Miriam Sieg

ORCID: 0000-0001-9724-3129
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About
Contact & Profiles
Research Areas
  • Bioinformatics and Genomic Networks
  • Gene expression and cancer classification
  • Reliability and Agreement in Measurement
  • COVID-19 and Mental Health
  • Student Assessment and Feedback
  • Innovations in Medical Education
  • Gene Regulatory Network Analysis
  • Intensive Care Unit Cognitive Disorders
  • Anesthesia and Neurotoxicity Research
  • Genetic Associations and Epidemiology
  • Radiomics and Machine Learning in Medical Imaging
  • Sports Science and Education
  • Topic Modeling
  • Epigenetics and DNA Methylation
  • COVID-19 and healthcare impacts
  • Educational Assessment and Pedagogy
  • Health and Medical Research Impacts
  • Educational Games and Gamification
  • Cerebrospinal fluid and hydrocephalus
  • Statistics Education and Methodologies
  • Artificial Intelligence in Healthcare and Education
  • Ureteral procedures and complications
  • Kidney Stones and Urolithiasis Treatments
  • Meta-analysis and systematic reviews
  • Psychometric Methodologies and Testing

Charité - Universitätsmedizin Berlin
2020-2025

Humboldt-Universität zu Berlin
2020-2025

Freie Universität Berlin
2020-2025

Zimmer Biomet (Germany)
2020-2022

Berlin Institute of Health at Charité - Universitätsmedizin Berlin
2020-2021

Abstract Background The Progress Test Medizin (PTM) is a formative test for medical students issued twice year by the Charité-Universitätsmedizin Berlin. PTM provides numerical feedback based on global view of strengths and weaknesses students. This can benefit from more fine-grained information, pinpointing topics where need to improve, as well advice what they should learn in light their results. scale PTM, taken than 10,000 participants every academic semester, makes it necessary automate...

10.1186/s12909-025-06978-2 article EN cc-by BMC Medical Education 2025-03-29

Background Postoperative anaemia is a frequent surgical complication and in contrast to preoperative has not been validated relation mortality, morbidity its associated health economic effect. can predispose postoperative delirium through impairment of cerebral oxygenation. The aim this secondary analysis investigate the association accordance with sex specific World Health Organization definition impact on duration hospital stay. Methods A prospective multicentric observational CESARO-study...

10.1371/journal.pone.0229325 article EN cc-by PLoS ONE 2020-02-21

Abstract Background Postoperative delirium (POD) and postoperative cognitive dysfunction (POCD) are frequent serious complications after surgery. We aim to investigate the association between genetic variants in cholinergic candidate genes according Kyoto encyclopedia of genomes - pathway: neurotransmission with development POD or POCD elderly patients. Methods This analysis is part European BioCog project ( www.biocog.eu ), a prospective multicenter observational study surgical Patients...

10.1186/s12920-021-01071-1 article EN cc-by BMC Medical Genomics 2021-10-21

The Progress Test Medizin (PTM) is a 200-question formative test that administered to approximately 11,000 students at medical universities (Germany, Austria, Switzerland) each term. Students receive feedback on their knowledge (development) mostly in comparison own cohort. In this study, we use the data of PTM find groups with similar response patterns.We performed k-means clustering dataset 5,444 students, selected cluster number k = 5, and answers as features. Subsequently, was passed...

10.1186/s12909-023-04172-w article EN cc-by BMC Medical Education 2023-03-29

Exams like the formative Progress Test Medizin can enhance their effectiveness by offering feedback beyond numerical scores. Content-based feedback, which encompasses relevant information from exam questions, be valuable for students them insight into performance on current exam, as well serving study aids and tools revision. Our goal was to utilize Large Language Models (LLMs) in preparing content-based evaluate this task. We two popular LLMs conduct a comparative assessment performing...

10.1038/s41598-024-79245-x article EN cc-by Scientific Reports 2024-11-13

Congenital intracranial cysts account for a significant portion of lesions in the pediatric population. The efficiency surgical treatment cohort with arachnoid (ACs) at different locations regarding clinical symptoms and mass effect was evaluated.

10.3171/2020.10.peds20839 article EN Journal of Neurosurgery Pediatrics 2021-04-30

Abstract Background In DNA methylation analyses like epigenome-wide association studies, effects in differentially methylated CpG sites are assessed. Two kinds of outcomes can be used for statistical analysis: Beta-values and M -values. -values follow a normal distribution help to detect sites. As biological effect measures, differences more or less meaningless. interest since they interpreted directly as percentage at given site, but have poor properties. Different frameworks proposed...

10.1186/s13148-021-01083-9 article EN cc-by Clinical Epigenetics 2021-04-29

During gestation, the most drastic change in oxygen supply occurs with onset of ventilation after birth. As too early exposure premature infants to high arterial pressure leads characteristic diseases, we studied adaptation sensing system and its targets, hypoxia-inducible factor- (HIF-) regulated genes (HRGs) developing lung. We draw a detailed picture by integrating information from qPCR, immunoblotting, situ hybridization, single-cell RNA sequencing data ex vivo models. HIF1α protein was...

10.1155/2022/9714669 article EN cc-by Oxidative Medicine and Cellular Longevity 2022-02-18

"The limits of my language are the mind. All I know is what have words for" (Wittgenstein). When learning something completely new, we connect unknown term to an already existing part our knowledge. We can only build new ideas and insights upon conceptual foundation. In field statistics, educators frequently find ourselves met with great confusion when teaching novices. These students, entirely unfamiliar even basic must introduced statistical terms within their personal networks largely...

10.53761/1.18.2.2 article EN Journal of University Teaching and Learning Practice 2021-09-01

Background. The COVID-19 pandemic has been the source of many challenges for medical students worldwide. authors examined short-term effects on knowledge gain in German-speaking countries. Methods. development during was measured by comparing outcomes shared questions within Berlin Progress Test (PT) pairs. PT is a formative test 200 multiple choice at graduate level, which provides feedback to and their course study. It provided about 11,000 Germany Austria around beginning each semester....

10.1155/2022/3023026 article EN Education Research International 2022-08-30

<title>Abstract</title> <bold>Background</bold> The detection of guessing patterns in low-stakes progress testing could naturally be understood as a statistical classification problem where test takers are assigned to groups according probabilities given by machine learning model. However, the relevant literature on this topic does not include many examples approach is discussed; date, strategies applied tackle have been mostly based either rapid response counting or unusual answer patterns....

10.21203/rs.3.rs-4731140/v1 preprint EN Research Square (Research Square) 2024-07-16

<title>Abstract</title> Exams like the formative Progress Test Medizin can enhance their effectiveness by offering feedback beyond numerical scores. Content-based feedback, which encompasses relevant information from exam questions, be valuable for students them insight into performance on current exam, as well serving study aids and tools revision.Our goal was to utilize Large Language Models (LLMs) in preparing content-based evaluate this task.We two popular LLMs conduct a comparative...

10.21203/rs.3.rs-4706589/v1 preprint EN cc-by Research Square (Research Square) 2024-08-01

<title>Abstract</title> <bold>Background</bold> The detection of guessing patterns in low-stakes progress testing could naturally be understood as a statistical classification problem where test takers are assigned to groups according probabilities given by machine learning model. However, the relevant literature on this topic does not include many examples approach is discussed; date, strategies applied tackle have been mostly based either rapid response counting or unusual answer patterns....

10.21203/rs.3.rs-4731140/v2 preprint EN cc-by Research Square (Research Square) 2024-08-02

<title>Abstract</title> The detection of guessing patterns in low-stakes progress testing could naturally be understood as a statistical classification problem where test takers are assigned to groups according probabilities given by machine learning model. However, the relevant literature on this topic does not include many examples approach is discussed; date, strategies applied tackle have been mostly based either rapid response counting or unusual answer patterns. On basis 14,897...

10.21203/rs.3.rs-4731140/v3 preprint EN cc-by Research Square (Research Square) 2024-10-30

<title>Abstract</title> <bold>Background</bold>: The Progress Test Medizin (PTM) is a formative test for medical students issued twice year by the Charité-Universitätsmedizin Berlin. We used data from PTM to automatically generate personalized feedback designed identify knowledge gaps of participants as exactly possible with help large language models and statistical analysis. <bold>Methods</bold>: have developed seven-step approach fulfil purpose this study. Firstly, model (ChatGPT 4.0)...

10.21203/rs.3.rs-5404292/v1 preprint EN cc-by Research Square (Research Square) 2024-11-26

Abstract Background To detect changes in biological processes, samples are often studied at several time points. We examined expression data measured different developmental stages, or more broadly, historical data. Hence, the main assumption of our proposed methodology was independence between over time. In addition, however, examinations were clustered each point by measuring littermates from relatively few mother mice stage. As examination lethal, we had an independent structure entire...

10.1186/s12864-022-08680-9 article EN cc-by BMC Genomics 2022-07-06

Abstract Background The COVID-19 pandemic has been the source of many challenges for medical students worldwide. authors examined short-term effects on knowledge gain as well shifts in learning behavior and study-related emotional states. Method development was measured comparing outcomes shared questions within Progress Test (PT) pairs. used mixed-effect regression models compared absolute variations percentage correct answers per subject. Three successive test pairs were analyzed this...

10.21203/rs.3.rs-786483/v1 preprint EN cc-by Research Square (Research Square) 2021-09-21

Abstract Background: To detect changes in biological processes samples are oftenmeasured at several time points. We observe expression data measured atdifferent developmental stages, or more broadly, historical data. Hence, the mainassumption of our proposed methodology is independence between theobserved over time. In addition, observations clustered eachpoint The clustering caused by measuring litter mates from relativelyfew mother mice each development stage. examination lethal.Therefore,...

10.21203/rs.3.rs-605289/v3 preprint EN cc-by Research Square (Research Square) 2021-11-16

Abstract Background In methylation analyses like epigenome-wide association studies, a high amount of biomarkers is tested for an between the measured continuous outcome and different covariates. case covariate smoking pack years (SPY), measure lifetime exposure to tobacco toxins, spike at zero can occur. Hence, all non-smokers are generating peak zero, while patients distributed over other SPY values. Additionally, might also occur on right side distribution, if category “heavy smoker”...

10.1186/s12859-020-3364-6 article EN cc-by BMC Bioinformatics 2020-01-30

Abstract Background The COVID-19 pandemic has been the source of many challenges for medical students worldwide. authors examined short-term effects on knowledge gain in German speaking countries. Method development during was measured comparing outcomes shared questions within Berlin Progress Test (PT) pairs. PT is a formative test 200 multiple choice at graduate level, which provides feedback to and their course study. It provided about 11,000 Germany Austria around beginning each...

10.21203/rs.3.rs-786483/v2 preprint EN cc-by Research Square (Research Square) 2022-02-23

Abstract Background: The Progress Test Medicine (PTM) is a 200-question formative test administered to approximately 11,000 students at medical faculties (Germany, Austria, Switzerland) each semester. Participants receive feedback on their knowledge (development) mostly in comparison own In this study, we use the data of assessment find groups with similar answer patterns.Methods: We performed k-means clustering dataset 5,444 participations, selected cluster number k=5, and answers as...

10.21203/rs.3.rs-1738174/v1 preprint EN cc-by Research Square (Research Square) 2022-06-13

Abstract Background: In longitudinal studies, observations are made over time. Hence, the single at each time point dependent, making them a repeated measurement. this work, we explore different, counterintuitive setting: At developmental point, lethal observation is performed on pregnant or nursing mother. Therefore, points independent. Furthermore, in offspring correlated with other because litter consists of several (genetically linked) littermates. addition, observed series short from...

10.21203/rs.3.rs-605289/v1 preprint EN cc-by Research Square (Research Square) 2021-06-21
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