… Accessible, Interoperable, and Reusable. Licensing: open (Apache-2.0 for code, CC-BY-4.0 for data) to enable global use and extension. Depositories: link to … Open, well-curated datasets would enable objective benchmarking of models, bias detection, and cross-species validation of behavioral metrics. Community … for human video recordings, requiring federated and on-device analysis strategies. Bias mitigation , ensuring algorithmic performance across diverse populations and …

… diabetes, and asthma are routinely managed. Despite advances in treatment, non-compliance remains a widespread issue, with the World Health Organization … leads to silent treatment failure and often isn’t discovered until a follow-up visit or acute episode occurs. Cost of medication remains a significant and often … [cited 2025 May 1]. Available from: https://bpspubs.onlinelibrary.wiley.com/doi/full/10.1111/j.1365-2125.2012.04167.x 6.    Effect of a Pharmacy-Based Health …

… These may include Early Post-Discharge Follow-Up: Scheduling a follow-up visit within 7 days of discharge allows family physicians to assess recovery, … reduce model performance and lead to unreliable predictions. Algorithmic Bias and Equity Concerns: Models trained on biased historical data can … 2025 Apr 28 [cited 2025 May 1]; Available from: https://www.sciencedirect.com/science/article/pii/S0735675725003092 3.    Kijpaisalratana N, El Ariss AB, Balk …

… DANDI Archive , by contrast, acts like "YouTube for neurophysiology." It’s a free, cloud-based repository (hosted on Amazon Web Services) where researchers can … access Once data is in NWB, it can be stored on DANDI, where it becomes fully searchable and reusable. Tools like NeuroSift let users visualize datasets … downloads or installations needed. For deeper analysis, DANDI Hub offers free cloud computing with Jupyter notebooks.   What’s on DANDI? DANDI already hosts …