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LLM-Assisted Ontology Engineering and Construction of a French Legal Knowledge Graph - INRIA 2 (Scoop.it - Documentation juridique (Stéphan Cottin))
: Maintenance regulations are complex legal texts that are difficult to exploit when addressing a specific case and challenging to integrate into operational systems. This paper presents a two-stage LLM-assisted workflow for French maintenance regulations: ontology engineering from a SEMLEG-based core ontology, followed by construction of an ontology-grounded French legal knowledge graph. The first stage consists in the open extraction of typed entities and triples from a stratified corpus sample, the normalization of labels through embedding-based fusion, and the induction of candidate object properties with their signature (domain and range). The second stage uses the resulting ontology to guide the closed extraction of triples and RDF graph construction over the full corpus. Experiments with GPT-4.1 and mistral-large-2512 show robust structured outputs, near-complete class alignment, and a substantial reduction of duplicated entities and predicates after fusion. Fewer than 20% of triples introduce unseen pr[...]
Practice Fusion case suggests 6 health privacy pointers (FTC USA Business Blog Posts)
: Practice Fusion case suggests 6 health privacy pointers lfair June 8, 2016 | 9:01AM Practice Fusion case suggests 6 health privacy pointers By Lesley Fair Combine two of the most talked-about consumer protection topics – health privacy and consumer-generated online content – and what do you get? A proposed FTC settlement with Practice Fusion, the largest cloud-based electronic health records company in the country, and six compliance tips for others in the industry. One of San Francisco-based Practice Fusion’s primary products is an electronic records system for outpatient providers. In 2009, the company launched “Patient Fusion,” an online portal where patients whose providers were already using Practice Fusion could view or download their health information or transmit it to another provider. Patient Fusion also let patients send and receive secure messages from their providers. Fast forward several years and the company decided to expand Patient Fusion to include a public directory where current and prosp[...]