The Rapid Review
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Fairness Definitions and Metrics in Deep Reinforcement Learning for Drug Discovery in Healthcare: A Rapid Evidence Review
Announce Type: new Abstract: Deep reinforcement learning (DRL) is increasingly applied to de novo molecular design, but choices in data, rewards, and evaluation can yield uneven performance across disease areas and chemotypes. Despite this, there is no concise synthesis of how fairness is defined, measured, and tested in DRL-based drug discovery. In this rapid evidence review, we synthesize fairness definitions and metrics for DRL-driven molecule generation in healthcare.
How Software Engineering Students Use LLMs to Write Research Papers: An Experience Report
arXiv:2606.05114v2 Announce Type: replace Abstract: Large language models are increasingly becoming part of software engineering education, including activities involving empirical software engineering and evidence synthesis. This paper reports an educational experience involving the integration of reflective LLM use into an empirical methods assignment in a third-year software architecture course. Students were asked to develop a short research paper using either a rapid review or a gray...
How Software Engineering Students Use LLMs to Write Research Papers: An Experience Report
arXiv:2606.05114v1 Announce Type: new Abstract: Large language models are increasingly becoming part of software engineering education, including activities involving empirical software engineering and evidence synthesis. This paper reports an educational experience involving the integration of reflective LLM use into an empirical methods assignment in a third-year software architecture course. Students were asked to develop a short research paper using either a rapid review or a gray...
LimeWire AI Studio Review 2023: Details, Pricing & Features
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Expanded implementation of Fast & Fair paid peer review reduces time to first decision without reducing review quality in a biology journal
Traditional peer review is often slowed by delays in identifying willing reviewers and waiting for completed review reports. In a 2024 pilot on the journal Biology Open, we showed that Fast & Fair peer review, which uses pre-contracted paid reviewers and a structured editorial timeline, could deliver rapid, high-quality peer. Here, we report the expanded implementation of Fast & Fair at Biology Open in 2025.
Victorian coroner recommends mental health guarantee for gun owners
Victorian coroner recommends mental fitness requirement for gun owners Wed 10 Jun 2026 at 1:59pm In short: A coroner has called on the state government to require Victorians to provide medical evidence to prove their suitability to hold a gun licence. At present firearms owners can self-report mental health issues in a system the coroner described as having the "hallmarks of a rubber-stamping process". The Victorian government is set to adopt a range of recommendations made by a review into...
Victorian government promises 'tougher scrutiny' of IVF clinics
The Victorian government is introducing changes to the laws governing IVF clinics that promise "tougher scrutiny" of providers. Under the changes, clinics would have to meet stronger accreditation requirements and could have registration cancelled by the health minister. The changes follow a review that was sparked by highly publicised embryo mix-ups involving private provider Monash IVF.
From Make That Movie to Sugar: the week in rave reviews
TV If you only watch one, make it … Make That Movie Channel 4 Summed up in a sentence Last One Laughing finalist delivers one of the funniest shows of the year, with this mockumentary about a director who makes awful films. What our reviewer said “So ostentatiously silly that it deserves to be paraded around the streets.” Stuart Heritage Further reading ‘People are like: you’re a crackpot’: how Sam Campbell became comedy’s oddball superstar Pick of the rest The Four Seasons Netflix Summed up...
Graph Machine Learning in the Era of Large Language Models (LLMs)
Announce Type: replace Abstract: Graphs play an important role in representing complex relationships in various domains like social networks, knowledge graphs, and molecular discovery. With the advent of deep learning, Graph Neural Networks (GNNs) have emerged as a cornerstone in Graph Machine Learning (Graph ML), facilitating the representation and processing of graphs. Recently, LLMs have demonstrated unprecedented capabilities in language tasks and are widely adopted in a variety of...
This Is How Trump Finally Signed the AI Executive Order
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