Performance and educational training of radiographers in lung nodule or mass detection: Retrospective comparison with different deep learning algorithms.

ABSTRACT: The aim of this investigation was to compare the diagnostic performance of radiographers and deep learning algorithms in pulmonary nodule/mass detection on chest radiograph.A test set of 100 chest radiographs containing 53 cases with no pathology (normal) and 47 abnormal cases (pulmonary nodules/masses) independently interpreted by 6 trained radiographers and deep learning algorithems in a random order. The diagnostic performances of both deep learning algorithms and trained radiographers for pulmonary nodules/masses detection were compared.QUIBIM Chest X-ray Classifier, a deep learning through mass algorithm that performs superiorly to practicing radiographers in the detection of pulmonary nodules/masses (AUCMass: 0.916 vs AUCTrained radiographer: 0.778, P < .001). In addition, heat-map algorithm could automatically detect and localize pulmonary nodules/masses in chest radiographs with high specificity.In conclusion, the deep-learning based computer-aided diagnosis system through 4 algorithms could potentially assist trained radiographers by increasing the confidence and access to chest radiograph interpretation in the age of digital age with the growing demand of medical imaging usage and radiologist burnout.

Férula de acrílico y alambres circunmandibulares para el tratamiento de una fractura de mandíbula / Splint made from acrylic and circummandibular wires for treatment of mandible fracture

Se presenta el caso de una niña que sufrió una caída desde una altura de varios metros y presentó una fractura en el fémur izquierdo y en el cuerpo mandibular del lado izquierdo. Como tratamiento se empleó una férula de acrílico y alambres circunmandibulares para reducir y estabilizar la fractura de la mandíbula; la fractura del fémur fue reducida por método abierto con placa y tornillos. La férula se retiró a las semanas de la fractura. Se le realizó un seguimiento clínico y radiográfico durante 3 meses, y se constató una excelente evolución, con excelente consolidación ósea y oclusión. Los resultados demostraron la utilidad de este medio de fijación de fracturas, sobre todo porque es poco agresivo para los niños y con él se evitan muchas complicaciones(AU)

This is the case of a girl fell from some meters height and had a fracture of left femur and in the left side of mandibular body. As treatment we used an acrylic and circummandibular wires to reduce the mandible fracture; the femur's fracture was reduced by open method using plates and screws. A few weeks later splint was removed. A clinical and radiographic follow-up was made over three months, confirming an excellent course, bone consolidation and occlusion. Results showed the usefulness of this method of fracture's fixation mainly because it is not much aggressive for children avoiding in this way many complications(AU)