0000000000541235

AUTHOR

Angelo Corazza

showing 5 related works from this author

The Elephant in the Machine: Proposing a New Metric of Data Reliability and its Application to a Medical Case to Assess Classification Reliability

2020

In this paper, we present and discuss a novel reliability metric to quantify the extent a ground truth, generated in multi-rater settings, as a reliable basis for the training and validation of machine learning predictive models. To define this metric, three dimensions are taken into account: agreement (that is, how much a group of raters mutually agree on a single case)

Computer sciencekneeMachine learningcomputer.software_genrelcsh:TechnologyTask (project management)lcsh:Chemistry03 medical and health sciencesMagnetic resonance imaging0302 clinical medicine0504 sociologyGeneral Materials Science030212 general & internal medicinelcsh:QH301-705.5InstrumentationCompetence (human resources)MRNetReliability (statistics)Fluid Flow and Transfer ProcessesGround truthreliabilityBasis (linear algebra)Point (typography)lcsh:Tbusiness.industryComputer Science::Information RetrievalProcess Chemistry and Technology05 social sciencesGeneral Engineering050401 social sciences methodslcsh:QC1-999Computer Science ApplicationsInter-rater reliabilitymachine learninglcsh:Biology (General)lcsh:QD1-999lcsh:TA1-2040inter-rater agreementArtificial intelligenceMetric (unit)lcsh:Engineering (General). Civil engineering (General)businessground truthcomputerlcsh:PhysicsApplied Sciences
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Ultrasound-guided musculoskeletal interventional procedures around the elbow, hand and wrist excluding carpal tunnel procedures.

2021

Ultrasound is a fast, reliable and radiation-free method for the assessment of a wide range of pathological conditions, as well as for the guidance of percutaneous interventional procedures around the elbow, hand and wrist. Intraarticular and periarticular interventional procedures can be easily performed under continuous ultrasound monitoring to ensure correct needle positioning and medication delivery to a specific target. The most common ultrasound-guided procedures performed around the elbow, wrist, and hand are described in this review, excluding carpal tunnel procedures. Specifically, elbow steroid injections are performed in patients with inflammatory disorders, while hyaluronic acid…

musculoskeletal diseasesmedicine.medical_specialtyElbowWristUlnar neuropathyfingerwristMedicineRadiology Nuclear Medicine and imagingCarpal tunnelDry needlingTenosynovitisRadiological and Ultrasound Technologybusiness.industryultrasoundelbowmedicine.diseaseSurgerybody regionsmedicine.anatomical_structureinjectionOlecranon bursitisMedicineTrigger fingerbusinessJournal of ultrasonography
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Accuracy of CT and MRI to assess resection margins in primary malignant bone tumours having histology as the reference standard.

2018

AIM To evaluate the accuracy of magnetic resonance imaging (MRI) and computed tomography (CT) in assessing the resection margins of primary malignant bone tumours. MATERIALS AND METHODS Resected primary malignant bone tumour specimens removed from 46 patients (27 male; mean age: 48±22 years) were imaged using MRI (fat-saturated proton density-weighted and three-dimensional fat-suppressed T1-weighted gradient-recalled-echo) and CT immediately after surgery. A radiologist and an orthopaedist evaluated bone and soft-tissue margins of the specimens on both examinations. Histological evaluation was performed by a senior orthopaedic oncology pathologist. Margins were classified as R0 (safe margin…

MaleNeoplasm ResidualBone Neoplasms030218 nuclear medicine & medical imagingResection03 medical and health sciences0302 clinical medicineMcNemar's testImaging Three-DimensionalBone tumoursMedicineHumansRadiology Nuclear Medicine and imagingReference standardsReproducibilitymedicine.diagnostic_testbusiness.industryMargins of ExcisionReproducibility of ResultsHistologyMagnetic resonance imagingGeneral MedicineMiddle AgedMagnetic Resonance Imaging030220 oncology & carcinogenesisOrthopaedic oncologyFemaleNuclear medicinebusinessTomography X-Ray ComputedClinical radiology
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Potential Use of a Diluted High-relaxivity Gadolinium-based Intra-articular Contrast Agent for Magnetic Resonance Arthrography: An In-vitro Study

2019

Abstract Background Magnetic resonance arthrography (MRA) requires intra-articular injection of gadolinium-based diluted paramagnetic contrast material. To our knowledge, gadobenate dimeglumine (Gd-BOPTA) has never been used for intra-articular applications. Our aim was to test in vitro different concentrations of Gd-BOPTA to be potentially used to perform MRA. Methods Gd-BOPTA was diluted in saline (NaCl 0.9%) to achieve different concentrations (4 mmol/l; 2 mmol/l; 1 mmol/l; 0.67 mmol/l; 0.5 mmol/l). Six sets of five sterile pipes were prepared with 5 ml of each solution, five sets added with 0.5 ml of fresh synovial fluid. Two separate pipes were prepared with 5 ml of gadopentetate dimeg…

Malelcsh:Medical technologyArbitrary unitmedicine.medical_treatmentmedia_common.quotation_subjectGadoliniumContrast Mediachemistry.chemical_elementIn Vitro TechniquesInjections Intra-ArticularMeglumineNuclear magnetic resonanceIntra articularMagnetic resonance arthrographySynovial FluidGadobenate dimeglumineGadopentetate dimeglumineOrganometallic CompoundsmedicineHumansSynovial fluidContrast (vision)In vitro studyRadiology Nuclear Medicine and imagingArthrographySalineGADOBENATE DIMEGLUMINEAgedmedia_commonmedicine.diagnostic_testChemistryReproducibility of ResultsIn vitro studyMagnetic resonance imagingMiddle AgedMagnetic Resonance Imaginglcsh:R855-855.5FemaleResearch ArticleSeminars in Musculoskeletal Radiology
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Rotator cuff calcific tendinopathy: from diagnosis to treatment

2018

Rotator cuff calcific tendinopathy (RCCT) is a very common condition caused by the presence of calcific deposits in the rotator cuff (RC) or in the subacromial-subdeltoid (SASD) bursa when calcification spreads around the tendons. The pathogenetic mechanism of RCCT is still unclear. It seems to be related to cell-mediated disease in which metaplastic transformation of tenocytes into chondrocytes induces calcification inside the tendon of the RC. RCCT is a frequent finding in the RC that may cause significant shoulder pain and disability. It can be easily diagnosed with imaging studies as conventional radiography (CR) or ultrasound (US). Conservative management of RCCT usually involves rest,…

percutaneous treatmentsExtracorporeal Shockwave TherapyArthroscopyRotator CuffUSTendinopathyCalcinosisHumansReviewcalcific tendinopathyConservative Treatmentcalcific tendinopathy rotator cuff US MRI percutaneous treatmentsMRIActa bio-medica : Atenei Parmensis
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