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Orthopaedic Proceedings
Vol. 103-B, Issue SUPP_13 | Pages 125 - 125
1 Nov 2021
Sánchez G Cina A Giorgi P Schiro G Gueorguiev B Alini M Varga P Galbusera F Gallazzi E
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Introduction and Objective

Up to 30% of thoracolumbar (TL) fractures are missed in the emergency room. Failure to identify these fractures can result in neurological injuries up to 51% of the casesthis article aimed to clarify the incidence and risk factors of traumatic fractures in China. The China National Fracture Study (CNFS. Obtaining sagittal and anteroposterior radiographs of the TL spine are the first diagnostic step when suspecting a traumatic injury. In most cases, CT and/or MRI are needed to confirm the diagnosis. These are time and resource consuming. Thus, reliably detecting vertebral fractures in simple radiographic projections would have a significant impact. We aim to develop and validate a deep learning tool capable of detecting TL fractures on lateral radiographs of the spine. The clinical implementation of this tool is anticipated to reduce the rate of missed vertebral fractures in emergency rooms.

Materials and Methods

We collected sagittal radiographs, CT and MRI scans of the TL spine of 362 patients exhibiting traumatic vertebral fractures. Cases were excluded when CT and/or MRI where not available. The reference standard was set by an expert group of three spine surgeons who conjointly annotated (fracture/no-fracture and AO Classification) the sagittal radiographs of 171 cases. CT and/or MRI were used confirm the presence and type of the fracture in all cases. 302 cropped vertebral images were labelled “fracture” and 328 “no fracture”. After augmentation, this dataset was then used to train, validate, and test deep learning classifiers based on the ResNet18 and VGG16 architectures. To ensure that the model's prediction was based on the correct identification of the fracture zone, an Activation Map analysis was conducted.


Orthopaedic Proceedings
Vol. 86-B, Issue SUPP_II | Pages 135 - 135
1 Feb 2004
Cruceiro-Sánchez G Arriaza-Loureda R Sanpedro-Curbera C Aizpurua-Prada J Baamonde-Reigosa C Fernández-Rodríguez JC
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Introduction and Objectives: Approximately 30–50% of injuries to the ankle involve soft tissues.

Materials and Methods: Fifty-nine patients diagnosed with anterior capsular entrapment syndrome (ACES) of the ankle were treated using arthroscopic debridement from May 1993 to October 2002. All patients presented with chronic pain and limitation of dorsiflexion after more than 4–6 months of conservative treatment. The study included 34 males and 25 females with an average age of 25 years. The principal cause ACES was one or more forced supinations of the ankle. More than half of the patients participated regularly in sports activities. The study did not include patients with a previous history of ankle surgery, fractures, frank instability, arthrosis, significant cartilaginous lesions (osteochrondritis, osteonecrosis, etc.), arthrofibrosis, or systemic arthritis, patients older than 60 years, and those with less than 6 months of follow-up time. Diagnosis of ACES was generally based on clinical data. The most commonly-used supplemental modalities were ultrasound and MRI. Patients were evaluated using the Ogilvie-Harris scale. Changes in variable values were evaluated using the Wilcoxon test, and the threshold for statistical significance was set at p< 0.05.

Results: Patients experienced significant improvements both subjectively (100% would have the same intervention again even though in 2 cases results were only fair) and based on the Ogilvie-Harris scale. Pain and functional limitation showed the greatest improvement, as compared to inflammation, stiffness, or instability. In all cases, differences in pre- and postoperative values were statistically significant (p< 0.05). During arthroscopic surgery, anterior synovial thickening was noted in all cases (lateral, medial and/or central) associated in some cases with osteophytosis and tibiotalar chondromalacia. The main complications were paresthesia and dysesthesia. Average follow-up time was 43 months (6 months – 9 years).

Discussion and Conclusions: It may be concluded from our study that in a high percentage of cases of ACES of the ankle without degenerative changes or significant instability, good results are achieved with arthroscopic surgery.