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ORACLE-CT: Anatomy-Aware Support Pooling for CT Classification
Announce Type: new Abstract: Abdominal CT disease classification is challenging because each scan is a large 3D volume with many possible findings, while diagnostic evidence is often confined to specific organs or anatomical compartments. Most study-level classifiers aggregate encoder features using anatomy-agnostic pooling or attention, creating a mismatch between localized disease evidence and global evidence aggregation. We propose ORACLE--CT, an encoder-agnostic anatomy-aware aggregation...
Estimates of global causes of death for children and adolescents aged 5-19 in 2000-24: secondary data analysis using bayesian multinomial logistic regression
AbstractObjectiveTo estimate cause specific mortality among children and adolescents aged 5-19 years for 195 countries from 2000 to 2024.DesignSecondary data analysis using a bayesian multinomial logistic regression model to estimate cause specific mortality fractions. Data sourcesPubMed, Embase, Web of Science, Scopus, Cochrane Library, Global Index Medicus, Pan American Health Organization, Global Health Ovid, Africa-Wide Information, IndMed, WHO Mortality Database, Demographic and Health...
Systematic estimates of global causes of neonatal and under 5 mortality in 2000-24: secondary data analysis using bayesian multinomial logistic regression
AbstractObjectiveTo estimate cause specific mortality among neonates and children under 5 for 195 countries from 2000 to 2024.DesignSecondary data analysis using a Bayesian multinomial logistic regression model to estimate cause specific mortality fractions. Data sourcesPubMed, Embase, Web of Science, SCOPUS, Cochrane, Global Health Index Medicus, PAHO, Global Health OVID, Africa-Wide Information, IndMed, WHO Mortality Database, Demographic and Health Surveys (DHS), Multiple Indicator...
High-functioning depression: When success masks suffering
High-functioning depression: When success masks suffering June 6, 2026This article deals with the topic of depression and suicide. Reader discretion is advised. If you are suffering from serious emotional strain or suicidal thoughts, don't hesitate to seek professional help.
Food industries embrace AI sensors to improve efficiencies
Food industries embrace AI sensors to improve efficiencies Lisa Lock Scientific Editor Andrew Zinin Lead Editor Food waste is a nagging problem that weighs heavily on global food production, distribution and sales industries—but an emerging generation of AI sensors is providing a raft of fresh solutions. The embrace of AI in food industries has been swift, which is why Flinders University researchers have worked with an international research team to build the first comprehensive overview of...
A prognostic human brain network for diffuse midline glioma
Abstract Diffuse midline gliomas (DMGs) are near-universally lethal tumours of the childhood central nervous system1,2. In animal models, DMGs form brain-wide integrated networks through neuron-to-glioma synapses3,4,5,6 and glioma-to-glioma gap junctional coupling3. This extensive connectivity robustly promotes the growth and invasion of DMG3,4,5,6,7,8,9 and other glial malignancies10,11,12 through paracrine mechanisms and direct neuron-to-glioma synapses.
How Richard Scolyer made his mark in melanoma research
How Richard Scolyer made his mark in melanoma research Tue 9 Jun 2026 at 4:57am Richard Scolyer, the renowned Australian pathologist who died on Sunday at the age of 59, was instrumental in lowering melanoma deaths across the country. "Whatever happens, I feel like there will be a legacy from what Georgina, our team and I have tried to do," the former Australian of the Year wrote in his 2024 memoir, Brainstorm. Through consultation on external specimens, with diagnostic and classification...
‘We need to do even more’: World Food Programme calls for greater response to Ebola outbreak
‘We need to do even more’: World Food Programme calls for greater response to Ebola outbreak The outbreak - which was officially declared in mid-May - is unfolding amid ongoing violence, creating additional risks for aid workers and civilians. The ongoing Ebola outbreak in the Democratic Republic of Congo (DRC) is spreading faster than humanitarian responders can contain, the United Nations’ World Food Programme (WFP) has warned.