pharmaceuticals

Karo Pharma, Teva Pharmaceuticals | February 04, 2021

Karo Pharma Aktiebolag ("Karo") today reports the securing of an OTC brand portfolio containing Flux®, Decubal®, Lactocare®, Apobase®, Dailycare® and Fludent® from Teva Pharmaceuticals (Teva) for an absolute thought of EUR 84m. The exchange moves responsibility for brand portfolio, included Flux®, Decubal®, Lactocare®, Apobase®, Dailycare® and Fludent® from Teva to Karo. The brands created deals barely shy of EUR 35m in 2020 on a worldwide premise. The greater part is created in the Nordic business sectors, including Scandinavia, where the brands as of now are dispersed and showcased by Karo under a 7-year permit arrangement that was endorsed in the spring of 2019. The exchange adds around EUR 4m in net deals from new business sectors outside of Scandinavia of which approx. 80% is in Finland. The exchange disentangles the business set-up and gives Karo control of the resources, in this way preparing for long haul advancement of the brands and the worth chain. As far as monetary effect Karo will acknowledge direct investment funds in year 1 of simply under EUR 5m as expenses to Teva are disposed of. Karo as of now popularizes the items in Scandinavia and has dynamic associations with the agreement manufacturers that supply the brands. Subsequently, restricted added expenses and faculty are needed as an immediate aftereffect of the exchange. "The transaction is in full alignment with our strategy of owning and commercializing strong OTC brands within everyday healthcare. It gives us full global control of a very exciting brand portfolio that we will develop and optimize over the next years. It strengthens our position in the Nordic markets and notably it expands our business in Finland where we did not previously control these brands. Over the next years we shall expand life cycle management opportunities, drive activation across more channels and explore geographical market expansion", says Christoffer Lorenzen, CEO of Karo Pharma. The obtaining is an unadulterated resource bargain. No staff or assembling locales are incorporated, which limits business just as the innovation move chances. The exchange, which is financed with existing money and requires no extra credit facilities, is relied upon to close on April 1. About Karo Pharma Karo Pharma delivers smart choices for everyday healthcare. We own and commercialize branded, original over-the-counter products and prescription medicines. Our products are available in more than 60 countries, with Europe and the Nordic region as our core markets. Karo Pharma is headquartered in Stockholm, Sweden and listed on Nasdaq Stockholm Mid Cap.

Read More

PRACTICE MANAGEMENT

AstraZeneca's Farxiga scores a speedy FDA review in kidney disease—and gets another jump on rival Jardiance

Farxiga | January 07, 2021

Pushing for another endorsement for SGLT2 prescription Farxiga in persistent kidney illness (CKD), AstraZeneca a year ago posted amazing information in its critical preliminary. Presently, the FDA has acknowledged its CKD application and granted a need survey, setting up a choice for the subsequent quarter—and putting Farxiga significantly farther in front of its future adversaries. In that preliminary, named Dapa-CKD, AZ's Farxiga in addition to standard of care cut the joined danger of deteriorating kidney capacity or demise brought about via cardiovascular or kidney issues by 39% over fake treatment in certain CKD patients. Furthermore, the medication cut the danger of death from any reason by 31%. Initially endorsed to control glucose, Farxiga a year ago scored a class-first FDA gesture to lessen the danger of major cardiovascular occasions in patients with cardiovascular breakdown—regardless of whether they have diabetes. Presently, AstraZeneca is planning to change the therapy worldview in persistent kidney sickness. Johnson and Johnson's Invokana conveys a FDA endorsement in diabetic kidney infection, however Farxiga is gunning for a gesture in ongoing kidney sickness with or without type 2 diabetes. At the point when AZ introduced its definite stage 3 Dapa-CKD results back in August, an executive said the information "truly can possibly modify" clinical course readings. Before that, the organization halted its preliminary early last March after break information "demonstrated Farxiga's advantages sooner than initially envisioned." The FDA's Wednesday move "presents to us a bit nearer to conveying this new therapy choice for the large numbers of patients living with ongoing kidney illness in the U.S.," AZ's chief VP of biopharma R&D, Mene Pangalos, said in an assertion. "Farxiga can possibly be a really groundbreaking medication across an expansiveness of illnesses, including type 2 diabetes, cardiovascular breakdown with diminished discharge division and, whenever endorsed, constant kidney infection."

Read More

Spotlight

Adare is a global specialty pharmaceutical company inspired to improve the lives of patients whose treatment needs are not fully addressed by current medications.