Deep Aramaic: Towards a synthetic data paradigm enabling machine learning in epigraphy.

Epigraphy is witnessing a growing integration of artificial intelligence, notably through its subfield of machine learning (ML), especially in tasks like extracting insights from ancient inscriptions. However, scarce labeled data for training ML algorithms severely limits current techniques, especially for ancient scripts like Old Aramaic. Our research pioneers an innovative methodology for generating synthetic training data tailored to Old Aramaic letters. Our pipeline synthesizes photo-realistic Aramaic letter datasets, incorporating textural features, lighting, damage, and augmentations to mimic real-world inscription diversity. Despite minimal real examples, we engineer a dataset of 250 000 training and 25 000 validation images covering the 22 letter classes in the Aramaic alphabet. This comprehensive corpus provides a robust volume of data for training a residual neural network (ResNet) to classify highly degraded Aramaic letters. The ResNet model demonstrates 95% accuracy in classifying real images from the 8th century BCE Hadad statue inscription. Additional experiments validate performance on varying materials and styles, proving effective generalization. Our results validate the model's capabilities in handling diverse real-world scenarios, proving the viability of our synthetic data approach and avoiding the dependence on scarce training data that has constrained epigraphic analysis. Our innovative framework elevates interpretation accuracy on damaged inscriptions, thus enhancing knowledge extraction from these historical resources.

Contrast-enhanced sonography in blunt scrotal trauma().

The scope of this study was to determine whether contrast-enhanced ultrasonography (CEUS), compared with basic US, can increase diagnostic confidence and provide relevant information on blunt scrotal trauma. Over a period of 75 months we examined 40 patients seen consecutively for blunt scrotal trauma using high-resolution US, color-power Doppler, low mechanical index CEUS, and power Doppler after IV administration of contrast medium (SonoVue(®)). In the 24 cases that were positive, concordance between basal US and CEUS findings was grade 0 (absent) in 4 cases, grade 1 (low) in 3, grade 2 (moderate) in 8, and grade 3 (high) in 9. The relevance of the additional information provided by CEUS was classified as follows: high in 4/40 (10%), moderate 7/40 (17,5%), low 13/40 (32,5%), none in 14/40 (35%). Our findings demonstrate that CEUS is appreciably more sensitive in detecting damage caused by blunt scrotal trauma, particularly small lesions. It is also useful for differential diagnosis and marginalization of corpuscular fluid collections, fractures, and above all ruptures, which require immediate surgery. In our series 2 out of 3 (67%) patients with testicular rupture were diagnosed only by CEUS. We feel that the use of CEUS can significantly improve diagnostic confidence in cases of closed scrotal trauma although these conclusions need to be confirmed in larger case series.

Endovascular treatment of femoropopliteal stenoses/occlusions with a SilverHawk directional atherectomy device: immediate results and 12-month follow-up.

PURPOSE: This paper reports our immediate and 12-month follow-up results in the treatment of arterial stenoses/occlusions of the femoropopliteal region with the use of the SilverHawk directional atherectomy device (EV3, USA). MATERIALS AND METHODS: In an 18-month period, we treated 18 patients (13 men, five women, age range 39-81 years) with the SilverHawk directional atherectomy device. Inclusion criteria were symptomatic femoropopliteal stenosis/insufficiency, nonresponsiveness to medical therapy, and Rutherford categories 3-5. Exclusion criteria were based on the preliminary colour Doppler ultrasound (US) assessment and were plaque with a calcified component >50% and inadequate upstream and/or downstream vascular bed. Patients with severe vascular impairment, classified as TransAtlantic Inter-Society Consensus (TASC) D, were also excluded. RESULTS: The procedure was successfully completed in all cases, with evident recanalisation and sufficient wall remodelling. No major complication was observed. At assessment immediately after the procedure and over the following days, an improvement in clinical symptoms and in the Rutherford scale was observed. Follow-up at 2 and 12 months identified one case of distal reocclusion subsequently treated with amputation, and two cases of restenosis (primary patency 79%) successfully treated with a repeat procedure (secondary patency 96%). CONCLUSIONS: The SilverHawk directional atherectomy device proved to be an effective and safe tool in all our patients treated for femoropopliteal stenosis/occlusion, with a significant improvement in both imaging findings and clinical signs and symptoms.

[Our experience in the percutaneous treatment of varicocele]. / La nostra esperienza nel trattamento percutaneo del varicocele.

For its high incidence among young men and its affecting male fertility, varicocele requires an accurate screening, as well as an early and definitive treatment. The Authors report their experience in the treatment of varicocele with sclerotherapy: 24 patients underwent sclerotherapy of the left internal spermatic vein with a success rate of 91%. Complications never required hospitalization or surgery. Percutaneous therapy represents thus the treatment of choice in case of varicocele: compared with surgery, it offers similar clinical results and a lower recurrence rate, and it can be performed on an outpatient basis. Surgery should be performed only when anatomic variants make percutaneous treatment not feasible.

Ultrasonographic scan in knee pain in athletes.

Fifty-two knees were examined using real-time high-definition ultrasonography with a 7.5 MHz probe. The extra-articular structures were easily visualized and diagnosis of patellar tendon lesions and Baker's cysts formulated. While the meniscal cartilages were shown as a homogeneous triangular structure between the femoral condyle and the tibial plateau, no lesions were detected. Deeper intra-articular structures, such as the cruciate ligaments, were not shown by the scan, thus their evaluation was not possible. Given its low cost, wide availability, non-invasiveness and patients' acceptability of the technique, ultrasonography may play an important role in the diagnosis of soft tissue lesions in and around the knee joint.

Tennis elbow: an ultrasonographic study in tennis players.

The findings of ultrasound examination at and around the lateral humeral epicondyle in 41 tennis players suffering from so called tennis elbow are reported. Ultrasound examinations were performed with a real time ultrasound machine. The tenderness and functional impairment of tennis elbow may be caused by several different lesions, at times appearing in association. Six ultrasonographic characteristics could be identified: Enthesiopathy The proximal part of the tendon was enlarged and there were echogenicity alterations. Tendonitis The tendon of the extensor carpi radialis brevis was enlarged and areas of dyshomogeneous hypoechogenicity were evident with loss of the normal microscopic waveform structure of the tendon collagen. Peritendonitis A thickening of the peritendonous lining was present. Bursitis A bursa was located on the inferior surface of the tendon of the extensor carpi radialis brevis. Intramuscular haematoma Some circular or ovoid hypoechogenic areas within the muscular substance of the extensor carpi radialis brevis were evident. Mixed lesions These were not correlated with the intensity and the duration of the symptoms. Ultrasonographic examination gives a detailed ++image of the structures involved in the tennis elbow syndrome, confirms the diagnosis, and may be useful in monitoring treatment.

Surgical repair of ruptured Achilles tendon in sportsmen and sedentary patients: a longitudinal ultrasound assessment.

Ultrasound scanning was performed at different postoperative times on a total of 22 patients who underwent an end-to-end suture using absorbable material following a full thickness subcutaneous rupture of their Achilles tendon. All ultrasonic examinations were performed using a 5 MHz sectorial probe. The parameters taken into account were the size of the tendon, its borders and echographic pattern, the possible surgical sequelae, and residual pathology. Moreover, maximal isometric voluntary contraction, isometric endurance, and toe raising were tested. The patients' personal postoperative condition and satisfaction was also assessed. The operated tendon remained of increased thickness 9 months after surgery, and the suture material, although absorbable, was still visible on ultrasound scans at that time. Diagnostic ultrasonography can be used as a guide for physiotherapy in patients undergoing surgery for rupture of the Achilles tendon.

Ultrasound diagnosis of Achilles tendon pathology in runners.

The great upsurge in popularity of running activities has increased the number of athletes presenting with pathology of the Achilles tendon. A clinical and ultrasonic study was performed on 47 middle and long distance runners referred to the Authors with such problems. The results of this study can be grouped as follows: 1. paratendonitis: enlargement of the antero-posterior diameter of the tendon, and hyperechogenicity of Kager's triangle; 2. tendonitis (with or without paratendonitis): thickening of the tendon, with the presence of degenerative nodules; 3. enthesopathy: thickening of the distal part of the tendon, enlargement of the hypoechogenic area behind the tendon itself and microcalcification.