114 research outputs found

    Necessary and sufficient condition for the global stability of a delayed discrete-time neuron model

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    Positron emission tomography (PET) studies acquired in list mode offer the opportunity to provide a cine loop showing the dynamics of 18F- PET uptake, giving a visualization of regional bone remodeling. The focus of this report is a group of patients treated with Taylor spatial frames (TSF). The studies were acquired for a period of 45 minutes and saved in list mode. The list was decoded and subsequently segmented into time intervals of one minute each. For each time interval a sinogram was generated from which volumes of one minute each were reconstructed. Slices projected from these volumes could then be displayed as a dynamic loop superimposed on the corresponding computed tomography (CT) slice in order to visualize the 18F- uptake insitu. It was indicated that this technique has the potential of becoming an additional technique to that of using static volumes and SUV values only. As the list mode data was decoded it also offered a method to evaluate the potential decrease in injected activity by eliminating every Nth event from the list before reconstructing the 45 minute volume. This was done and the indication was that the injected activity and hence the effective dose to the patient can be decreased. However, in this work, this was not proven clinically. The open source STIR software was used to reconstruct volumes from sinograms to enable an unlimited access to reconstructing volumes without disturbing the daily routine at the clinic. The data was acquired on a clinical Siemens Medical Solutions Biograph 64 TruePoint TrueV, PET/CT scanner situated at the Nuclear Medicine Department at the Karolinska University Hospital in Solna. This scanner was not supported by the STIR software, hence the data collected by the Siemens PET/CT scanner was translated so that 3D reconstructions could be computed using the STIR tools. The reconstructions made in STIR resulted in volumes of sufficient visual quality, but not as good as those reconstructed by the scanner itself. Further optimization in STIR was left for future work. According to the physicians who treat these patients, dynamic visualization was of sufficient interest to continue to develop and optimize this method. The cine loops that were presented to the physicians were made from JPEG slices produced from the one minute volumes and put together as GIF files. It was also possible to vary the reconstruction time (from uniformly one minute) as well as the presentation rate in the cine loop, but this was left for future work. Ultimately, the cine loop will be implemented in the locally developed software tool.Positronemissionstomografi (PET) studier som förvÀrvats i list mode erbjuder möjligheten att göra film slingor som visar dynamiken i 18F- PET upptag. Detta förvÀntas ge en dynamisk visualisering av var ben nybildas. Fokus i denna rapport Àr en grupp patienter som behandlats med Taylor spatial frames (TSF). Bilderna i studien förvÀrvades under en period av 45 minuter och sparades i list mode. List mode data avkodades och delades dÀrefter upp i tidsintervaller pÄ en minut vardera. För varje tidsintervall rekonstruerades ett sinogram för vilka bilder av volymen rekonstruerades. Skivor frÄn dessa volymer kan sedan visas som en dynamisk slinga ovanpÄ motsvarande datortomografi (CT) skiva för att visualisera 18F- upptaget in situ. Denna teknik visade sig ha potential att bli en ytterligare teknik utöver de statiska volymer och SUV-vÀrden som redan finns tillgÀngliga. Eftersom listmode data avkodats erbjuds ocksÄ en metod för att utvÀrdera en potentiell minskning av den injicerade aktivitet genom att eliminera varje N: te hÀndelse frÄn listan innan volymen pÄ 45 minuter rekonstrueras. Detta utfördes och det visade sig att den injicerade aktiviteten och dÀrmed den effektiva dosen till patienten potentiellt kan minskas men i detta arbete har detta inte bevisats kliniskt. Mjukvaran STIR, som Àr tillgÀngligt för allmÀnheten, anvÀndes för att rekonstruera volymer frÄn sinogram för att möjliggöra en obegrÀnsad tillgÄng till att rekonstruera volymer utan att störa den dagliga rutinen pÄ kliniken. Data förvÀrvades i en klinisk Siemens Medical Solutions Biograph 64 TruePoint TrueV, PET/CT-skanner som Àr placerad vid nuklearmedicinska avdelningen vid Karolinska Universitetssjukhuset i Solna. Skannern var inte kompatibel med STIR mjukvaran. DÀrför översattes det data som samlats in av Siemens PET/CT-skannern sÄ att 3D-rekonstruktioner kan berÀknas med hjÀlp av verktygen i STIR. De rekonstruktioner som gjorts i STIR gav upphov till volymer av tillrÀcklig visuell kvalitet för denna studie, men var inte lika bra som de som rekonstrueras genom sjÀlva skannern. Ytterligare optimering i STIR lÀmnades för framtida arbete. Enligt de lÀkare som behandlar dessa patienter var en dynamisk visualisering av tillrÀckligt intresse att fortsÀtta utveckla och optimera den hÀr metoden. Film slingor som presenterades för lÀkarna gjordes frÄn JPEG bilder tagna frÄn skivor av volymer pÄ en minut vardera som producerats och sattes ihop som GIF-filer. Det var ocksÄ möjligt att variera Äteruppbyggnadstiden (frÄn jÀmnt en minut) samt presentationshastigheten i film slingan, men detta lÀmnades till framtida arbetet. I slutÀndan kommer film slingan implementeras i ett lokalt utvecklat verktyg.QC 20151102</p

    A New Automated Way to Measure Polyethylene Wear in THA Using a High Resolution CT Scanner: Method and Analysis

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    As the most advantageous total hip arthroplasty (THA) operation is the first, timely replacement of only the liner is socially and economically important because the utilization of THA is increasing as younger and more active patients are receiving implants and they are living longer. Automatic algorithms were developed to infer liner wear by estimating the separation between the acetabular cup and femoral component head given a computed tomography (CT) volume. Two series of CT volumes of a hip phantom were acquired with the femoral component head placed at 14 different positions relative to the acetabular cup. The mean and standard deviation (SD) of the diameter of the acetabular cup and femoral component head, in addition to the range of error in the expected wear values and the repeatability of all the measurements, were calculated. The algorithms resulted in a mean (±SD) for the diameter of the acetabular cup of 54.21 (±0.011) mm and for the femoral component head of 22.09 (±0.02) mm. The wear error was ±0.1 mm and the repeatability was 0.077 mm. This approach is applicable clinically as it utilizes readily available computed tomography imaging systems and requires only five minutes of human interaction

    FMM-Head: Enhancing Autoencoder-based ECG anomaly detection with prior knowledge

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    Detecting anomalies in electrocardiogram data is crucial to identifying deviations from normal heartbeat patterns and providing timely intervention to at-risk patients. Various AutoEncoder models (AE) have been proposed to tackle the anomaly detection task with ML. However, these models do not consider the specific patterns of ECG leads and are unexplainable black boxes. In contrast, we replace the decoding part of the AE with a reconstruction head (namely, FMM-Head) based on prior knowledge of the ECG shape. Our model consistently achieves higher anomaly detection capabilities than state-of-the-art models, up to 0.31 increase in area under the ROC curve (AUROC), with as little as half the original model size and explainable extracted features. The processing time of our model is four orders of magnitude lower than solving an optimization problem to obtain the same parameters, thus making it suitable for real-time ECG parameters extraction and anomaly detection.Comment: 23 pages, 14 figure

    Sagor, visor och lekar

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    Skyddsengelns röst ; FjĂ€derholmarna ; Prinsessan Lindagull ; Alanda cantat ; Refanut ; Skolgossarnes segersĂ„ng ; Matts Lustigs barn ; TidningssĂ€ttaren vid sin stilkast ; Fattig-gubben ; Aftonvandring ; Georgs konungariken ; ÅngbĂ„tseldaren ; Lasse liten ; Svarta hafvets matros ; TĂ€ndstickan ; En vĂ„rdag pĂ„ Finska Viken ; Pehr Matts' sten ; JernvĂ€gskonduktören ; Myran, som for till doktorn ; Telegrafisten ; Lilla Genius ; Vaggvisa för en nordanstorm ; Stjernöga ; Vid postluckan för ankommande bref ; Myreborg och GrĂ„mossa ; Johanna d'Arc ; Sikku ; Berndt Michaels dröm ; Det vissnade löfvet ; Hvar fĂ„ vi en julgran? ; MĂ„ne klara ; Ängens söndagsmorgon

    Validation of a 3D CT method for measurement of linear wear of acetabular cups: A hip simulator study

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    Background We evaluated the accuracy and repeatability of a 3D method for polyethylene acetabular cup wear measurements using computed tomography (CT). We propose that the method be used for clinical in vivo assessment of wear in acetabular cups. Material and methods Ultra-high molecular weight polyethylene cups with a titanium mesh molded on the outside were subjected to wear using a hip simulator. Before and after wear, they were (1) imaged with a CT scanner using a phantom model device, (2) measured using a coordinate measurement machine (CMM), and (3) weighed. CMM was used as the reference method for measurement of femoral head penetration into the cup and for comparison with CT, and gravimetric measurements were used as a reference for both CT and CMM. Femoral head penetration and wear vector angle were studied. The head diameters were also measured with both CMM and CT. The repeatability of the method proposed was evaluated with two repeated measurements using different positions of the phantom in the CT scanner. Results The accuracy of the 3D CT method for evaluation of linear wear was 0.51 mm and the repeatability was 0.39 mm. Repeatability for wear vector angle was 17?. Interpretation This study of metal-meshed hip-simulated acetabular cups shows that CT has the capacity for reliable measurement of linear wear of acetabular cups at a clinically relevant level of accuracy
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