4,913 research outputs found

    Clicking Away Consent: Establishing Accountability and Liability Apportionment in Direct-to-Consumer Healthcare Artificial Intelligence

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    Artificial Intelligence (AI) and machine learning are making sweeping changes across all industries, and health care is no exception. AI promises to revolutionize patient treatment with the development of algorithm-driven tools to improve efficiency in clinical care. As alluring as machine-driven learning may be given its potentialities, however, the incorporation of AI into the healthcare field has also been received with trepidation. This fear is understandable given the lack of transparency to the public surrounding the exact mechanisms for creating algorithms and the reasoning followed by the software. Indeed, AI in the healthcare system is aptly known as “black-box medicine.” Liability apportionment for when AI malfunctions or errs is special cause for concern and an area of tort law that remains largely uncharted, controversial, and jurisdiction-dependent. This note sets out to provide solutions to the moral and legal concerns raised by AI developers’ use of liability waivers to escape culpability, specifically in the context of direct-to consumer health and medical mobile applications (apps). The seminal case of Tunkl v. Regents of University of California provides an excellent six-factor framework for the judicial interpretation necessary to ensure accountability and transparency in AI-based treatment. This note argues that the Tunkl factor of bargaining power dynamics should hold controlling weight as it deals with the essence of contract validity based on mutual understanding and voluntariness. Focusing on the power dynamic between AI developers and consumers is especially important in the healthcare app space because of the heavy influence of information asymmetry and heuristic biases, which are exacerbated by the black box nature of medicine. This framework should be applied in invalidating exculpatory clauses contrary to public policy and in finding all waivers of liability required to be signed by app users to be presumptively invalid, regardless of the categorization of the app (i.e., for both health apps and wellness apps). Centering concerns over bargaining power and voluntariness in judicial interpretation of exculpatory clauses, and thus upholding the principles of contractual freedom, is essential to establishing accountability and transparency in AI healthcare use

    Post-fire successional effects on breeding grassland birds in mesquite savanna habitats of the Texas rolling plains

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    North American grasslands and grassland birds have declined drastically due to habitat degradation by fire suppression (i.e., woody encroachment), fragmentation, and conversion to croplands. A better understanding is needed of the relationships among disturbance regimes (e.g., fire), resultant vegetation changes, and grassland bird communities to effectively manage remaining grasslands and grassland birds. I assessed the relationship between post-fire succession, and mean relative abundance and nesting ecology of breeding grassland birds (i.e., nest-site selection and nest success) in mesquite-dominated rangeland of the Texas Rolling Plains, where prescribed fire is used as a tool to manage shrub encroachment. Brush cover, grass cover, and visual obstruction generally increased with post-fire succession, and bare ground decreased with post-fire succession. Species richness, grasshopper sparrows (Ammodramus savannarum), CassinâÂÂs sparrows (Aimophila cassinii), and dickcissels (Spiza americana) responded positively to post-fire succession, and lark sparrows (Chondestes grammacus) responded negatively to post-fire succession.; abundance of these avian groups was low on the control sites. During 2004âÂÂ2005, 90 grassland bird nests were monitored. I found conflicting results for vegetation parameters important to nest site selection and probability of nest success. For all species except lark sparrows, nest-site location was positively associated with visual obstruction and with grass or forb cover. However, the probability of nest success increased with lower visual obstruction, bare ground cover, or grass cover. Grassland bird abundance, nest-site location, and nest success had differing associations with vegetation variables. These results suggest that to effectively manage remaining grasslands for sustainable breeding grassland bird populations, managers should engage in practices that keep habitat in multiple vegetative successional stages

    1991 Convocation

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    Opening Selections: George Bizet, Henry Mancini Processional: Jean Joseph Mouret Welcome: Dr. John Peoples, Director, Fermi National Accelerator Laboratory; Dr. Stephanie Pace Marshall, Executive Director; Walter Lee, Student Council President Introductions: Dr. Stephanie Pace Marshall Musical Selection: Lew Pallack Keynote Speaker: Dr. Donald L. Correll, Associate Program Leader, Laser Programs, Lawrence Livermore National Laboratory Recessional: Rimsky-Korsako

    Determination of Cyanide Exposure by Gas Chromatography–mass Spectrometry Analysis of Cyanide-exposed Plasma Proteins

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    Exposure to cyanide can occur in a variety of ways, including exposure to smoke from cigarettes or fires, accidental exposure during industrial processes, and exposure from the use of cyanide as a poison or chemical warfare agent. Confirmation of cyanide exposure is difficult because, in vivo, cyanide quickly breaks down by a number of pathways, including the formation of both free and protein-bound thiocyanate. A simple method was developed to confirm cyanide exposure by extraction of protein-bound thiocyanate moieties from cyanide-exposed plasma proteins. Thiocyanate was successfully extracted and subsequently derivatized with pentafluorobenzyl bromide for GC–MS analysis. Thiocyanate levels as low as 2.5 ng mL−1 and cyanide exposure levels as low as 175 g kg−1 were detected. Samples analyzed from smokers and non-smokers using this method showed significantly different levels of protein-bound thiocyanate (p \u3c 0.01). These results demonstrate the potential of this method to positively confirm chronic cyanide exposure through the analysis of protein-bound cyanide in human plasma
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