Using Administrative Claims to Model Health-Related Behaviors: Measures of Screening and Medication Adherence

We demonstrate how administrative claims records can be used to model certain behavioral patterns and associated health effects. The inability of administrative claims, which are in essence a billing record, to account for differences in behavior is a major limitation of such data which usually requires an externally linked source to overcome. However, for certain diseases, for which well-defined and accepted guidelines on screening and medication use exist, the claims themselves can provide a way for modeling health-related behavior. A practical application to screening and medication adherence for type ii diabetes mellitus is presented. Diverse methods of the calculation of such indexes with their pros, cons and variation in identified effects are discussed and demonstrated using results based on administrative claims drawn from a 5% sample of Medicare beneficiaries.

Development of an IoT Based Shopping Trolley

The modern technology has augmented the quality of living for the humans. There has been an emerging demand for fast and straightforward payment of bills in supermarkets. People crave for a high quality with modern technology in everything we tend to use in our daily lives. This project describes the way to build an automatic and time saving system for the globe of retail which can build shopping experience impetuous, client friendly and secure. In the reality, shopping at super markets, malls has resulted in massive crowds to long lines at the billing counter as a result of the cashier has got to scan each product item then enter it into the billing record. The existing billing system may be a bit time overwhelming and that’s where the thought of IoT based Automated Shopping Trolley –a remedial electronic product to catch-up with this downside emerged. This is supported by Raspberry Pi fitted with a LED screen and QR scanner and a wireless technology referred to as Bluetooth. The digital display(LED) used may be a 16x2 and Bluetooth modules build the wireless network to figure simply between a particular ranges. A unique product with social acceptance is that the one that aids the comfort, convenience and potency in standard of living. The temporary description of its operation is, after you choose a product and drop it into the trolley, the QR scanner scans the product’s distinctive code and its worth.. Card payment facility is also made available below the LCD display. If payment is via cash then he/she has to visit the counter and pay the bill as displayed on the LCD screen fit. This will save the time that was earlier being consumed to scan each item. The entire system will work on RFID tags. The entire database and product info is stored using Cloud Technology. Anti-theft protection is enabled. Indoor Navigation facility is also enabled.

Saving Water

The causes of household water conservation are studied using combined survey and billing-record data on 431 households in a community that recently experienced a severe water shortage. The largest reductions in water use, in absolute terms, occurred in households that had been using the most water to begin with. Smaller users often made larger percentage reductions. The most effective conservation steps involved voluntary changes in private behavior. Such steps were more likely to arise from idealistic than from economic motives, and were more common in larger, better-educated households. Idealistic motives themselves were more common in younger, better-educated, and more affluent households. In contrast, economic motives were more common in poorer, less well-educated households. Although income and education are important variables in the model, their direct and indirect effects nearly cancel each other out, so they are not good predictors of conservation. These findings have both practical and theoretical implications.