On the technical front, we studied different methods to investigate key data behavior differences between pregnancy and labor. We first analyzed manually selected contraction data and explored feature differences during contractions between the two conditions. Then, we investigated the possibility to use automatic contraction detection methods through data analytics to isolate contractions and single out feature differences. Finally, we analyzed our previous pilot data over longer periods of time to extract features statistically representative of labor without requiring manual data segmentation or contraction detection. As a result of this process, we isolated several data processing and analysis methods particularly adapted for this purpose and achieved an already outstanding labor prediction accuracy of 87%, while also envisaging further adaptations into our existing sensor prototype to improve the quality and value of the measurements.
On the commercial front, we performed a complete market analysis, including comprehensive market, segment and competitor research, we investigated the current and future trends in the field of consumer health, we perfected our strategy regarding both direct and indirect dissemination and commercialization channels, we prepared for the necessary requirements for commercialization (CE marking, operational agreements with hospitals), we performed a detailed price sensitivity analysis, and perfected our Business Plan, including the identification of potential risks and barriers.
On the regulatory and IPR front, we identified the key aspects regarding current standards and regulations for medical devices and carried out an exhaustive Freedom-to-Operate analysis that concluded with a favorable IP landscape for the future development and commercialization of WISH.
Finally, on the operational front, we carefully planned the necessary Work Plan for the ensuing Phase II project that will allow us to finish the development, testing and certification process to achieve a TRL9 and prepare for large scale commercialization.