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Exploring efficiency frontiers of thinking budget in medical reasoning: Scaling laws between computational resources and reasoning quality.

To establish a generalizable methodological framework for thinking budget optimization in medical reasoning, deriving predictive scaling laws and operationalizable efficiency regimes that enable principled computational resource allocation in clinical AI deployment. A thinking budget is the number of tokens allocated to intermediate reasoning before answer generation.
www.ncbi.nlm.nih.gov

Noise and neglect: Social-media signals expose attention gaps for dengue, chikungunya, lymphatic filariasis and kala-azar in India's vector-borne NTDs.

Neglected tropical and vector-borne diseases, including dengue, chikungunya, lymphatic filariasis, and kala-azar, pose substantial public health burdens in India. Despite WHO recommendations for enhanced disease surveillance and targeted communication strategies, little is known about public perceptions and discussions of these diseases across digital platforms. Understanding these perceptions can guide evidence-based policy making and public health messaging.
www.ncbi.nlm.nih.gov

Comparative Analysis of Pharmaceutical Content Following Spaceflight and Vacuum Exposure During Commercial Extravehicular Activity.

IntroductionPharmaceutical stability is a key concern for space missions, where radiation, microgravity, and prelaunch repackaging may accelerate drug degradation. While prior studies examined medications in environmentally controlled spacecraft, data on vacuum exposure are limited. The Polaris Dawn mission provided an opportunity to evaluate drug content following depressurization of the
www.ncbi.nlm.nih.gov

试论微机自动化监控系统在大中型泵站中的应用

目前,在大中型泵站的运行中,广泛运用了一种新型微机自动化监控系统,并取得非常不错的效果。因此,本文从大中型泵站常见的监测问题出发,深入探究了计算机自动监测系统的实际应用情况。
www.hydropower-wr.com