Performance in prognostic capacity and efficiency of the Thoracic Care Suite GE AI tool applied to chest radiography of patients with COVID-19 pneumonia.

OBJECTIVE: Rapid progression of COVID-19 pneumonia may put patients at risk of requiring ventilatory support, such as non-invasive mechanical ventilation or endotracheal intubation. Implementing tools that detect COVID-19 pneumonia can improve the patient's healthcare. We aim to evaluate the efficacy and efficiency of the artificial intelligence (AI) tool GE Healthcare's Thoracic Care Suite (featuring Lunit INSIGHT CXR, TCS) to predict the ventilatory support need based on pneumonic progression of COVID-19 on consecutive chest X-rays. METHODS: Outpatients with confirmed SARS-CoV-2 infection, with chest X-ray (CXR) findings probable or indeterminate for COVID-19 pneumonia, who required a second CXR due to unfavorableclinical course, were collected. The number of affected lung fields for the two CXRs was assessed using the AI tool. RESULTS: One hundred fourteen patients (57.4±14.2 years, 65-57%-men) were retrospectively collected. Fifteen (13.2%) required ventilatory support. Progression of pneumonic extension ≥0.5 lung fields per day compared to pneumonia onset, detected using the TCS tool, increased the risk of requiring ventilatory support by 4-fold. Analyzing the AI output required 26s of radiological time. CONCLUSIONS: Applying the AI tool, Thoracic Care Suite, to CXR of patients with COVID-19 pneumonia allows us to anticipate ventilatory support requirements requiring less than half a minute.

[Efficacy evaluation of cloxacillin and cloxacillin-gentamicin in an experimental model of methicillin-sensitive Staphylococcus aureus]. / Valoración de la eficacia de la cloxacilina y cloxacilina-gentamicina en un modelo experimental de Staphylococcus aureus meticilín-sensible.

23 rabbits with Staphylococcus aureus methicillin-sensitive, SAMS, experimentally induced endocarditis (EIE) were studied to compare the efficacy of cloxacillin vs the association cloxacillin-gentamicin. Twelve animals made the control group and 11 the treated ones, 5 with cloxacillin-gentamicin and 6 with cloxacillin. The animals were treated 3 days, then, mortality, blood cultures at 48 and 72 hours and the title of the unit-forming colonies per gram of vegetation (UFC/g) were evaluated. The control group had a mortality of 100% in the first 72 hours, its blood cultures were positive at 48 and 72 hours and the UFC/g was 10,48 o 0.20. There was statistical significance between the control group and both treatment, in mortality, blood culture's positivity and the UFC/g of vegetation. This results confirm the similar efficacy of cloxacillin either alone or in combination in the treatment of SAMSIE and the effectiveness of the experimental model to evaluate antimicrobial treatments.