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Danielsson, Mats, ProfessorORCID iD iconorcid.org/0000-0002-3039-9791
Publications (10 of 160) Show all publications
Brunskog, R., Persson, M., Yveborg, M., Follo, U. & Danielsson, M. (2026). Charge-cloud-based micrometer resolution in deep-silicon photon-counting CT. Journal of Medical Imaging, 13(04), 1-14
Open this publication in new window or tab >>Charge-cloud-based micrometer resolution in deep-silicon photon-counting CT
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2026 (English)In: Journal of Medical Imaging, ISSN 2329-4302, E-ISSN 2329-4310, Vol. 13, no 04, p. 1-14Article in journal (Refereed) Published
Abstract [en]

Purpose

We are developing a monolithic deep-silicon photon-counting sensor targeting spatial resolution on the order of 1 μm. This work investigates how pixel pitch, noise level, threshold number, and threshold placement affect the achievable tangential and wafer-thickness resolution to guide the CMOS electronics and sensor design.

Approach

Allpix Squared simulations were used to evaluate pixel pitches with two noise levels and two threshold-placement schemes over varying threshold numbers. Interaction position was estimated in both dimensions using lookup tables trained on the thresholded pixel output, and performance was quantified using the MTF.

Results

Decreasing pixel pitch strongly improved tangential resolution for Compton interactions, whereas photoelectric interactions showed a weaker dependence on pixel pitch and threshold placement. Equal-counting thresholds approached the achievable resolution with fewer thresholds than equidistant thresholds. For eight equal-counting thresholds, the 10% MTF across the studied pixel sizes ranged from 1284 lp/cm to 2452 lp/cm in the tangential direction and from 15 to 71 lp/cm in the wafer-thickness direction for Compton interactions, compared with 409 to 507 lp/cm and 18 to 79 lp/cm, respectively, for photoelectric interactions. RMSE analysis further showed that some interactions for the 25 μm pitch reached below 2 μm tangentially and a few tens of micrometers in the wafer-thickness direction.

Conclusions

Spatial resolution improved with a threshold number up to about 8 to 10, beyond which additional programmable thresholds gave only modest gain. The achieved tangential resolution also suggests that analyzer-free phase-contrast imaging is feasible for realistic geometries and expected interference patterns.

Place, publisher, year, edition, pages
SPIE-Intl Soc Optical Eng, 2026
National Category
Medical Imaging
Identifiers
urn:nbn:se:kth:diva-387626 (URN)10.1117/1.jmi.13.4.043501 (DOI)42564955 (PubMedID)
Funder
EU, Horizon Europe, 101186826Swedish Research Council, 2022-06725
Note

QC 20260831

Available from: 2026-08-28 Created: 2026-08-28 Last updated: 2026-08-31Bibliographically approved
Behling, R., Hulme, C., Poludniowski, G., Tolias, P. & Danielsson, M. (2026). Tungsten microparticle streams enable simultaneous reflective and transmissive X‑ray emission and high central image resolution. In: Medical Imaging 2026: Physics of Medical Imaging: . Paper presented at Medical Imaging 2026: Physics of Medical Imaging, Vancouver, Canada, February 15-19, 2025. SPIE-Intl Soc Optical Eng, Article ID 139240R.
Open this publication in new window or tab >>Tungsten microparticle streams enable simultaneous reflective and transmissive X‑ray emission and high central image resolution
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2026 (English)In: Medical Imaging 2026: Physics of Medical Imaging, SPIE-Intl Soc Optical Eng , 2026, article id 139240RConference paper, Published paper (Refereed)
Abstract [en]

Photon counting CT with ever finer detector pixels, microbeam cancer therapy and recent methods for non-destructive evaluation demand minimized X-ray focal spots and improved photon flux from keV bremsstrahlung X-ray sources. Compared with X-ray detection, the performance improvement of high-performance X-ray tubes with rigid target materials has substantially fallen behind in recent decades. Rigid anode technology has become a serious bottleneck for improvement. Our group has previously shown that rapidly moving tungsten microparticle streams could be powerful X-ray targets and have potential for novel system design. Compared with rotating anode tubes we simulated a potential output intensity gain of almost an order of magnitude for high tube voltage and focal spots at the low end of the realistic human diagnostic CT range. Our current work further supports our expectation that an essential property is fulfilled, namely that the particle stream remains neutral upon electron impact for realistic tube voltages and suitable tungsten microparticle streams. In addition, we now add that, in contrast to conventional rigid targets, microparticle targets enable full space angle or at least triple-sided X-ray emission that would allow to achieve extraordinarily high image resolution for central objects on the reference axis of the imaging system. The anode angle would be zero. A thin and fast moving microparticle target can simultaneously emit in conventional reflection mode, transmission mode, and sideways to enhance image resolution, object size and total output.

Place, publisher, year, edition, pages
SPIE-Intl Soc Optical Eng, 2026
Keywords
focal spots, image resolution, non-destructive evaluation, Photon counting CT, reflection targets, transmission targets, tungsten microparticles, X-ray anodes, X-ray targets, X-ray tubes
National Category
Radiology and Medical Imaging
Identifiers
urn:nbn:se:kth:diva-382919 (URN)10.1117/12.3084831 (DOI)2-s2.0-105039330129 (Scopus ID)
Conference
Medical Imaging 2026: Physics of Medical Imaging, Vancouver, Canada, February 15-19, 2025
Note

Part of ISBN 9781510697850

QC 20260604

Available from: 2026-06-04 Created: 2026-06-04 Last updated: 2026-06-04Bibliographically approved
Persson, M., Eguizabal, A. & Danielsson, M. (2025). Determining a confidence indication for deep-learning image reconstruction in computed tomography. Japanese patent 7702611.
Open this publication in new window or tab >>Determining a confidence indication for deep-learning image reconstruction in computed tomography
2025 (English)Patent (Other (popular science, discussion, etc.))
Abstract [ja]

コンピュータ断層撮影(CT)における機械学習画像再構成のための1つ以上の信頼度表示を決定するための方法及びシステムが提供される。この方法は、(S1)エネルギー分解X線データを取得することと、(S2)少なくとも1つの機械学習システムに基づいてエネルギー分解X線データを処理して、少なくとも1つの再構成基底画像又はその画像特徴の事後確率分布の表現を生成することとを備える。本方法は更に、事後確率分布の表現に基づいて、前記少なくとも1つの再構成基底画像、又は前記少なくとも1つの再構成基底画像に由来する少なくとも1つの派生画像、又は前記少なくとも1つの再構成基底画像又は前記少なくとも1つの派生画像の画像特徴に対する1つ以上の信頼度表示を生成する(S3)ことを含む。【選択図】図6A

National Category
Medical Imaging
Identifiers
urn:nbn:se:kth:diva-367953 (URN)
Patent
Japanese patent 7702611 (2025-07-04)
Note

The correct spelling of the inventor's name is Eguizabal.

QC 20250820

Available from: 2025-07-31 Created: 2025-07-31 Last updated: 2025-08-20Bibliographically approved
Burton, G., Danielsson, M. & Persson, M. (2025). Feasibility of Photon-Counting Micro-CT for Intraoperative Specimen Imaging: a Simulation Study. In: Medical Imaging 2025: Physics of Medical Imaging: . Paper presented at Medical Imaging 2025: Physics of Medical Imaging, San Diego, United States of America, Feb 17 2025 - Feb 21 2025. SPIE-Intl Soc Optical Eng, Article ID 134053K.
Open this publication in new window or tab >>Feasibility of Photon-Counting Micro-CT for Intraoperative Specimen Imaging: a Simulation Study
2025 (English)In: Medical Imaging 2025: Physics of Medical Imaging, SPIE-Intl Soc Optical Eng , 2025, article id 134053KConference paper, Published paper (Refereed)
Abstract [en]

Purpose: We aim to investigate the feasibility of developing a tabletop photon-counting micro-computed tomography (CT) device that can perform intraoperative virtual histopathology on tumor specimens, showing the demarcation between the tumor and surrounding tissue. By enabling fast imaging and tissue analysis during surgery, the micro-CT device would enhance the accuracy of tumor excision and thus minimize harm to the patient by reducing the need for re-operations. Approach: A simulation using a Python package called SpekPy is used to investigate the potential capabilities of a tabletop micro-CT device on tumor specimens.1 We use existing micro-CT systems as a model for the tube parameters (filters, voltage, power, and current), and we assume an ideal detector in order to understand the upper limit of detection capabilities. Results: The simulated data indicate that when the contrast-to-noise ratio (CNR) is normalized for time, higher tube voltage is optimal across all tissue thicknesses. In contrast, when the CNR is normalized for dose, lower tube voltage ranges are preferable for thinner tissues. Since shorter acquisition times are desirable in this application and dose is not a concern (as the tissue is not live), it is useful to know that the highest applied voltage will yield the highest CNR, and thus the best capability for tumor differentiation. Additionally, the data suggest that the device can distinguish features as small as 33 microns within soft tissue, facilitating precise assessment of tumor margins. Conclusions: The simulation demonstrates that a micro-CT device with these specifications is capable of effectively performing intraoperative tumor margin assessment.

Place, publisher, year, edition, pages
SPIE-Intl Soc Optical Eng, 2025
Keywords
contrast-to-noise ratio, intraoperative imaging, Photon-counting micro-CT, soft tissue imaging, tumor margin assessment
National Category
Radiology and Medical Imaging Atom and Molecular Physics and Optics Medical Imaging Cancer and Oncology
Identifiers
urn:nbn:se:kth:diva-363750 (URN)10.1117/12.3047899 (DOI)001487074500109 ()2-s2.0-105004576752 (Scopus ID)
Conference
Medical Imaging 2025: Physics of Medical Imaging, San Diego, United States of America, Feb 17 2025 - Feb 21 2025
Note

 Part of ISBN 978151068588

QC 20250528

Available from: 2025-05-21 Created: 2025-05-21 Last updated: 2025-08-01Bibliographically approved
Brunskog, R., Persson, M. & Danielsson, M. (2025). First experimental demonstration of charge-cloud imaging for micrometer-scale resolution with a photon-counting silicon CT detector. In: Medical Imaging 2025: Physics of Medical Imaging: . Paper presented at Medical Imaging 2025: Physics of Medical Imaging, San Diego, United States of America, Feb 17 2025 - Feb 21 2025. SPIE-Intl Soc Optical Eng, Article ID 134050B.
Open this publication in new window or tab >>First experimental demonstration of charge-cloud imaging for micrometer-scale resolution with a photon-counting silicon CT detector
2025 (English)In: Medical Imaging 2025: Physics of Medical Imaging, SPIE-Intl Soc Optical Eng , 2025, article id 134050BConference paper, Published paper (Refereed)
Abstract [en]

Purpose: Evaluation of a new sensor for micrometer-resolution photon-counting CT. Approach: DAC-sweeps are performed using a commercial x-ray tube and are compared to simulations. An edge-scan using a 250 µm tungsten wafer without any interaction logic is also performed, as well as single interaction readout of the energy spectrum that is compared to simulations. Results: The edge-scan shows a line spread function with a full width at half maximum of 11.6 µm and a 5% modulation transfer function at 850 lp/cm. Conclusions: Fair agreement with simulations indicated that employing the interaction can further significantly improve spatial resolution.

Place, publisher, year, edition, pages
SPIE-Intl Soc Optical Eng, 2025
Keywords
computed tomography, deep silicon, photon-counting, ultra-high resolution
National Category
Radiology and Medical Imaging Medical Imaging Other Physics Topics Atom and Molecular Physics and Optics
Identifiers
urn:nbn:se:kth:diva-363752 (URN)10.1117/12.3048609 (DOI)001487074500010 ()2-s2.0-105004574052 (Scopus ID)
Conference
Medical Imaging 2025: Physics of Medical Imaging, San Diego, United States of America, Feb 17 2025 - Feb 21 2025
Note

Part of ISBN   9781510685888

QC 20250528

Available from: 2025-05-21 Created: 2025-05-21 Last updated: 2025-07-04Bibliographically approved
Sundberg, C., Bergentoft, F., Persson, M. & Danielsson, M. (2025). Methods and systems for coincidence detection in x-ray detectors. Japanese patent 7625687.
Open this publication in new window or tab >>Methods and systems for coincidence detection in x-ray detectors
2025 (English)Patent (Other (popular science, discussion, etc.))
Abstract [ja]

【課題】改良されたX線検出器システムを提供する。【解決手段】X線源からのX線放射を検出するフォトンカウンティングX線検出器(20)、及び前記X線検出器における光子相互作用の時間に関する情報と、前記X線検出器に対する前記X線源の位置に関する情報とに基づいて、前記X線検出器に入射する放射線に関する情報を決定する及び/又は取得する同時計数検出システム(60)を含むX線検出器システム(5)を提供する。このようなX線検出器システムを含むX線イメージングシステム、並びに対応する同時計数検出システム及び対応する方法も提供する。【選択図】図2B

National Category
Medical Imaging
Identifiers
urn:nbn:se:kth:diva-367951 (URN)
Patent
Japanese patent 7625687 (2025-02-03)
Note

Japanese patent  JP7625687B2

QC 20250820

Available from: 2025-07-31 Created: 2025-07-31 Last updated: 2025-08-20Bibliographically approved
Behling, R., Hulme-Smith, C., Poludniowski, G., Tolias, P. & Danielsson, M. (2025). Microparticle x-ray targets. In: Medical Imaging 2025: Physics of Medical Imaging: . Paper presented at Medical Imaging 2025: Physics of Medical Imaging, San Diego, United States of America, Feb 17 2025 - Feb 21 2025. SPIE-Intl Soc Optical Eng, Article ID 1340512.
Open this publication in new window or tab >>Microparticle x-ray targets
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2025 (English)In: Medical Imaging 2025: Physics of Medical Imaging, SPIE-Intl Soc Optical Eng , 2025, article id 1340512Conference paper, Published paper (Refereed)
Abstract [en]

The input power density of eroding rotating anode X-ray sources restricts the achievable spatial image resolution in X-ray systems, especially for medical computed tomography (CT). The development of anodes that sustain higher input power density has stalled in recent decades, despite substantial investment and sophisticated material analysis. The grain structure of the conversion layer, typically sintered and forged tungsten/rhenium, erodes during tens of millions of thermal cycles. Anodes of high-performance tubes are under extreme thermomechanical stress and rotate near angular burst velocities. To overcome this challenge, we propose a paradigm shift using a stream of very fast moving tungsten microparticles. Volume heating, twice the mass heat capacity and much shorter residence times under electron impact may render an order of magnitude improvement of the focal spot input power density. This corresponds to a threefold improvement of the source MTF in each orthogonal direction for a standard focal spot. We made sure by Monte-Carlo simulation, that the new microparticle target would not charge negatively upon electron impact in the tube voltage range of medical imaging. Hence, it would be electrically compatible with the spectral requirements. We propose technical implementations. We further suggest a source of high intensity and highly monochromatic bremsstrahlung based on microparticle technology that may replace synchrotrons for a variety of experiments. After thorough simulations we believe that the remaining engineering problems, such as separating the microparticle space from the cathode region, storage, acceleration, capturing, cooling, and recycling, can be solved in the near future.

Place, publisher, year, edition, pages
SPIE-Intl Soc Optical Eng, 2025
Keywords
Medical imaging, monochromatic X-rays, novel X-ray target, rotating anode, target erosion, tungsten microparticles, tungsten rhenium, X-ray dose, X-ray tube
National Category
Physical Sciences
Identifiers
urn:nbn:se:kth:diva-363777 (URN)10.1117/12.3044616 (DOI)001487074500035 ()2-s2.0-105004574660 (Scopus ID)
Conference
Medical Imaging 2025: Physics of Medical Imaging, San Diego, United States of America, Feb 17 2025 - Feb 21 2025
Note

Part of ISBN 9781510685888

QC 20250528

Available from: 2025-05-21 Created: 2025-05-21 Last updated: 2025-07-04Bibliographically approved
Behling, R., Hulme-Smith, C., Tolias, P. & Danielsson, M. (2025). Rotating anode x-ray tube technology at the limit. In: Medical Imaging 2025: Physics of Medical Imaging: . Paper presented at Medical Imaging 2025: Physics of Medical Imaging, San Diego, United States of America, Feb 17 2025 - Feb 21 2025. SPIE-Intl Soc Optical Eng, Article ID 1340502.
Open this publication in new window or tab >>Rotating anode x-ray tube technology at the limit
2025 (English)In: Medical Imaging 2025: Physics of Medical Imaging, SPIE-Intl Soc Optical Eng , 2025, article id 1340502Conference paper, Published paper (Refereed)
Abstract [en]

The input power density of rotating anode X-ray sources and hence the spatial image resolution of the X-ray system must be fundamentally restricted due to the erosion of anode material. The efficacy of computed tomography would benefit from much smaller X-ray focal spots with equal or increased photon output. A switch to carbon fiber reinforced rotor members that may enable higher rotor velocity has been suggested, or increasing the tube voltage for deeper implantation of electronic input power. Alternatively, we are proposing a new fast moving tungsten microparticle target that avoids focal track erosion, offers high mass heat capacity from increased temperature swing and reduced material residence time in the electron beam. This novel technology concept promises to eliminate the bottleneck and allow for an order of magnitude improvement of the focal spot input power density. However, before investing in implementation the ultimate limitations of current technology should be better known than currently. To gain knowledge, we improved the modeling of electron transport and target erosion of rotary anodes. We infer a criticality parameter that enables predicting the risk of anode erosion for a wide range of technique factors and focal spot sizes based on a few reference life cycle tests. In conclusion, despite the deficits of assumptions made in the classic Müller-Oosterkamp theory that ignores tube voltage, the derived specifications of commercial X-ray tubes are justified. Limited by anode erosion, the gain of permitted power density with increasing tube voltage is smaller than predicted by some alternative volume heating models. We further discovered the necessity to introduce a correction for calculations of the applied patient X-ray dose and pointed to the related error in the standards for radiation safety.

Place, publisher, year, edition, pages
SPIE-Intl Soc Optical Eng, 2025
Keywords
Medical imaging, rotating anode, target erosion, thermomechanical stress, tungsten microparticles, tungsten rhenium, X-ray dose, X-ray tube
National Category
Mechanical Engineering
Identifiers
urn:nbn:se:kth:diva-363751 (URN)10.1117/12.3044261 (DOI)001487074500001 ()2-s2.0-105004574574 (Scopus ID)
Conference
Medical Imaging 2025: Physics of Medical Imaging, San Diego, United States of America, Feb 17 2025 - Feb 21 2025
Note

Part of ISBN 9781510685888

QC 20250528

Available from: 2025-05-21 Created: 2025-05-21 Last updated: 2025-07-04Bibliographically approved
Hein, D., Holmin, S., Prochazka, V., Yin, Z., Danielsson, M., Persson, M. & Wang, G. (2025). Syn2Real: synthesis of CT image ring artifacts for deep learning-based correction. Physics in Medicine and Biology, 70(4), Article ID 04NT01.
Open this publication in new window or tab >>Syn2Real: synthesis of CT image ring artifacts for deep learning-based correction
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2025 (English)In: Physics in Medicine and Biology, ISSN 0031-9155, E-ISSN 1361-6560, Vol. 70, no 4, article id 04NT01Article in journal (Refereed) Published
Abstract [en]

Objective. We strive to overcome the challenges posed by ring artifacts in x-ray computed tomography (CT) by developing a novel approach for generating training data for deep learning-based methods. Training such networks require large, high quality, datasets that are often generated in the data domain, time-consuming and expensive. Our objective is to develop a technique for synthesizing realistic ring artifacts directly in the image domain, enabling scalable production of training data without relying on specific imaging system physics. Approach. We develop 'Syn2Real,' a computationally efficient pipeline that generates realistic ring artifacts directly in the image domain. To demonstrate the effectiveness of our approach, we train two versions of UNet, vanilla and a high capacity version with self-attention layers that we call UNetpp, with & ell;2 and perceptual losses, as well as a diffusion model, on energy-integrating CT images with and without these synthetic ring artifacts. Main Results. Despite being trained on conventional single-energy CT images, our models effectively correct ring artifacts across various monoenergetic images, at different energy levels and slice thicknesses, from a prototype photon-counting CT system. This generalizability validates the realism and versatility of our ring artifact generation process. Significance. Ring artifacts in x-ray CT pose a unique challenge to image quality and clinical utility. By focusing on data generation, our work provides a foundation for developing more robust and adaptable ring artifact correction methods for pre-clinical, clinical and other CT applications.

Place, publisher, year, edition, pages
IOP Publishing, 2025
Keywords
deep learning, CT, photon-counting CT, ring artifacts, data synthesis, UNet
National Category
Radiology and Medical Imaging Medical Imaging Computer graphics and computer vision
Identifiers
urn:nbn:se:kth:diva-360399 (URN)10.1088/1361-6560/adad2c (DOI)001415391700001 ()39842097 (PubMedID)2-s2.0-85218222563 (Scopus ID)
Note

QC 20250226

Available from: 2025-02-26 Created: 2025-02-26 Last updated: 2025-05-08Bibliographically approved
Behling, R., Hulme-Smith, C., Tolias, P. & Danielsson, M. (2025). The impact of tube voltage on the erosion of rotating x‐ray anodes. Medical physics (Lancaster), 52(2), 814-825
Open this publication in new window or tab >>The impact of tube voltage on the erosion of rotating x‐ray anodes
2025 (English)In: Medical physics (Lancaster), ISSN 0094-2405, Vol. 52, no 2, p. 814-825Article in journal (Refereed) Published
Abstract [en]

Background

The permitted input power density of rotating anode x-ray sources is limited by the performance of available target materials. The commonly used simplified formulas for the focal spot surface temperature ignore the tube voltage despite its variation in clinical practice. Improved modeling of electron transport and target erosion, as proposed in this work, improves the prediction of x-ray output degradation by target erosion, the absolute x-ray dose output and the quality of diagnostic imaging and orthovolt cancer therapy for a wide range of technique factors.

Purpose

Improved modeling of electronic power absorption to include volume effects and surface erosion, to improve the understanding of x-ray output degradation, enhance the reliability of x-ray tubes, and safely widen their fields of use.

Methods

We combine Monte Carlo electron transport simulations, coupled thermoelasticity finite element modelling, erosion-induced surface granularity, and the temperature dependence of thermophysical and thermomechanical target properties. A semi-empirical thermomechanical criterion is proposed to predict the target erosion. We simulate the absorbed electronic power of an eroded tungsten-rhenium target, mimicked by a flat target topped with a monolayer of spheres, and compare with a pristine target.

Results

The absorbed electronic power and with it the conversion efficiency varies with tube voltage and the state of erosion. With reference to 80 kV (100%), the absorption of a severely eroded relative to a pristine target is 105% (30 kV), 99% (100 kV), 97% (120 kV), 96% (150 kV), 93% (200 kV), 87% (250 kV), and 79% (300 kV). We show that, although the simplistic Müller–Oosterkamp model of surface heating underestimates the benefit of higher tube voltages relative to operation at 80 kV, the error is limited to below −6% for 30 kV (reduction advised) and +13% for 300 kV (input power increase permitted).

Conclusions

Correcting the x-ray conversion efficiency of eroded target material, that is typically not accessible by measuring the tube current, may imply corrections to existing x-ray dose calculations. The relative increase of the allowable anode input power of rotating anode x-ray tubes with increasing tube voltage is substantially smaller than predicted by volume heating models that only rely on the focal spot surface temperature. The widely used voltage agnostic Müller–Oosterkamp formalism fails to predict the tube voltage dependency of the surface temperature of rotating anode targets, ignores the temperature dependency of the thermal diffusivity of tungsten-rhenium, and the granularity of the material. Nevertheless, we show theoretically why, backed by experience, the practical use of the Müller–Oosterkamp formalism is justified in medical imaging and provides a basis for comparison with new microparticle based targets. The reason for this surprising finding is that voltage dependent material erosion must be primarily considered as a precursor of thermal runaway effects.

Place, publisher, year, edition, pages
Wiley, 2025
Keywords
X-ray source; X-ray tube; spectral imaging; microparticle target; monochromatic X-rays; rotating anode; tungsten; medical imaging; non-destructive X-ray testing; rotating anode; tungsten; medical imaging; non-destructive X-ray testing
National Category
Radiology, Nuclear Medicine and Medical Imaging
Research subject
Medical Technology
Identifiers
urn:nbn:se:kth:diva-359464 (URN)10.1002/mp.17528 (DOI)001393245200001 ()39569840 (PubMedID)2-s2.0-85209748497 (Scopus ID)
Note

QC 20250203

Available from: 2025-02-03 Created: 2025-02-03 Last updated: 2025-05-27Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0002-3039-9791

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