Over the last decades, the use of artificial intelligence, machine learning and deep learning in medical fields has skyrocketed. Well known for their results in segmentation, motion management and posttreatment outcome tasks, investigations of machine learning and deep learning models as fast dose calculation or quality assurance tools have been present since 2000. The main motivation for this increasing research and interest in artificial intelligence, machine learning and deep learning is the enhancement of treatment workflows, specifically dosimetry and quality assurance accuracy and time points, which remain important time-consuming aspects of clinical patient management. Since 2014, the evolution of models and architectures for dose calculation has been related to innovations and interest in the theory of information research with pronounced improvements in architecture design. The use of knowledge-based approaches to patient-specific methods has also considerably improved the accuracy of dose predictions. This paper covers the state of all known deep learning architectures and models applied to external radiotherapy with a description of each architecture, followed by a discussion on the performance and future of deep learning predictive models in external radiotherapy.

OBJECTIVE: Information on bladder cancer (BC) according to the risk scoring for recurrence or progression in a general population is scarce despite its clinical relevance. The objective was to describe the characteristics of incident BC in a general population, with a focus on the initial management of high-risk non-muscle invasive BC (HR-NMIBC).
METHODS: BC incident in 2011-2012 recorded in a population-based cancer registry were studied. Data was extracted from medical files. NMIBC were classified according to potential risk for recurrence/progression. Individual and tumor characteristics of incident BC were described. Incidence, initial management and survival (12/31/2021) of HR-NMIBC were assessed.
RESULTS: Among 538 BC cases, 380 were NMIBC [119 low (22.1%), 163 intermediate (30.3%), 98 high (18.2%) risk] and 147 (27.3%) were MIBC. HR-NMIBC diagnostic and therapeutic management [imaging, re-TUR, multidisciplinary team meetings (MDT) assessment, specific treatment] revealed discrepancies with guidelines recommendations. Seventy-two out of 98 cases were assessed in an MDT with a median time from diagnosis of 18days [first quartile: 12-third quartile: 32]. Globally, treatment agreed with MDT decisions. Intravesical instillation was the most common treatment (n=56) but 27 HR-NMIBC did not receive specific treatment after TUR. Five and 10years overall survival was 52% [42-63] and 41% [31-51], respectively. Five years net survival was 63% [47-75].
CONCLUSIONS: Despite National cancer plans aiming to improve care giving and despite the severity of HR-NMIBC, guideline-recommended patterns of care were underused in this region. This may deserve attention to identify obstacles to guideline adoption to try to improve BC patient care and survival.
METHODS:

OBJECTIVE: Our aims were to assess cognitive impairment in bipolar patients in remission compared with healthy controls, and to study its connection to clinical and therapeutic factors.
METHODS: This was a case-control study of patients with bipolar disorder (BD) in remission and matched healthy controls. It was carried out at the Hédi Chaker University Hospital in Sfax, Tunisia. The Screen for Cognitive Impairment in Psychiatry (SCIP) scale was used to assess cognitive function in patients and controls. This scale comprises subtests for verbal learning with immediate (VLT-I) and delayed (VLT-D) recall, working memory (WMT), verbal fluency (VFT) and information processing speed (PST).
RESULTS: We recruited 61 patients and 40 controls. Compared with controls, patients had significantly lower scores on the overall SCIP scale and on all SCIP subtests (p < 0.001 throughout) with moderate to high effects. In multivariate analysis, the presence of psychotic characteristics correlated with lower scores on the overall SCIP (p = 0.001), VLT-I (p = 0.001) and VLT-D (p = 0.007), WMT (p = 0.002) and PST (p = 0.008). Bipolar II correlated with lower LTV-I scores (p = 0.023). Age of onset and duration of the disorder were negatively correlated with PST scores (p < 10-3 and p = 0.007, respectively). Predominantly manic polarity correlated with lower VFT scores (p = 0.007).
CONCLUSIONS: Our study showed that bipolar patients in remission presented significantly more marked cognitive impairments, affecting various cognitive domains, than the controls. These cognitive impairments appear to be linked to clinical and therapeutic factors that are themselves considered to be factors of poor prognosis in BD.
OBJECTIVE: Nos objectifs étaient d’évaluer les troubles cognitifs chez des patients bipolaires en rémission comparativement à des témoins sains et d’étudier leur rapport avec les facteurs cliniques et thérapeutiques.
UNASSIGNED: Il s’agissait d’une étude cas-témoins, menée auprès de patients atteints de trouble bipolaire (TBP) en rémission et de témoins sains appariés. Elle a été réalisée au centre hospitalo-universitaire (CHU) Hédi Chaker de Sfax (Tunisie). L’échelle the Screen for cognitive impairment in psychiatry (SCIP) a été utilisée pour l’évaluation des fonctions cognitives chez les patients et les témoins. Cette échelle se compose des sous-échelles d’apprentissage verbal avec rappel immédiat (VLT-I) et différé (VLT-D), de la mémoire de travail (WMT), de la fluence verbale (VFT) et de la vitesse de traitement de l’information (PST).
UNASSIGNED: Nous avons recruté 61 patients et 40 témoins. Comparés aux témoins, les cas avaient des scores totaux du SCIP et de toutes les sous-échelles du SCIP significativement plus bas (p < 0,001 partout) avec des tailles d’effet modérées à élevées. Dans l’analyse multivariée, la présence de caractéristiques psychotiques était corrélée à l’abaissement des scores du SCIP total (p = 0,001), du VLT-I (p = 0,001) et VLT-D (p = 0,007), du WMT (p = 0,002), et du PST (p = 0,008). Le TBP de type 2 était corrélé à l’abaissement du score de VLT-I (p = 0,023). L’âge de début et la durée d’évolution du trouble étaient corrélés négativement au score PST (p < 10−3 et p = 0,007 respectivement). La polarité maniaque prédominante était corrélée à l’abaissement du score VFT (p = 0,007).
CONCLUSIONS: Notre étude a montré que les patients bipolaires en rémission présentaient des troubles cognitifs touchant différents domaines cognitifs, significativement plus marqués que chez les témoins. Ces troubles cognitifs semblent être liés à des facteurs cliniques et thérapeutiques considérés eux-mêmes comme des facteurs de mauvais pronostic de la maladie bipolaire.

OBJECTIVE: The standard process of central sterilization is crucial for the optimal functioning of the operating room. The outcome of this process is closely linked to the steps preceding the steps prior to the sterilization step itself. These steps include pre-disinfection carried out in the operating rooms and other stages, namely washing, drying and packaging, which must be performed in the central sterilization unit. In this context, this study aimed to describe the knowledge of the staff in the operating rooms and the central sterilization unit at Sahloul University Hospital in Sousse (Tunisia) in 2022, regarding the steps prior to the sterilization of reusable thermoresistant medical devices and to describe their practices in terms of compliance with these steps.
METHODS: A descriptive study was conducted from January 2022 to June 2022 with the aforementioned staff, using a self-administered questionnaire to assess their knowledge of the pre-sterilization steps and a direct observation audit of their practices with regard to these steps. Both measurement instruments were pre-tested.
RESULTS: Out of 102 self-administered questionnaires (knowledge assessment) distributed to the staff concerned, only 80 were returned and correctly filled out, giving a response rate of 78.4%. Participants\' responses regarding the order of steps prior to the sterilization were incorrect in 64% of cases. With regard to the evaluation of professional practices, 224 observations were made in the study area (practice audit). In 82% of these observations, the pre-disinfection step was confused with the washing step. The use of Betadine brushes and scrubbing pads for device washing was noted in 89.3%, along with the absence of swabbing of the canals and hollow parts in 9.4% of cases and the absence of drying of the canals with compressed air.
CONCLUSIONS: Mastery of the steps prior to sterilisation of reusable thermoresistant medical devices was insufficient in our institution, suggesting the importance of reinforcing the implementation of the procedure through a continuous training program followed by action plans.

Taking an interest in the environment of a child suffering from eczema means understanding the word \"environment\" in the broadest possible sense: the child\'s lifestyle, family, social and cultural environment. By taking all these aspects into account, we can optimize the effectiveness of treatments, and avoid the multiple problems and comorbidities associated with moderate and severe eczema. It\'s up to caregivers to be vigilant about this, and to reposition the right gestures by spotting errors right from the start, even in the case of mild eczema. The best way to respond to this challenge, i.e. to help parents understand, is to draw on the principles of therapeutic patient education.

OBJECTIVE: To evaluate the initial results of our different treatments of open humeral shaft fractures.
METHODS: This was a retrospective study conductecd in Abidjan (Ivory Coast) over a period of 10 years, involving 16 open humeral shaft fractures. It included 10 men and six women with a mean age of 32.8 years (Extremes: 21 and 61). The skin opening was classified according to Cauchoix and Duparc. Fractures were either treated by trimming followed by a brachial-ante-brachial cast, or treated with a screwed plate or external fixator. Patients were followed according to a strict protocol. Overall results were assessed by Stewart and hundley functional scoring.
RESULTS: At a minimum follow-up of 24 months, all patients had consolidated. There was one case of local infection, three cases of elbow stiffness and four reversible cases of radial nerve palsy. The functional results according to the Stewart and Hundley score were very good in 11 cases, good in four cases and fair in one case, with no poor result.
CONCLUSIONS: Depending on the therapeutic indications, the initial results are satisfactory both clinically and functionally.
UNASSIGNED: Evaluer les résultats initiaux de nos des différents traitements des fractures ouvertes de l\'humérus.
UNASSIGNED: Il s\'agissait d\'une étude rétrospective réalisée à Abidjan (Côte d\'Ivoire) sur une période de 10 ans, portant sur 16 fractures ouvertes de la diaphyse humérale. Elle incluait 10 hommes et six femmes d\'âge moyen de 32,8 ans (Extrêmes : 21 et 61). L\'ouverture cutanée était classée selon Cauchoix et Duparc. Les fractures étaient, soit traitées par parage suivi de plâtre brachio-anti-brachial, soit traitées par plaque vissée ou fixateur externe. Les patients étaient suivis selon un protocole strict. Les résultats globaux étaient évalués par la cotation fonctionnelle de Stewart et Hundley.
UNASSIGNED: Au recul minimum de 24 mois, tous les patients avaient consolidé. On notait un cas d\'infection locale, trois cas de raideur du coude et quatre cas réversibles de paralysie du nerf radial. Les résultats fonctionnels selon le score de Stewart et Hundley étaient très bons dans 11 cas, bons dans quatre cas et assez-bon dans un cas, et aucun mauvais résultat.
CONCLUSIONS: En fonction des indications thérapeutiques, les résultats initiaux sont satisfaisants tant sur le plan clinique que fonctionnel.

The creation of Parkinson\'s expert centers (PEC) led to the emergence of new nurses, known as coordination nurses. And in 2018, the emergence of advanced practice nursing led to the creation of a new category of professionals, advanced practice nurses (APN). Nurses coordinators and APN play a major role in meeting the public health challenges posed by Parkinson\'s disease. They are the guarantors of the implementation of a personalized care pathway, the aim of which is to offer patients an optimized quality of life. They forge an indispensable link between the city\'s healthcare services and the PEC, collaborating with the many healthcare professionals who work with people suffering from Parkinson\'s disease.

Professional support for elderly people suffering from cognitive impairment needs to be comprehensive, and requires the active involvement of a wide range of professionals. Two clinical cases show how the combined support of a therapeutic day-care center and medical specialists can improve the quality of life of patients and their families, by helping to refine diagnoses or adjust treatment.

Neurocognitive disorders (NCD) are common in patients with chronic kidney disease (CKD). It is essential to identify and characterize these disorders at an early stage, so as to be able to offer appropriate treatment. In a chronic disease such as CKD, the patient\'s involvement in decision-making is a major challenge, given the prospects for suppletive treatment: hemodialysis, peritoneal dialysis, kidney transplantation or non-dialytic drug therapy. Many factors are associated with the development and progression of NCD in patients with CKD, and a variety of conditions can influence the outcome of cognitive assessment in these patients.

Kidney disease, whether acute or chronic, is a particularly common condition in the elderly, due to its main risk factors, the prevalence of which increases with age, and the fact that recovery from acute tubular damage is slower. Wherever possible, treatment of renal failure should be anticipated and discussed with the patient as part of a shared medical decision. Numerous treatment options are available to ensure maximum integration into the patient\'s life and care plan: renal transplantation for the most robust patients, hemodialysis in a care facility or at home, peritoneal dialysis at home, or medical treatment without dialysis. The choice of one of these treatments must leave the patient free to change his or her treatment modality at any time.