Software R&D specialist with a 20+ years background of medical imaging, image processing, machine learning, advanced visualization and application development. Passionate about developing state-of-the-art software solutions in the field of medical research. Highly-active in both classic and quantum computing research combined with medical data analysis.
Work
Medical University of Vienna
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Postdoctoral researcher
, , Austria
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Summary
Dedicaid Ltd (Acquired by Telix Pharmaceuticals in 04.2023)
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Co-founder / CTO / AI-visionary
, , Austria
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Summary
Medical University of Vienna
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PhD Student
, , Austria
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Summary
Medizinische Universität Wien
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Lead - Machine learning | Artificial intelligence Unit
, , Austria
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Summary
Mediso Ltd
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Manager of Evaluation Software R&D
, , Hungary
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Summary
Universitätsklinikum Schleswig-Holstein Campus Kiel
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Research Software Engineer
, , Germany
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Summary
Mediso Ltd
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Software Developer
, , Hungary
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Summary
Karl-Franzens-Universität Graz
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Scientific Software Developer
, , Austria
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Summary
Education
Medizinische Universität Wien
, , Austria
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Phd
University of Szeged
, , Hungary
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M.Sc.
Publications
Multimodal Optical Imaging Combined with Radiomic Analysis for Fibrotic Cardiac Tissue Investigation
Analytical Chemistry
journal-article
Mastering Distance-Encoding Biomorphic Neural Networks – The DEBI-NN Handbook
book
Clinician-driven automated data preprocessing in nuclear medicine AI environments
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Incremental Role of Radiomics and Artificial Intelligence
Advanced Imaging and Therapy in Neuro-Oncology
book-chapter
Multicenter PET image harmonization using generative adversarial networks
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Machine learning predictive performance evaluation of conventional and fuzzy radiomics in clinical cancer imaging cohorts
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Perspectives of the European Association of Nuclear Medicine on the role of artificial intelligence (AI) in molecular brain imaging
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Error mitigation enables PET radiomic cancer characterization on quantum computers
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Error mitigation enables PET radiomic cancer characterization on quantum computers
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Machine learning predictive performance evaluation of conventional and fuzzy radiomics in clinical cancer imaging cohorts
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
DEBI-NN: Distance-encoding biomorphic-informational neural networks for minimizing the number of trainable parameters
Neural Networks
journal-article
Analysis of Cross-Combinations of Feature Selection and Machine-Learning Classification Methods Based on [18F]F-FDG PET/CT Radiomic Features for Metabolic Response Prediction of Metastatic Breast Cancer Lesions
Cancers
journal-article
Two-Year Event-Free Survival Prediction in DLBCL Patients Based on In Vivo Radiomics and Clinical Parameters
Frontiers in Oncology
journal-article
Two-Year Event-Free Survival Prediction in DLBCL Patients Based on In Vivo Radiomics and Clinical Parameters
Frontiers in Oncology
journal-article
Evaluation of different positron range correction implementations in iterative image reconstruction for I-124 PET imaging
60. Jahrestagung der Deutschen Gesellschaft für Nuklearmedizin
conference-paper
Implementation of a Spatially-Variant and Tissue-Dependent Positron Range Correction for PET/CT Imaging
Frontiers in Physiology
journal-article
Implementation of a Spatially-Variant and Tissue-Dependent Positron Range Correction for PET/CT Imaging
Frontiers in Physiology
journal-article
Error mitigation for quantum kernel based machine learning methods on IonQ and IBM quantum computers
Quantum
preprint
Error mitigation for quantum kernel based machine learning methods on IonQ and IBM quantum computers
arXiv
other
A prospective pilot analysis of correlation of F-18 FDG PET/CT radiomics with tumor mutations from cell free DNA in lung cancer patients
60. Jahrestagung der Deutschen Gesellschaft für Nuklearmedizin
conference-paper
Machine Learning Predictive Performance Evaluation of Conventional and Fuzzy Radiomics in Clinical Cancer Imaging Cohorts
Research Square
other
DEBI-NN: Distance-Encoding Biomorphic-Informational Neural Networks for Minimizing the Number of Trainable Parameters
preprint
DEBI-NN: Distance-Encoding Biomorphic-Informational Neural Networks for Minimizing the Number of Trainable Parameters
preprint
Automated data preparation for in vivo tumor characterization with machine learning
Frontiers in Oncology
journal-article
Automated data preparation for in vivo tumor characterization with machine learning
Frontiers in Oncology
journal-article
Multi-lesion radiomics of PET/CT for non-invasive survival stratification and histologic tumor risk profiling in patients with lung adenocarcinoma
European Radiology
journal-article
Multi-lesion radiomics of PET/CT for non-invasive survival stratification and histologic tumor risk profiling in patients with lung adenocarcinoma
European Radiology
journal-article
Multi-lesion radiomics of PET/CT for non-invasive survival stratification and histologic tumor risk profiling in patients with lung adenocarcinoma
European Radiology
journal-article
Analysis of Cross-Combinations of Feature Selection and Machine-Learning Classification Methods Based on [18F]F-FDG PET/CT Radiomic Features for Metabolic Response Prediction of Metastatic Breast Cancer Lesions
Cancers
journal-article
Analysis of Cross-Combinations of Feature Selection and Machine-Learning Classification Methods Based on [18F]F-FDG PET/CT Radiomic Features for Metabolic Response Prediction of Metastatic Breast Cancer Lesions
Cancers
journal-article
Clinical data classification with noisy intermediate scale quantum computers
Scientific Reports
journal-article
Clinical data classification with noisy intermediate scale quantum computers
Scientific Reports
journal-article
Clinical Data ClassiFIcation with Noisy Intermediate Scale Quantum Computers
Research Square
other
A Sneak-Peek into the Physician’s Brain: A Retrospective Machine Learning-Driven Investigation of Decision-Making in TAVR versus SAVR for Young High-Risk Patients with Severe Symptomatic Aortic Stenosis
Journal of Personalized Medicine
journal-article
A Sneak-Peek into the Physician’s Brain: A Retrospective Machine Learning-Driven Investigation of Decision-Making in TAVR versus SAVR for Young High-Risk Patients with Severe Symptomatic Aortic Stenosis
Journal of Personalized Medicine
journal-article
Clinical Data Classification With Noisy Intermediate Scale Quantum Computers
Nature Scientific Reports / Research Square
preprint
A sneak-peek into the physician’s brain: A retrospective machine learning-driven investigation of decision-making in tavr versus savr for young high-risk patients with severe symptomatic aortic stenosis
Journal of Personalized Medicine
journal-article
PET/CT radiomics and machine learning enable non-invasive survival stratification and histologic tumor risk profiling in patients with lung adenocarcinoma
preprint
PET/CT radiomics and machine learning enable non-invasive survival stratification and histologic tumor risk profiling in patients with lung adenocarcinoma
Research Square
other
Toward Quantitative in vivo Label-Free Tracking of Lipid Distribution in a Zebrafish Cancer Model
Frontiers in Cell and Developmental Biology
journal-article
Toward Quantitative in vivo Label-Free Tracking of Lipid Distribution in a Zebrafish Cancer Model
Frontiers in Cell and Developmental Biology
journal-article
Morpho-Molecular Metabolic Analysis and Classification of Human Pituitary Gland and Adenoma Biopsies Based on Multimodal Optical Imaging
Cancers
journal-article
Morpho-Molecular Metabolic Analysis and Classification of Human Pituitary Gland and Adenoma Biopsies Based on Multimodal Optical Imaging
Cancers
journal-article
Morpho-molecular metabolic analysis and classification of human pituitary gland and adenoma biopsies based on multimodal optical imaging
Cancers
journal-article
Breast Tumor Characterization Using [18F]FDG-PET/CT Imaging Combined with Data Preprocessing and Radiomics
Cancers
journal-article
Breast tumor characterization using [18F]FDG-PET/CT imaging combined with data preprocessing and radiomics
Cancers
journal-article
Supervised machine learning enables non-invasive lesion characterization in primary prostate cancer with [68Ga]Ga-PSMA-11 PET/MRI
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Understanding gender pattern differences in 11C-Methionine PET Glioma patients with radiomics analysis
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Evaluation of quantum-encoding for machine learning features in neural network-based predictive models
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Identification of aggressive breast cancer lesions with [18F]-FDG-PET/CT in combination with machine learning and data pre-processing
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
In-vivo D'Amico score for predicting low-vs-high risk and biochemical recurrence in prostate patients from PET/MRI with machine learning
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
In-vivo survival prediction of glioma patients from [11C]MET-PET using advanced data pre-processing and machine learning
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Influence of delineation modality on overall accuracy of machine learning predictive model on colorectal carcinoma
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Preliminary results and challenges of supervised machine learning driven progress free survival prediction in pancreatic neuroendocrine tumors using [68Ga]Ga-DOTA-NOC PET/CT
Journal of Nuclear Medicine
journal-article
The effect of data preparation of small datasets to predict biochemical recurrence in prostate patients from PET/MR imaging
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
The role of 18F-FDG PET/CT in the prediction of Hodgkin lymphoma therapy assessment as well as Deauville score
Journal of Nuclear Medicine
journal-article
Supervised machine learning enables non-invasive lesion characterization in primary prostate cancer with [68Ga]Ga-PSMA-11 PET/MRI.
European journal of nuclear medicine and molecular imaging
journal-article
Robustness of radiomic features in supervised machine learning prediction models of survival using varying segmentation methods in [18F]FDG PET/CT in patients with pancreatic and esophageal cancer
Journal of Nuclear Medicine
journal-article
Assessment of the kidney function parameters split function, mean transit time, and outflow efficiency using dynamic FDG-PET/MRI in healthy subjects
European Journal of Hybrid Imaging
journal-article
Assessment of the kidney function parameters split function, mean transit time, and outflow efficiency using dynamic FDG-PET/MRI in healthy subjects
Optimized feature extraction for radiomics analysis of 18F-FDG PET imaging
Journal of Nuclear Medicine
journal-article
Assessing the kidney function parameters glomerular filtration rate and effective renal plasma flow with dynamic FDG-PET/MRI in healthy subjects.
EJNMMI research
journal-article
Glioma Survival Prediction with Combined Analysis of In Vivo 11C-MET PET Features, Ex Vivo Features, and Patient Features by Supervised Machine Learning.
Journal of nuclear medicine : official publication, Society of Nuclear Medicine
journal-article
Glioma survival prediction with combined analysis of in vivo 11 C-MET PET features, ex vivo features, and patient features by supervised machine learning
Journal of Nuclear Medicine
journal-article
Assessing the kidney function parameters glomerular filtration rate and effective renal plasma flow with dynamic FDG-PET/MRI in healthy subjects
EJNMMI Research
journal-article
21-month survival prediction using ensemble machine learning based on [18F]FDG PET/CT derived textural and clinical features in patients with treatment naive pancreas tumors
Journal of Nuclear Medicine
journal-article
Exploratory analysis of using supervised machine learning in [18F] FDG PET/CT images to predict for recurrence and suvival in cervical cancer
Journal of Nuclear Medicine
journal-article
Hybrid Imaging: Instrumentation and Data Processing
Frontiers in Physics
journal-article
Hybrid Imaging: Instrumentation and Data Processing (vol 6, 47, 2018)
Frontiers in Physics
journal-article
Corrigendum: Hybrid imaging: Instrumentation and data processing [Front. Phys. 6, (2018) (47)] doi: 10.3389/fphy.2018.00047
Frontiers in Physics
journal-article
Optimized feature extraction for radiomics analysis of 18F-FDG-PET imaging
Journal of Nuclear Medicine
journal-article
Personalizing Medicine Through Hybrid Imaging and Medical Big Data Analysis
Frontiers in Physics
journal-article
Personalizing Medicine Through Hybrid Imaging and Medical Big Data Analysis
Frontiers in Physics
journal-article
Personalizing medicine through hybrid imaging and medical big data analysis
Correction to: Pre-therapy Somatostatin Receptor-Based Heterogeneity Predicts Overall Survival in Pancreatic Neuroendocrine Tumor Patients Undergoing Peptide Receptor Radionuclide Therapy (Molecular Imaging and Biology, (2018), 10.1007/s11307-018-1252-5)
Molecular Imaging and Biology
journal-article
Survival prediction in patients undergoing radionuclide therapy based on intratumoral somatostatin-receptor heterogeneity.
Oncotarget
journal-article
Survival prediction in patients undergoing radionuclide therapy based on intratumoral somatostatin-receptor heterogeneity
Oncotarget
journal-article
177Lu-PSMA Therapy Response Prediction in Metastatic Prostate Cancer Patients by Textural Heterogeneity Parameters in Baseline 68Ga-PSMA PET Scans
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Prediction of Blood Brain Barrier Penetration of newly developed radiotracer using machine-learning software
Journal of Labelled Compounds
journal-article
Somatostatin-Receptor Based Tumor Heterogeneity Predicts Survival in Pancreatic Neuroendocrine Tumor Patients Envisaged for Endoradiotherapy
Journal of Nuclear Medicine
journal-article
A study on the value of computer-assisted assessment for SPECT/CT-scans in sentinel lymph node diagnostics of penile cancer as well as clinical reliability and morbidity of this procedure.
Cancer imaging : the official publication of the International Cancer Imaging Society
journal-article
A study on the value of computer-assisted assessment for SPECT/CT-scans in sentinel lymph node diagnostics of penile cancer as well as clinical reliability and morbidity of this procedure
Cancer Imaging
journal-article
Assessment of tumor heterogeneity in treatment-naïve adrenocortical cancer patients using (18)F-FDG positron emission tomography.
Endocrine
journal-article
Validation of an automated morphological MRI-based (123)I-FP-CIT SPECT evaluation method.
Parkinsonism & related disorders
journal-article
Correlation of Tumor Heterogeneity Assessed in 68Ga-HBED-CC-PET (PSMA-Ligand) with Clinical Response After 223Ra-Dichloride-Therapy in Patients with Bone Metastases of Prostate Carcinoma
Journal of Nuclear Medicine
journal-article
Pre - (177Lu-PSMA) Therapy Response Prediction by Textural Heterogeneity Parameters in 68Ga-PSMA PET Scans among Patients with Metastatic Prostate Cancer
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Tumour heterogeneity for differentiation between tumour and normal liver tissue in FDG-PET imaging
Journal of Nuclear Medicine
journal-article
Tumour heterogeneity for differentiation between tumour and normal liver tissue in FDG-PET imaging
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Tumour heterogeneity for differentiation between tumour and normal liver tissue in FDG-PET imaging
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Prognostic value of positron emission tomography-assessed tumor heterogeneity in patients with thyroid cancer undergoing treatment with radiopeptide therapy.
Nuclear medicine and biology
journal-article
Differentiation of Pseudoprogress and Actual Progress in Glioblastoma Multiforme by Textural Inhomogeneity Parameters in [18F] -Fluoroethyltyrosine PET
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Importance of different modalities (SPECT/CT, MRI) in the quantitative assessment of DaTscan findings
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Nerve Sheath Tumors in Neurofibromatosis Type 1: Assessment of Whole-Body Metabolic Tumor Burden Using F-18-FDG PET/CT.
PloS one
journal-article
Textural features in pre-treatment [F18]-FDG-PET/CT are correlated with risk of local recurrence and disease-specific survival in early stage NSCLC patients receiving primary stereotactic radiation therapy.
Radiation oncology (London, England)
journal-article
Automated body-lung-air material map segmentation from pre-clinical MRI images for PET attenuation correction in Tera-Tomo 3D PET reconstruction engine of nanoScan PET/MRI system.
EJNMMI physics
journal-article
Textural Parameters of Tumor Heterogeneity in ¹⁸F-FDG PET/CT for Therapy Response Assessment and Prognosis in Patients with Locally Advanced Rectal Cancer.
Journal of nuclear medicine : official publication, Society of Nuclear Medicine
journal-article
Characterisation of FDG avid solid pulmonary lesions based on tumor heterogeneity
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
FDG-PET for assessment of response to multi-tyrosine kinase inhibitors in patients with iodine-negative thyroid cancer
Journal of Nuclear Medicine
journal-article
Tumor heterogeneity in somatostatine-receptor PET/CT can predict response to radiopeptide therapy
Journal of Nuclear Medicine
journal-article
Intraindividual comparison of 123I-mIBG SPECT/MRI, 123I-mIBG SPECT/CT, and MRI for the detection of adrenal pheochromocytoma in patients with elevated urine or plasma catecholamines.
Clinical nuclear medicine
journal-article
Evaluation of Tumor Heterogeneity: Textural Features and SUV Discriminate Different Biological Phenotypes in Squamous Cell Carcinoma of the Head and Neck
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
The Effect of Lymphoma Chemotherapy on Standard Uptake Value of Liver, in Positron Emission Tomography Imaging
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Tumor Heterogeneity for Assessment of Response to Tyrosine Kinase Inhibitors in Patients with Thyroid Cancer
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Evaluation of standard uptake value (SUV) 2.5 as a threshold for detection of malignant pulmonary lesions on FDG PET-CT examinations using PET and CT segmentation
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
New workflows and algorithms of bone scintigraphy based on SPECT-CT.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference
journal-article
Novel semi-automatic algorithm for evaluation of total tumor volume and total lesion glycolysis in patients with neuroendocrine tumors
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Automated material map generation from MRI scout pairs for preclinical PET attenuation correction.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference
journal-article
PET-CT based automated lung nodule detection.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference
journal-article
Clinical usefulness of alternative whole body SPECT/CT workflows for bone scans
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Whole body SPECT generation with projection series stitching
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Fully automated lymph-node detection and classification in breast- and prostate-cancer patients using SPECT/CT-studies
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Correlation of inflammation assessed by 18F-FDG PET, active mineral deposition assessed by 18F-fluoride PET, and vascular calcification in atherosclerotic plaque: a dual-tracer PET/CT study.
Journal of nuclear medicine : official publication, Society of Nuclear Medicine
journal-article
An extended registration framework for the triple registration of IBZM SPECT, DATSCAN SPECT and MRI brain images to support the evaluation of brain dopamine receptor scintigraphies.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference
journal-article
Automated lymph node detection and classification on breast and prostate cancer SPECT-CT images.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference
journal-article
Automated patient couch removal algorithm on CT images.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference
journal-article
Hextuple registration of interim and follow-up PET-CT images for the accurate tracking of patient recovery after therapy.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference
journal-article
Automatic detection and characterization of funnel chest based on spiral CT.
Journal of X-ray science and technology
journal-article
Follow up of massive structural allografts with three phase bone scintigraphy and SPECT
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Fully automated sentinel-lymph-node detection software for breast- and prostate-cancer patients using SPECT/CT-studies
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Automated quadruple fusion of primary and interim PET/CT study pairs in lymphoma patients
European Journal of Nuclear Medicine and Molecular Imaging
journal-article
Analysis of tumor uptake of Iod-123-Methyltyrosine in fused PET-MRI in a mouse xenotransplantation model of pancreatic cancer
Journal of Nuclear Medicine
journal-article
Automatic Detection and Characterization of Funnel Chest Based on Spiral CT
INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, VOLS 1-11
journal-article
Automatic detection and characterization of funnel chest based on spiral CT
3rd International Conference on Bioinformatics and Biomedical Engineering, iCBBE 2009
conference-paper
Automatic Detection and Characterization of Funnel Chest Based on Spiral CT
INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, VOLS 1-11
journal-article
Extended Normalized Mutual Information for Lung SPECT - CT Registration
INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, VOLS 1-11
journal-article
Parallel registration of multi-modal medical image triples having unknown inter-image geometry.
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference
journal-article
C-H bond activation of coordinated pyridine: ortho-pyridyl-ditechnetiumhydridocarbonyl metal cyclus. Crystal structure and dynamic behavior in solution.
Inorganic chemistry
journal-article
Simplified fast and high yielding automated synthesis of [18F]fluoroethylcholine for prostate cancer imaging.