Green health docs software#

We address the challenges that come with a large-scale real world deployment of such a system and show the usefulness of deploying this model in a real study involving over 23,000 participants.

In “ Field Study in Deploying Restless Multi-Armed Bandits: Assisting Non-Profits in Improving Maternal and Child Health”, published in AAAI 2022, we describe an ML-based solution that uses historical data from the NGO to predict which beneficiaries will benefit most from service calls. While it’s possible to mitigate this with live service calls to women to explain the advantage of listening to the messages, it is infeasible to call all the low listeners in the program because of limited support staff - this highlights the importance of effectively prioritizing who receives such service calls. However, a key challenge ARMMAN faced was that about 40% of women gradually stopped engaging with the program.

Regular listenership to these messages has been shown to have a high correlation with improved behavioral and health outcomes, such as a 17% increase in infants with tripled birth weight at end of year and a 36% increase in women knowing the importance of taking iron tablets. These messages are tailored according to the gestational age of the beneficiary. One of the programs run by them is mMitra, which employs automated voice messaging to deliver timely preventive care information to expecting and new mothers during pregnancy and until one year after birth. ARMMAN 1, one non-profit doing just this, is based in India with the mission of improving maternal and child health outcomes in underserved communities. While advanced applications on smartphones allow for richer multimedia content and two-way communication between beneficiaries and health coaches, simpler text and voice messaging services can be effective in disseminating information to large communities, particularly those that are underserved with limited access to information and smartphones. The widespread availability of mobile phones has enabled non-profits to deliver critical health information to their beneficiaries in a timely manner.

Green health docs software#

Under the proposal, these households would not be required to make immediate changes.īut newly manufactured appliances wouldn’t be allowed to emit nitrogen oxides, effectively preventing the new manufacturing of fossil fuel-powered heating appliances.Posted by Aparna Taneja, Software Engineer, and Milind Tambe, Principal Scientist, Google Research, India Research Lab In the U.S., 47 percent of households use natural gas as their main heating fuel. While natural gas is more widely used, the groups are also seeking to prevent new oil-powered heating. They specifically asked the EPA to prohibit new heating systems that emit nitrogen oxides, which have been linked to negative respiratory outcomes and are also a precursor to smog, which can worsen lung conditions like asthma. In their new petition, the 26 groups largely focused on health impacts.

The natural gas industry has pushed back on such efforts, making consumer choice and cost arguments. Environmental and health advocates have fought to bar natural gas appliances in homes and buildings at the city and state levels, citing health and climate impacts.