TL;DR: This study estimates the long-term health and societal impacts of tobacco smoking in Ireland, with 4.9 million life years, 5.8 million quality-adjusted life years, and 2.5 million productivity-adjusted life years lost, incurring €20.2 billion in healthcare costs by 2022.
Abstract: Ireland has set a tobacco endgame goal. Strengthening surveillance of tobacco impact on population well-being, healthcare system and resources are essential for achieving that ambition. This study aimed to examine the long-term health and societal impacts of tobacco smoking in Ireland, in terms of loss in life years (LY), quality-adjusted life years (QALYs), productivity-adjusted life years (PALYs) and associated healthcare costs. Cohort-based life table model. Life table modelling of Irish tobacco users aged 15-84 years defined by smoking status: daily smoking, occasional smoking, previous smoking, never smoking, were modelled until 85 years. Cost, mortality, health-related quality of life, and relative reduction in productivity attributable to smoking were obtained from published Irish population-level data 2022. In 2022 18 % of the Irish population were smokers. Across the expected lifetime of the current smoking population, we estimated that over 4.9 million LY, 5.8 million QALYs and 2.5 million PALYs would be lost due to smoking. We estimated that the population would experience 5.9 million years with a smoking-related chronic disease, incurring accumulated healthcare costs of €20.2 billion. At an individual level, the greatest burden across all outcomes was estimated for daily smoking males aged 20 years, with an additional lifetime healthcare cost excess of €28,000. This study highlights the potential long-term health and productivity gains associated through tobacco endgame planning. Long-term outcomes, including PALYs, provide a novel and readily estimable measure especially relevant for policymakers of the health impact and health risk factors on work productivity for the Irish smoking population.
TL;DR: Researchers propose TableBench, a comprehensive benchmark for table question answering, to address the gap between academic and industrial applications of Large Language Models, highlighting the need for improved performance in real-world scenarios.
Abstract: Recent advancements in Large Language Models (LLMs) have markedly enhanced the interpretation and processing of tabular data, introducing previously unimaginable capabilities. Despite these achievements, LLMs still encounter significant challenges when applied in industrial scenarios, particularly due to the increased complexity of reasoning required with real-world tabular data, underscoring a notable disparity between academic benchmarks and practical applications. To address this discrepancy, we conduct a detailed investigation into the application of tabular data in industrial scenarios and propose a comprehensive and complex benchmark TableBench, including 18 fields within four major categories of table question answering (TableQA) capabilities. Furthermore, we introduce TableLLM, trained on our meticulously constructed training set TableInstruct, achieving comparable performance with GPT-3.5. Massive experiments conducted on TableBench indicate that both open-source and proprietary LLMs still have significant room for improvement to meet real-world demands, where the most advanced model, GPT-4, achieves only a modest score compared to humans.
TL;DR: This systematic review of 29 studies (9070 patients) suggests on-table extubation after pediatric cardiac surgery may reduce reintubation rates, ICU and hospital length of stay, and improve postoperative blood gas profiles, but high heterogeneity and bias limit conclusions.
Abstract: ABSTRACT Context On‐table extubation after pediatric cardiac surgery has been increasingly considered a safe and effective strategy to reduce postoperative ventilation time. However, concerns regarding reintubation risk, patient selection, and variability in outcomes remain. Objective To systematically review the available literature on the effectiveness and safety of on‐table extubation compared to off‐table extubation in pediatric cardiac surgery. Primary outcomes were reintubation rate, mortality, intensive care unit (ICU) and hospital length of stay (LOS). Secondary outcomes were arterial pH, lactate, and PaCO 2 after surgery. Data Sources MEDLINE, Cochrane Library, Web of Science, and Embase were searched from inception to January 8th, 2025, without language or date restrictions. Additional studies were identified through the backward snowballing technique. Study Selection We included randomized controlled trials (RCTs) and observational studies comparing on‐table and off‐table extubation in pediatric patients (< 18 years) undergoing cardiovascular surgery. Studies with overlapping populations or conference abstracts were excluded. Data Extraction Two independent reviewers screened studies completed a quality assessment, and extracted data. Results Twenty‐nine studies (2 RCTs, 27 observational), including 9070 patients, met the eligibility criteria. On‐table extubation was associated with lower reintubation rates in most studies, though findings were not consistent across all. Mortality rates were generally comparable between groups. ICU and hospital LOS were consistently shorter in the on‐table group. Postoperative blood gas analyses showed a better arterial pH, lactate, and PaCO 2 profile in the on‐table group. The risk of bias was elevated between observational studies. Limitations Selection bias was present, as the majority of studies were observational, and the decision for on‐table extubation was largely based on clinician assessment of suitability and stability at the end of surgery. High heterogeneity across studies limited meta‐analysis feasibility. Conclusion Although this systematic review suggests that on‐table extubation may be associated with potentially better outcomes following pediatric cardiac surgery, no safe conclusions can be drawn about its benefit due to the high heterogeneity and potential high risk of bias of most included studies. Well‐designed RCTs are needed to confirm the benefits and safety of on‐table extubation and to guide appropriate patient selection. Trial Registration International Prospective Register of Systematic Reviews (PROSPERO): CRD42025644238
TL;DR: Researchers conducted table-top exercises with experts to evaluate IoT-Health security, highlighting the critical role of security metadata and suggesting enhancements to improve end-user situational awareness and mitigate cyber risks in healthcare systems.
Abstract: End-users in a decision-oriented Internet of Things (IoT) healthcare system are often left in the dark regarding critical security information necessary for making informed decisions about potential risks. This is partly due to the lack of transparency and system security awareness end-users have in such systems. To empower end-users and enhance their cybersecurity situational awareness, it is imperative to thoroughly document and report the runtime security controls in place, as well as the security-relevant aspects of the devices they rely on, while the need for better transparency is obvious, it remains uncertain whether current systems offer adequate security metadata for end-users and how future designs can be improved to ensure better visibility into the security measures implemented. To address this gap, we conducted table-top exercises with ten security and ICT experts to evaluate a typical IoT-Health scenario. These exercises revealed the critical role of security metadata, identified the available ones to be presented to users, and suggested potential enhancements that could be integrated into system design. We present our observations from the exercises, highlighting experts’ valuable suggestions, concerns, and views, backed by our in-depth analysis. Moreover, as a proof-of-concept of our study, we simulated three relevant use cases to detect cyber risks. This comprehensive analysis underscores critical considerations that can significantly improve future system protocols, ensuring end-users are better equipped to navigate and mitigate security risks effectively.
Catarina J. Pinho, Bárbara Santos, Vanessa A. Mata, Ricardo J. Lopes, Maria M. Romeiras, Evandro P. Lopes, Paulo C. Alves, Brent C. Emerson, Raquel Vasconcelos
TL;DR: Pre-harvest calcium and magnesium treatments, particularly a combination of MgO and CaCl2, significantly improved shelf life and quality of 'Flame Seedless' table grapes by reducing decay, weight loss, and shattering, while maintaining firmness and acidity.
Abstract: Nutritional balance methods serve as effective tools for predicting the nutritional status of grapevines and mitigating issues related to nutrient excess or deficiency, thereby influencing yield, fruit quality, and market longevity. This study investigates the effects of pre-harvest applications of calcium (Ca) and magnesium (Mg) at varying concentrations, individually and in combination, on grape quality. Pre-harvest foliar applications were conducted six times across three key phenological stages: pre-bloom, post-bloom, and fruit set. Treated clusters were stored in refrigerated conditions (10°C, 90–95% relative humidity) for 12 days, during which fruit quality was evaluated at harvest and throughout the marketing period. The results demonstrated that prolonged market storage increased decay, weight loss, Soluble solids content (S.S.C.), total sugar content, shattering, berry adherence, and respiration rate, while firmness, total acidity, vitamin C content, and total phenols decreased. All treatments enhanced cluster weight and yield at harvest. The most effective treatment for maintaining cluster quality under market conditions was the combined foliar application of magnesium oxide (MgO, 0.056%) and calcium chloride (CaCL·>, 0.016%). This treatment significantly reduced physiological weight loss, berry shattering, and decay percentage, thereby preserving the marketability of ‘Flame Seedless’ grapes.
Ilyas Yilgor, Mauricio Tano, Katrina Sweetland, Joshua Hansel, Piyush Sabharwall, Mark Anderson, Zachary Sellers, Lise Charlot, Jeremy Hartvigsen, Victor Petrov, Yinbin Miao, Stephen M. Bajorek, Tamer A. Zaki
TL;DR: Developed countries employ strategies away from the negotiating table, including forum shifting, framing issues, and influencing negotiations through research, to gain leverage in multilateral trade negotiations, often at the expense of developing countries' sovereignty.
Abstract: Abstract Using specific episodes in multilateral trade negotiations at GATT and WTO spanning four decades, this chapter examines some of the strategies and tactics deployed by the developed countries away from the negotiating table. These include forum shifting, suitable framing of issues, influencing negotiations through research, using policy instruments to browbeat developing countries, dangling the carrot and threatening with the stick, Quislings to influence negotiating positions of developing countries, using decoys to peep and pry and crafting a better alternative to a negotiated agreement (BATNA). While many of these strategies are relevant after negotiations have formally commenced, a few of them assume salience even prior to the start of negotiations. Some of these strategies may be extremely sensitive and controversial, as these clearly encroach on the sovereignty of nations. This chapter throws light on some of the strategies which have remained in the shadows behind a cloak of secrecy. It concludes by briefly discussing why most developing countries may not be in a position to deploy these strategies.
TL;DR: This study presents a table of plant and insect species interactions, specifically the collection data of four Aphalara species, highlighting their morphological differences and sympatric relationships with various plant species.
Abstract: TABLE 1. Plants, locality numbers, months, and years of collection of four species of Aphalara. Plant/insect speciesA. avicularisA. frejiA. borealisA. maculipennisPersicaria amphibia˅;+, ×, ˅;+, ˅;+, ×, ˅;locality no. 1, May 2022locality no. 1, July 2021locality no. 1, July 2021locality no. 1, July 2021P. lapathifolia˅;+, ×, ˅;++, ×locality no. 2, August 2020locality no. 2, August 2020Polygonum aviculare+, ˅;+locality no. 2, May 2022, July 2021, August 2020 +—after Ossiannilsson (1992), ×—after Burckhardt & Lauterer (1997), ˅—our data.
TL;DR: Water table fluctuations in coastal aquifers control nitrate and ammonium fate by alternating between aerobic and anaerobic conditions, influencing groundwater quality through denitrification and DOC release, particularly during storm surges.
Abstract: Abstract Coastal aquifers experience water table fluctuations that push and pull water and air through organic‐rich soils. This exchange affects the supply of oxygen, dissolved organic carbon (DOC), and nitrogen (N) to shallow aquifers and influences groundwater quality. To investigate the fate of N species, we used a meter‐long column containing a sequence of natural organic topsoil and aquifer sediments. A fluctuating head was imposed at the column bottom with local, nitrate‐rich groundwater (16.5 mg/L NO 3 ‐N). We monitored in‐situ redox potential and collected pore water samples for analysis of inorganic N species and DOC over 16 days. Reactive processes were more complex than anticipated. The organic‐rich topsoil remained anaerobic, while mineral sediments beneath alternated between aerobic, when the water table dropped and sucked air across preferential flow paths, and anaerobic conditions, when the water table was high. A fluid flow and reactive transport model shows that when the water table rises into organic‐rich soils, it limits the flow of oxygen, while the soils release DOC, which stimulates the removal of nitrate from groundwater by denitrification. At the end of the experiment, we introduced seawater to the column to mimic a storm surge. Seawater mobilized N and DOC from shallow soil horizons, which could reach the aquifer if the surge is long enough. These processes are relevant for groundwater quality in developed coastal areas with anthropogenic N sources, as climate change and rising seas will drive changes in water table and flood dynamics.