Empowering the trustworthiness of ML-based critical systems through engineering activities

This paper reviews the entire engineering process of trustworthy Machine Learning (ML) algorithms designed to equip critical systems with advanced analytics and decision functions. We start from the fundamental principles of ML and describe the core elements conditioning its trust, particularly through its design: namely domain specification, data engineering, design of the ML algorithms, their implementation, evaluation and deployment. The latter components are organized in an unique framework for the design of trusted ML systems.Comment: This work has been supported by the French government under the "France 2030" program, as part of the SystemX Technological Research Institute Research Institut

Le musée français: guerras napoleônicas, coleções artísticas e o longínquo destino de um livro

This paper is about Le Musée Français [The French Museum], a book found in the collection of the library of the Imperial Academy of Fine Arts in Rio de Janeiro. As a catalog of the Napoleon Museum, it bears witness to the reorganization of the arts in Europe as a result of the Napoleonic wars and the project of making Paris a true successor to Athens and Rome, as the center of a new republic of the arts. This process was the object of a dispute where Quatremère de Quincy and Joachim Lebreton played an important role. It was also one of the causes leading to the exile of a group of artists who then helped to lay the foundations for an academic environment in Rio de Janeiro.O artigo trata de Le musée français, livro que fez parte da coleção da biblioteca da Academia Imperial das Belas Artes, no RiodeJaneiro. Como catálogo do Museu Napoleão, é testemunho do processo de reordenamento, resultante das guerras napoleônicas, do universo das artes na Europa e do projeto de fazer de Paris a legítima herdeira de Atenas e Roma, como centro de uma nova idéia de república das artes. Processo esse que foi objeto de disputa, em que se destacaram Quatremère de Quincy eJoachim Lebreton, e foi uma das causas do exílio do grupo de artistas que esteve na origem da formação do ambiente acadêmico no Rio de Janeiro

Extracorporeal Membrane Oxygenation for Severe Acute Respiratory Distress Syndrome associated with COVID-19: An Emulated Target Trial Analysis.

RATIONALE: Whether COVID patients may benefit from extracorporeal membrane oxygenation (ECMO) compared with conventional invasive mechanical ventilation (IMV) remains unknown. OBJECTIVES: To estimate the effect of ECMO on 90-Day mortality vs IMV only Methods: Among 4,244 critically ill adult patients with COVID-19 included in a multicenter cohort study, we emulated a target trial comparing the treatment strategies of initiating ECMO vs. no ECMO within 7 days of IMV in patients with severe acute respiratory distress syndrome (PaO2/FiO2 <80 or PaCO2 ≥60 mmHg). We controlled for confounding using a multivariable Cox model based on predefined variables. MAIN RESULTS: 1,235 patients met the full eligibility criteria for the emulated trial, among whom 164 patients initiated ECMO. The ECMO strategy had a higher survival probability at Day-7 from the onset of eligibility criteria (87% vs 83%, risk difference: 4%, 95% CI 0;9%) which decreased during follow-up (survival at Day-90: 63% vs 65%, risk difference: -2%, 95% CI -10;5%). However, ECMO was associated with higher survival when performed in high-volume ECMO centers or in regions where a specific ECMO network organization was set up to handle high demand, and when initiated within the first 4 days of MV and in profoundly hypoxemic patients. CONCLUSIONS: In an emulated trial based on a nationwide COVID-19 cohort, we found differential survival over time of an ECMO compared with a no-ECMO strategy. However, ECMO was consistently associated with better outcomes when performed in high-volume centers and in regions with ECMO capacities specifically organized to handle high demand. This article is open access and distributed under the terms of the Creative Commons Attribution Non-Commercial No Derivatives License 4.0 (http://creativecommons.org/licenses/by-nc-nd/4.0/)

La gravure : précis élémentaire de ses origines, de ses procédes et de son histoire

Marca tip. na portDatas tomadas de BNF. CD-ROM(1998

Allocution du Président sortant

Delaborde François. Allocution du Président sortant. In: Comptes rendus des séances de l'Académie des Inscriptions et Belles-Lettres, 69ᵉ année, N. 1, 1925. pp. 1-3

Chroniques des comtes d'Anjou et des seigneurs d'Amboise publiées par Louis Halphen et René Poupardin. Paris, Picard, 1913. (Collection de textes pour servir à l'étude et à l'enseignement de l'histoire.)

Delaborde Henri-François. Chroniques des comtes d'Anjou et des seigneurs d'Amboise publiées par Louis Halphen et René Poupardin. Paris, Picard, 1913. (Collection de textes pour servir à l'étude et à l'enseignement de l'histoire.). In: Bibliothèque de l'école des chartes. 1914, tome 75. pp. 96-100

Rapport sur le concours des Antiquités nationales ; lu dans la séance du 13 mai 1927

Delaborde François. Rapport sur le concours des Antiquités nationales ; lu dans la séance du 13 mai 1927. In: Comptes rendus des séances de l'Académie des Inscriptions et Belles-Lettres, 71ᵉ année, N. 2, 1927. pp. 124-132

Alfred Morel-Fatio (1850-1924)

Delaborde F. Alfred Morel-Fatio (1850-1924). In: Bibliothèque de l'école des chartes. 1924, tome 85. pp. 423-426

Chroniques des comtes d'Anjou et des seigneurs d'Amboise publiées par Louis Halphen et René Poupardin. Paris, Picard, 1913. (Collection de textes pour servir à l'étude et à l'enseignement de l'histoire.)

Delaborde Henri-François. Chroniques des comtes d'Anjou et des seigneurs d'Amboise publiées par Louis Halphen et René Poupardin. Paris, Picard, 1913. (Collection de textes pour servir à l'étude et à l'enseignement de l'histoire.). In: Bibliothèque de l'école des chartes. 1914, tome 75. pp. 96-100

Une œuvre nouvelle de Guillaume de Saint-Pathus

Delaborde Henri-François. Une œuvre nouvelle de Guillaume de Saint-Pathus. In: Bibliothèque de l'école des chartes. 1902, tome 63. pp. 263-288