PREDICTIVE MODELING OF RESPIRATORY DISEASE RISK AND EVENTS

    公开(公告)号:US20220172845A1

    公开(公告)日:2022-06-02

    申请号:US17676053

    申请日:2022-02-18

    IPC分类号: G16H50/20 G06N20/00 G16H20/13

    摘要: An application server predicts respiratory disease risk, rescue medication usage, exacerbation, and healthcare utilization using trained predictive models. The application server includes model modules and submodel modules, which communicate with a database server, data sources, and client devices. The submodel modules train submodels by determining submodel coefficients based on training data from the database server. The submodel modules further determine statistical analysis data and estimates for medication usage events, healthcare utilization, and other related events. The model modules combine submodels to predict respiratory disease risk, exacerbation, rescue medication usage, healthcare utilization, and other related information. Model outputs are provided to users, including patients, providers, healthcare companies, electronic health record systems, real estate companies and other interested parties.

    Usage monitoring attachment for medicament dispenser

    公开(公告)号:US10688261B2

    公开(公告)日:2020-06-23

    申请号:US16262854

    申请日:2019-01-30

    IPC分类号: A61M15/00 G06F19/00 G16H20/13

    摘要: Systems and methods are described for monitoring usage of a medicament dispenser—particularly an inhaled medicament dispenser. While operating in a low-power mode, a first sensor is monitored for a signal indicative of handling of the medicament dispenser by a user. In response to detecting such handling, the device exits the low-power mode and begins to monitor a second sensor for a signal indicative of dispensing of the medicament. The usage monitoring device can be embodied as an attachment configured to be selectively coupled to one of a variety of different inhalers including, for example, a Diskus-type inhaler and a Respimat-type inhaler.

    Modular adherence monitor for attachment to an inhaler

    公开(公告)号:USD1046114S1

    公开(公告)日:2024-10-08

    申请号:US29700218

    申请日:2019-07-31

    摘要: FIG. 1 is a side perspective view of a modular adherence monitor for attachment to an inhaler;
    FIG. 2 is an opposite side perspective view of a modular adherence monitor for attachment to an inhaler;
    FIG. 3 is a back perspective view of a modular adherence monitor for attachment to an inhaler;
    FIG. 4 is an opposite back perspective view of the modular adherence monitor for attachment to an inhaler;
    FIG. 5 is a top perspective view of the modular adherence monitor for attachment to an inhaler;
    FIG. 6 is a bottom perspective view of the modular adherence monitor for attachment to an inhaler;
    FIG. 7 is a side view of the modular adherence monitor for attachment to an inhaler;
    FIG. 8 is an opposite side view of the modular adherence monitor for attachment to an inhaler;
    FIG. 9 is front view of the modular adherence monitor for attachment to an inhaler;
    FIG. 10 is a back view of the modular adherence monitor for attachment to an inhaler; and,
    FIG. 11 is a top view of the modular adherence monitor for attachment to an inhaler.