An optimisation approach for determining the efficiency of vital medical devices in intensive care units with COVID-19 patients using Apriori algorithm

Improving the process of strategic management in hospitals preparation and equipping the intensive care units (ICUs) and the availability of medical devices plays an important role for knowing consumer behaviour and need. This cross-sectional study was performed in the ICU of Farhikhtegan Hospital, Tehran, Iran for a period of six months. During these months, ten medical devices have been used 5,497 times. These devices include: ventilator, oxygen cylinder, infusion pump, electrocardiography machine, vital signs monitor, oxygen flowmeter, wavy mattress, ultrasound sonography machine, ultrasound echocardiography machine, and dialysis machine. The Apriori algorithm showed that four devices: ventilator, oxygen cylinder, vital signs monitoring device, oxygen flowmeter are the most used ones by patients. These devices are positively correlated with each other and their confidence is over 80% and their support is 73%. For validating the results, we have used equivalence class clustering and bottom-up lattice traversal (ECLAT) algorithm in our dataset.

When open source design is vital: critical making of DIY healthcare equipment during the COVID-19 pandemic.

Shortages of personal protective equipment (PPE) and medical devices needed during the COVID-19 pandemic were widely reported in early 2020. In response, civic DIY volunteers explored how they could produce the required equipment. Members of communities such as hacker- and makerspaces employed their skills and tools to manufacture, for example, face shields and masks. The article discusses these civic innovation practices and their broader social implications by relating them to critical making theory. Methodologically, it is based on a digital ethnography approach, focusing on hacker and maker communities in the UK. Communities' DIY initiatives display characteristics of critical making and 'craftivism', as they assessed and counteracted politicised healthcare supply shortages. It is argued that their manufacturing activities during the COVID pandemic relate to UK austerity politics' effects on healthcare and government failure to ensure medical crisis supplies. Facilitated by open source design, communities' innovation enabled healthcare emergency equipment. At the same time, their DIY manufacturing raises practical as well as ethical issues concerning, among other things, efficacy and safety of use.