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Nanotech has unlocked new methods to accelerate patient recovery through nanomedicine. Meanwhile, 3D printing has empowered small manufacturer to scale their clinical equipment production. Many novel tech strategies have helped improve how healthcare businesses satisfy key stakeholders and comply with clinical data protection laws. This post will summarize the top healthcare technology trends in 2024.  1| Product Performance Scenario Analyses  For a pharmaceutical enterprise planning a new drug, simulating stakeholder reception and competitively challenging scenarios is helpful. Identical use cases also enable vendors to deliver economical and ergonomic clinical equipment. These simulations help inspect product utility, potential demand, and return…

arXiv:2408.11918v1 Announce Type: new Abstract: Rule-based neural networks stand out for enabling interpretable classification by learning logical rules for both prediction and interpretation. However, existing models often lack flexibility due to the fixed model structure. Addressing this, we introduce the Normal Form Rule Learner (NFRL) algorithm, leveraging a selective discrete neural network, that treat weight parameters as hard selectors, to learn rules in both Conjunctive Normal Form (CNF) and Disjunctive Normal Form (DNF) for enhanced accuracy and interpretability. Instead of adopting a deep, complex structure, the NFRL incorporates two specialized Normal Form Layers (NFLs) with adaptable AND/OR neurons, a Negation…