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Previous Newsletters
Machine Learning & Clinical Prediction Journal Club
The MLCP journal club is a monthly, interdisciplinary journal club for anyone interested in machine learning and/or clinical prediction. We cover technical aspects, but the focus is ultimately on the practical, clinical use-cases of machine learning (e.g. for clinical prediction of cardiovascular disease), where we dissect pitfalls and limitations to cut through the hype. Anyone can join the journal club (e.g. students, clinicians, researchers from outside of Steno Aarhus), the only expectation is that you read the actual article before joining and come with an open mindset.
Upcoming sessions
2025 Spring Plan
Date, time Mar 24, 12-13
Location Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see Contact page)
Article Kapoor & Narayanan. Leakage and the reproducibility crisis in machine-learning-based science, Patterns. link
Date, time May 5, 12-13
Location Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see Contact page)
Article Carrasco-Zanini et al. Multi-omic prediction of incident type 2 diabetes, Diabetologia. link
Date, time May 26, 12-13
Location Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see Contact page)
Article Kaufman et al. Linear effects of glucose levels on voice fundamental frequency in type 2 diabetes and individuals with normoglycemia, Scientific Reports. link
Date, time Jun 16, 12-13
Location Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see Contact page)
Article Wildcard // To be decided. Stay tuned…
Past sessions
Past sessions
**Date, time** Feb 24, 12-13 **Location** Spektrummet (A401-111), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Kim et al. *Health-LLM: Large Language Models for Health Prediction via Wearable Sensor Data*, arXiv. [link](https://doi.org/10.48550/arXiv.2401.06866) **Date, time** Jan 27, 12-13 **Location** Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Helmink et al. *Lifetime and 10-year cardiovascular risk prediction in individuals with type 1 diabetes: The LIFE-T1D model*, Diabetes, Obesity & Metabolism. [link](https://doi.org/10.1111/dom.15531) **Date, time** Dec 16, 12-13 **Location** Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Zhou et al. *A foundation model for generalizable disease detection from retinal images*, Nature. [link](https://www.nature.com/articles/s41586-023-06555-x) **Date, time** Nov 25, 12-13 **Location** Spektrummet (A401-111), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Groh et al. *Deep learning-aided decision support for diagnosis of skin disease across skin tones*, Nature Medicine. [link](https://www.nature.com/articles/s41591-023-02728-3) **Date, time** Oct 28, 12-13 **Location** Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Maris et al. *Ethical use of artificial intelligence to prevent sudden cardiac death: an interview study of patient perspectives*, BMC Medical Ethics. [link](https://bmcmedethics.biomedcentral.com/articles/10.1186/s12910-024-01042-y) **Date, time** Sep 23, 12-13 **Location** Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Jiang et al. *Health system-scale language models are all-purpose prediction engines*, Nature. [link](https://www.nature.com/articles/s41586-023-06160-y) **Date, time** Aug 26, 12-13 **Location** Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Hughes et al. *A deep learning-based electrocardiogram risk score for long term cardiovascular death and disease*, npj Digital Medicine. [link](https://www.nature.com/articles/s41746-023-00916-6) **Date, time** Jun 24, 12-13 **Location** Hjerterummet (A201-248), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Deng et al. *Deep transfer learning and data augmentation improve glucose levels prediction in type 2 diabetes patients*, npj Digital Medicine. [link](https://www.nature.com/articles/s41746-021-00480-x) **Date, time** May 27, 12-13 **Location** Krearummet (A301-100), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Tang et al. *Evaluating large language models on medical evidence summarization*, npj Digital Medicine. [link](https://www.nature.com/articles/s41746-023-00896-7) **Date, time** Apr 15, 12-13 **Location** Hjerterummet (A201-248), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Collins et al. *Evaluation of clinical prediction models (part 1): from development to external validation*, BMJ. [link](https://www.bmj.com/content/384/bmj-2023-074819) **Date, time** Mar 18, 12-13 **Location** Spektrummet (A401-111), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Kaufman JM et al. *Acoustic Analysis and Prediction of Type 2 Diabetes Mellitus Using Smartphone-Recorded Voice Segments*. [link](https://www.mcpdigitalhealth.org/action/showPdf?pii=S2949-7612%2823%2900073-1) **Recommended reading** Fagherazzi G et al. *Voice for Health: The Use of Vocal Biomarkers from Research to Clinical Practice*. [link](https://pubmed.ncbi.nlm.nih.gov/34056518/) **Date, time** Feb 26, 12-13 **Location** Hjørnerummet (A401-109), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Lee YC et al. *Multimodal deep learning of fundus abnormalities and traditional risk factors for cardiovascular risk prediction*. [link](https://pubmed.ncbi.nlm.nih.gov/36732671/) **Date, time** Jan 22, 12-13 **Location** Spektrummet (A401-111), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Placido D et al. *A deep learning algorithm to predict risk of pancreatic cancer from disease trajectories*. [link](https://www.nature.com/articles/s41591-023-02332-5) **Date, time** Dec 18, 12-13 **Location** Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Vistisen D et al. *Prediction of First Cardiovascular Disease Event in Type 1 Diabetes Mellitus* Circulation 2016; 133:1058–1066 [link](https://www.ahajournals.org/doi/full/10.1161/CIRCULATIONAHA.115.018844) **Date, time** Nov 20, 12-13 **Location** Mellemrummet (A201-247), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Varoquauxet G & Cheplygina V. *Machine learning for medical imaging: methodological failures and recommendations for the future* npj Digital Medicine 2022; 5:48 [link](https://www.nature.com/articles/s41746-022-00592-y) **Date, time** Oct 9, 12-13 **Location** Hjerterummet (A201-248), Steno Diabetes Center Aarhus (see [Contact](https://hulmanlab.com/contact/) page) **Article** Li Y et al. *Consistency of variety of machine learning and statistical models in predicting clinical risks of individual patients: longitudinal cohort study using cardiovascular disease as exemplar* BMJ 2020;371:m3919 [link](https://www.bmj.com/content/371/bmj.m3919)The program for the next five to six months is unveiled around the end of each semester. Feel free to suggest topics or papers you would like to see a session on.