Siegfried Kollotzek
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Siegfried Kollotzek has a total of 83 co-authors. Here are the top co-authors by number of shared publications:
- Paul Scheier
University of Innsbruck
14 shared publications - Olof Echt
Institut für Ionenphysik und Angewandte Physik Universität Innsbruck Innsbruck Austria
7 shared publications - Fabio Zappa
Institut für Ionenphysik und Angewandte Physik, Universität Innsbruck, Innsbruck, Austria
5 shared publications Lukas Tiefenthaler
University of Innsbruck, Institute for Ion Physics and Applied Physics, Innsbruck, Austria
5 shared publications- Fernando Pirani
Dipartimento di Chimica, Biologia e Biotecnologie, Università di Perugia 3 , 06123 Perugia
4 shared publications - Olga V. Lushchikova
HFML‐FELIX Nijmegen The Netherlands
4 shared publications
Latest Publications
- Open Access
- 29 July 2026
- Published by Elsevier in SSRN Electronic Journal
Effects On Dose Delivery from Hybrid DCAT/VMAT Plans with Variable Dose Rate: Insights From IQM-Based QA
Background and purpose: Hybrid DCAT/VMAT techniques, introduced in a new version of the treatment planning software Elements 4.0, allow variable dose rate modulation, adding flexibility to plan optimization. However, the delivery capability of linear accelerators under these conditions has not been systematically assessed. We report on delivery irregularities observed with an Elekta Versa HDlinac, investigated using the IQM detector. Materials and methods: Patient plans with visible irregular gantry motion and corresponding IQMfluctuations were selected for analysis. Linac service mode data (338 parameters) were recorded during delivery, with a focus on gantry angle, gantry speed, delivered MU, dose rate, leaf motion, and error signals. The plans were subsequently redelivered at a reduced maximum dose rate (600 MU/min vs. 200 MU/min) to evaluate the impact on delivery stability. Results: At 600 MU/min, the linac frequently reached its technical limits, resulting in irregular gantry speed, fast leaf motion, and over-undershoot patterns in IQM measurements. With a reduced maximum dose rate of 200 MU/min, dose delivery was stabilized: gantry and leaf trajectories were smooth, dose-rate saturation was avoided, and IQMsignalsshowedconsistentagreementwithplanned values. Conclusion: Hybrid DCAT/VMAT plans with variable dose rates may approach the technical limits of the linac when delivered at the maximum dose rate, while still remaining within clinical tolerances. Independent QA using the IQM detector is effective in identifying these limitations. Reducing the maximum dose rate restores stable delivery. Future studies involving additional plans and linacs, including validation with a second IQM system, are planned to confirm these findings and support clinical recommendations.
- 29 July 2026
- Published by Elsevier in SSRN Electronic Journal
Open AccessEffects On Dose Delivery from Hybrid DCAT/VMAT Plans with Variable Dose Rate: Insights From IQM-Based QA
Background and purpose: Hybrid DCAT/VMAT techniques, introduced in a new version of the treatment planning software Elements 4.0, allow variable dose rate modulation, adding flexibility to plan optimization. However, the delivery capability of linear accelerators under these conditions has not been systematically assessed. We report on delivery irregularities observed with an Elekta Versa HDlinac, investigated using the IQM detector. Materials and methods: Patient plans with visible irregular gantry motion and corresponding IQMfluctuations were selected for analysis. Linac service mode data (338 parameters) were recorded during delivery, with a focus on gantry angle, gantry speed, delivered MU, dose rate, leaf motion, and error signals. The plans were subsequently redelivered at a reduced maximum dose rate (600 MU/min vs. 200 MU/min) to evaluate the impact on delivery stability. Results: At 600 MU/min, the linac frequently reached its technical limits, resulting in irregular gantry speed, fast leaf motion, and over-undershoot patterns in IQM measurements. With a reduced maximum dose rate of 200 MU/min, dose delivery was stabilized: gantry and leaf trajectories were smooth, dose-rate saturation was avoided, and IQMsignalsshowedconsistentagreementwithplanned values. Conclusion: Hybrid DCAT/VMAT plans with variable dose rates may approach the technical limits of the linac when delivered at the maximum dose rate, while still remaining within clinical tolerances. Independent QA using the IQM detector is effective in identifying these limitations. Reducing the maximum dose rate restores stable delivery. Future studies involving additional plans and linacs, including validation with a second IQM system, are planned to confirm these findings and support clinical recommendations.
- Open Access
Image-Level Data Augmentation for Radiomics-Based Classification of Vital Versus Non-Vital Persistent Cervical Lymph Nodes After Chemoradiotherapy in HNSCC
Background: Distinguishing vital from non-vital persistent cervical lymph nodes after chemoradiotherapy in HNSCC remains clinically challenging. We investigated whether image-level data augmentation improves CT-based radiomics classification for this task. Methods: We evaluated eight augmentation strategies and their 28 pairwise combinations in 55 patients, using Bayesian hyperparameter tuning with Optuna for parameter optimization. A radiomics pipeline comprising Radiomics features, five feature selectors, and seven classifiers was assessed using patient-level stratified 5-fold cross-validation. Configurations were ranked using a composite score defined as the mean of AUC, ACC and F1-score. Results: Feature selection improved the composite score from 0.659 to 0.742. The best augmented configuration, Window Contrast Variation, achieved a composite score of 0.803 and an AUC of 0.831, corresponding to an 8.2% relative point-estimate gain over feature selection alone and a 21.9% gain over the no-selection baseline when feature selection and augmentation were combined. Conclusions: These findings suggest that feature selection with optimized augmentation may enhance radiomics-based lymph node classification. However, individual augmentation-versus-baseline differences did not reach statistical significance in this limited sample, requiring confirmation in larger cohorts.
Open AccessImage-Level Data Augmentation for Radiomics-Based Classification of Vital Versus Non-Vital Persistent Cervical Lymph Nodes After Chemoradiotherapy in HNSCC
Background: Distinguishing vital from non-vital persistent cervical lymph nodes after chemoradiotherapy in HNSCC remains clinically challenging. We investigated whether image-level data augmentation improves CT-based radiomics classification for this task. Methods: We evaluated eight augmentation strategies and their 28 pairwise combinations in 55 patients, using Bayesian hyperparameter tuning with Optuna for parameter optimization. A radiomics pipeline comprising Radiomics features, five feature selectors, and seven classifiers was assessed using patient-level stratified 5-fold cross-validation. Configurations were ranked using a composite score defined as the mean of AUC, ACC and F1-score. Results: Feature selection improved the composite score from 0.659 to 0.742. The best augmented configuration, Window Contrast Variation, achieved a composite score of 0.803 and an AUC of 0.831, corresponding to an 8.2% relative point-estimate gain over feature selection alone and a 21.9% gain over the no-selection baseline when feature selection and augmentation were combined. Conclusions: These findings suggest that feature selection with optimized augmentation may enhance radiomics-based lymph node classification. However, individual augmentation-versus-baseline differences did not reach statistical significance in this limited sample, requiring confirmation in larger cohorts.
- 27 January 2026
- Published by American Physical Society (APS) in Physical Review Letters
- Vol. 136 (4) , 048001
Bulk-Water Behavior of Water Clusters Studied by Isotope Effects
The evaporative decay of mixed heavy and light water clusters was measured. The branching ratios of the three isotopologue molecules scale with the deuterium fraction from cluster size N=9 and up, including across the well-known shell closing at N=21, and are consistent with macroscopic surface values. Differences in the free energies of competing channels derived from the scaled distributions take the simplest possible form of a single energy parameter and the deuterium-protium mixing entropy. The observations here represent a direct observation of the isotopic mixing entropy. The energy parameter is consistent with zero point vibrational energy differences of the free and condensed water molecule for both H_{2}O/HDO and HDO/D_{2}O ratios.
- 27 January 2026
- Published by American Physical Society (APS) in Physical Review Letters
- Vol. 136 (4) , 048001
Bulk-Water Behavior of Water Clusters Studied by Isotope Effects
The evaporative decay of mixed heavy and light water clusters was measured. The branching ratios of the three isotopologue molecules scale with the deuterium fraction from cluster size N=9 and up, including across the well-known shell closing at N=21, and are consistent with macroscopic surface values. Differences in the free energies of competing channels derived from the scaled distributions take the simplest possible form of a single energy parameter and the deuterium-protium mixing entropy. The observations here represent a direct observation of the isotopic mixing entropy. The energy parameter is consistent with zero point vibrational energy differences of the free and condensed water molecule for both H_{2}O/HDO and HDO/D_{2}O ratios.
- Open Access
Introduction of an Educational Video to Enhance the Informed Consent Process in Postoperative Radiation Therapy of Breast Cancer Patients
Background/Objectives: Informed consent is crucial in medical practice, especially for complex treatments such as postoperative radiotherapy for patients with breast cancer. Conventional consent procedures are often based on verbal declarations with a highly condensed but nevertheless large amount of information, which can exceed the recording capacity of patients and lead to misunderstandings. The aim of this study was to develop and test an educational video on breast cancer patients to enhance the informed consent process by improving patients’ understanding and reducing the duration of the subsequent consultation. Methods: The educational video was created after the underlying content was determined by a modified Delphi method in which a panellist of radiation oncologists, nurses, radiation therapists, and former patients participated in successive rounds of topic scoring. After achieving content consent, the video included 19 items to cover key aspects of postoperative radiotherapy in a patient-friendly manner. Fifty breast cancer patients scheduled for postoperative radiotherapy were randomised to watch the video prior to their verbal consultation (n = 25) or to the control group participating in the traditional informed consent process only (n = 25). The duration of the informed consent processes in both arms was recorded. To assess the educational effect of the video, a multiple-choice test was created. In addition, patients’ satisfaction was recorded using a separate questionnaire. Both questionnaires were completed by the patients one to two hours after signing the consent form. Results: The patients in the video group evidenced significantly higher knowledge scores than those who received standard verbal explanations (median number of correct answers 9 vs. 8 out of 10, p = 0.0039). The whole informed consent process was also completed faster in the video group (mean duration 34.7 vs. 46.2 min, p < 0.001). Median satisfaction scores were high in both groups (34 vs. 33 out of 35 points), with no significant differences observed (p > 0.05). Conclusion: The educational video effectively improved patient understanding and streamlined the informed consent process without compromising patients’ satisfaction. This approach also helps to standardise the delivery of complex medical information, and it can also be adapted to improve the informed consent process for other cancer treatments.
Open AccessIntroduction of an Educational Video to Enhance the Informed Consent Process in Postoperative Radiation Therapy of Breast Cancer Patients
Background/Objectives: Informed consent is crucial in medical practice, especially for complex treatments such as postoperative radiotherapy for patients with breast cancer. Conventional consent procedures are often based on verbal declarations with a highly condensed but nevertheless large amount of information, which can exceed the recording capacity of patients and lead to misunderstandings. The aim of this study was to develop and test an educational video on breast cancer patients to enhance the informed consent process by improving patients’ understanding and reducing the duration of the subsequent consultation. Methods: The educational video was created after the underlying content was determined by a modified Delphi method in which a panellist of radiation oncologists, nurses, radiation therapists, and former patients participated in successive rounds of topic scoring. After achieving content consent, the video included 19 items to cover key aspects of postoperative radiotherapy in a patient-friendly manner. Fifty breast cancer patients scheduled for postoperative radiotherapy were randomised to watch the video prior to their verbal consultation (n = 25) or to the control group participating in the traditional informed consent process only (n = 25). The duration of the informed consent processes in both arms was recorded. To assess the educational effect of the video, a multiple-choice test was created. In addition, patients’ satisfaction was recorded using a separate questionnaire. Both questionnaires were completed by the patients one to two hours after signing the consent form. Results: The patients in the video group evidenced significantly higher knowledge scores than those who received standard verbal explanations (median number of correct answers 9 vs. 8 out of 10, p = 0.0039). The whole informed consent process was also completed faster in the video group (mean duration 34.7 vs. 46.2 min, p < 0.001). Median satisfaction scores were high in both groups (34 vs. 33 out of 35 points), with no significant differences observed (p > 0.05). Conclusion: The educational video effectively improved patient understanding and streamlined the informed consent process without compromising patients’ satisfaction. This approach also helps to standardise the delivery of complex medical information, and it can also be adapted to improve the informed consent process for other cancer treatments.
- Open Access
- 12 August 2024
- Published by Elsevier in International Journal of Hydrogen Energy
- Vol. 83, 387-395
The role of Na decoration on the hydrogen adsorption on coronene: A combined experimental and computational study
- 12 August 2024
- Published by Elsevier in International Journal of Hydrogen Energy
- Vol. 83, 387-395
Open AccessThe role of Na decoration on the hydrogen adsorption on coronene: A combined experimental and computational study
- Open Access
- 25 January 2024
- Published by Elsevier in International Journal of Hydrogen Energy
- Vol. 58, 525-535
Experimental and theoretical assessment of the enhanced hydrogen adsorption on polycyclic aromatic hydrocarbons upon decoration with alkali metals
- 25 January 2024
- Published by Elsevier in International Journal of Hydrogen Energy
- Vol. 58, 525-535
Open AccessExperimental and theoretical assessment of the enhanced hydrogen adsorption on polycyclic aromatic hydrocarbons upon decoration with alkali metals
- Open Access
- 13 September 2023
- Published by Royal Society of Chemistry (RSC) in Physical Chemistry Chemical Physics
- Vol. 25 (37) , 25251-25263
Solvation of cationic copper clusters in molecular hydrogen
We underscore a solid agreement between experimental and computational studies on solvation of pristine/protonated Cun+ (n = 1–2) in H2. For instance, with n = 1, the initial shell comprises four covalently bound H2; subsequent ones are non-covalent.
- 13 September 2023
- Published by Royal Society of Chemistry (RSC) in Physical Chemistry Chemical Physics
- Vol. 25 (37) , 25251-25263
Open AccessSolvation of cationic copper clusters in molecular hydrogen
We underscore a solid agreement between experimental and computational studies on solvation of pristine/protonated Cun+ (n = 1–2) in H2. For instance, with n = 1, the initial shell comprises four covalently bound H2; subsequent ones are non-covalent.
- Open Access
- 6 June 2023
- Published by Royal Society of Chemistry (RSC) in Physical Chemistry Chemical Physics
- Vol. 25 (23) , 16157
Correction: Helium nanodroplets as an efficient tool to investigate hydrogen attachment to alkali cations
Correction for ‘Helium nanodroplets as an efficient tool to investigate hydrogen attachment to alkali cations’ by Siegfried Kollotzek et al. , Phys. Chem. Chem. Phys. , 2023, 25 , 462–470, https://doi.org/10.1039/D2CP03841B.
- 6 June 2023
- Published by Royal Society of Chemistry (RSC) in Physical Chemistry Chemical Physics
- Vol. 25 (23) , 16157
Open AccessCorrection: Helium nanodroplets as an efficient tool to investigate hydrogen attachment to alkali cations
Correction for ‘Helium nanodroplets as an efficient tool to investigate hydrogen attachment to alkali cations’ by Siegfried Kollotzek et al. , Phys. Chem. Chem. Phys. , 2023, 25 , 462–470, https://doi.org/10.1039/D2CP03841B.
- Open Access
- 14 March 2023
- Published by Royal Society of Chemistry (RSC) in Physical Chemistry Chemical Physics
- Vol. 25 (12) , 8463-8471
Structure and formation of copper cluster ions in multiply charged He nanodroplets
The most stable structure of cationic (left) and anionic (right) Cu5 was determined by particularly stable configurations with He.
- 14 March 2023
- Published by Royal Society of Chemistry (RSC) in Physical Chemistry Chemical Physics
- Vol. 25 (12) , 8463-8471
Open AccessStructure and formation of copper cluster ions in multiply charged He nanodroplets
The most stable structure of cationic (left) and anionic (right) Cu5 was determined by particularly stable configurations with He.
- Open Access
- 17 November 2022
- Published by Royal Society of Chemistry (RSC) in Physical Chemistry Chemical Physics
- Vol. 25 (1) , 462-470
Helium nanodroplets as an efficient tool to investigate hydrogen attachment to alkali cations
We report a novel method to reversibly attach and detach hydrogen molecules to positively charged sodium clusters formed inside a helium nanodroplet host matrix. It is based on the controlled production of multiply charged helium droplets which, after picking up sodium atoms and exposure to H2 vapor, lead to the formation of Nam +(H2)n clusters, whose population was accurately measured using a time-of-flight mass spectrometer. The mass spectra reveal particularly favorable Na+(H2)n and Na2 +(H2)n clusters for specific “magic” numbers of attached hydrogen molecules. The energies and structures of these clusters have been investigated by means of quantum-mechanical calculations employing analytical interaction potentials based on ab initio electronic structure calculations. A good agreement is found between the experimental and the theoretical magic numbers.
- 17 November 2022
- Published by Royal Society of Chemistry (RSC) in Physical Chemistry Chemical Physics
- Vol. 25 (1) , 462-470
Open AccessHelium nanodroplets as an efficient tool to investigate hydrogen attachment to alkali cations
We report a novel method to reversibly attach and detach hydrogen molecules to positively charged sodium clusters formed inside a helium nanodroplet host matrix. It is based on the controlled production of multiply charged helium droplets which, after picking up sodium atoms and exposure to H2 vapor, lead to the formation of Nam +(H2)n clusters, whose population was accurately measured using a time-of-flight mass spectrometer. The mass spectra reveal particularly favorable Na+(H2)n and Na2 +(H2)n clusters for specific “magic” numbers of attached hydrogen molecules. The energies and structures of these clusters have been investigated by means of quantum-mechanical calculations employing analytical interaction potentials based on ab initio electronic structure calculations. A good agreement is found between the experimental and the theoretical magic numbers.