Causal Entropy and Information Gain for Measuring Causal Control

Artificial intelligence models and methods commonly lack causal interpretability. Despite the advancements in interpretable machine learning (IML) methods, they frequently assign importance to features which lack causal influence on the outcome variable. Selecting causally relevant features among those identified as relevant by these methods, or even before model training, would offer a solution. Feature selection methods utilizing information theoretical quantities have been successful in identifying statistically relevant features. However, the information theoretical quantities they are based on do not incorporate causality, rendering them unsuitable for such scenarios. To address this challenge, this article proposes information theoretical quantities that incorporate the causal structure of the system, which can be used to evaluate causal importance of features for some given outcome variable. Specifically, we introduce causal versions of entropy and mutual information, termed causal entropy and causal information gain, which are designed to assess how much control a feature provides over the outcome variable. These newly defined quantities capture changes in the entropy of a variable resulting from interventions on other variables. Fundamental results connecting these quantities to the existence of causal effects are derived. The use of causal information gain in feature selection is demonstrated, highlighting its superiority over standard mutual information in revealing which features provide control over a chosen outcome variable. Our investigation paves the way for the development of methods with improved interpretability in domains involving causation.Comment: 16 pages. Accepted at the third XI-ML workshop of ECAI 2023. To appear in the Springer CCIS book serie

Relação entre agentes infecciosos de vulvovaginites e cor da pele

CONTEXT AND Objective: Many factors influence occurrences of vulvovaginitis. The aims here were to assess skin color and age-related differences in the vaginal flora and occurrences of vulvovaginitis. DESIGN AND SETTING: Cross-sectional study; tertiary referral hospital (Universidade Federal do Triângulo Mineiro, Uberaba). METHODS: Healthy women who underwent routine outpatient gynecological assessments were assessed for vulvovaginitis and vaginal flora and then divided into whites (n = 13,881) and nonwhites (n = 5,295). Statistical analysis was performed using the X² test, logistic regression and odds ratios. RESULTS: The vaginal microflora was skin-color dependent, with greater occurrence of clue cells, Trichomonas vaginalis and coccobacilli in nonwhite women (p < 0.0001). Döderlein bacilli and cytolytic flora were more prevalent in white women (p < 0.0001 and p < 0.05, respectively). The vaginal microflora was age-dependent within the skin color groups. Among the nonwhite women, clue cells were more prevalent in women aged 21 to 50 years; Trichomonas in women up to 40 years and coccobacili in women between 21 and 40 years (P < 0.05). During the proliferative and secretory phases, the nonwhite women were more likely to present clue cells, Trichomonas, Candida and coccobacilli (OR, proliferative phase: 1.31, 1.79, 1.6 and 1.25 respectively; secretory phase: 1.31, 2.88, 1.74 and 1.21 respectively), while less likely to present Döderlein flora (OR, proliferative phase: 0.76; secretory phase: 0.66), compared with white women, irrespective of age. CONCLUSIONS: There are differences in vulvovaginitis occurrence relating to skin color, which may be associated with variations in vaginal flora.CONTEXTO E OBJETIVO: Muitos fatores influenciam a ocorrência de vulvovaginites. Os objetivos foram avaliar diferenças relacionadas à cor da pele e idade na flora vaginal e vulvovaginites. TIPO DE ESTUDO E LOCAL: Estudo transversal; hospital de referência terciário (Universidade Federal do Triângulo Mineiro, Uberaba). MÉTODOS: Mulheres saudáveis em atendimento de rotina para exames ginecológicos foram divididas em brancas (n = 13.881) e não brancas (n = 5.295) e avaliadas quanto a vulvovaginites e flora vaginal. Para análise estatística, foram utilizados teste X², regressão logística e odds ratio. RESULTADOS: Microflora vaginal foi dependente da cor da pele, com maior ocorrência de "clue cells", Trichomonas vaginalis e bacilos cocoides em não brancas (p < 0,0001); bacilos de Döderlein e flora citolítica foram mais prevalentes em brancas (p < 0,0001 e p < 0,05, respectivamente). Flora vaginal foi dependente da idade nos grupos de cor da pele. Entre não brancas, "clue cells", Trichomonas e bacilos cocoides foram mais prevalentes nas idades: 21 a 50 anos, até 40 anos, e 21 a 40 anos respectivamente (p < 0,05). Durante as fases proliferativa e secretória, mulheres não brancas tiveram maior probabilidade de apresentar "clue cells", Trichomonas, Candida e cocoides (odds ratio, OR - fase proliferativa: 1,31; 1,79; 1,6 e 1,25 respectivamente; fase secretória: 1,31; 2,88; 1,74 e 1,21 respectivamente), e menor chance de apresentarem flora Döderlein (OR - fase proliferativa: 0,76; fase secretória: 0,66) comparadas com brancas, independentemente da idade. CONCLUSÕES: Há diferenças na ocorrência de vulvovaginites relacionadas com a cor da pele, podendo haver associação com variações na flora vaginal.(FAPEMIG) Fundação de Amparo à Pesquisa do Estado de Minas Gerai

Fabry disease: clinical and genotypic aspects of three cases in first degree relatives

Fabry disease is an X-linked, lysosomal storage disease caused by the inherited deficiency of the enzyme α-galactosidase A. The diagnosis is usually late, with renal, cardiovascular and/or cerebral complications that reduce life expectancy. Angiokeratomas are asymptomatic lesions present as the initial manifestation and usually less appreciated. Their detection is important for early diagnosis and institution of treatment with enzyme replacement therapy, which prevents late complications reducing morbidity and mortality. We report a case of a male teenager with acroparestesias and angiokeratomas. Family medical research discovered that his mother and brother had similar signs and symptoms and that the three patients had the same mutation in the gene encoding the enzyme, confirming the diagnosis.Universidade Federal de São Paulo (UNIFESP) Escola Paulista de Medicina Dermatology DepartmentUniversidade Federal de São Paulo (UNIFESP) Escola Paulista de Medicina Dermatology and Pathology departmentsUNIFESP, EPM, Dermatology DepartmentUNIFESP, EPM, Dermatology and Pathology departmentsSciEL

Patients with multiple sclerosis do not necessarily consume more alcohol or tobacco than the general population

Peer reviewedPublisher PD

Validation study of the Narcissistic Personality Inventory-13 among a school sample of Portuguese youths

The main aim of the present study was to translate and validate the Narcissistic Personality Inventory-13 (NPI-13) among a school sample (N=543) of male and female Portuguese youths. The NPI-13 demonstrated good psychometric properties, namely in terms of its three-factor structure, internal consistency, convergent validity, discriminant validity and criterion-related validity. Positive correlations were found with Conduct Disorder symptoms, alcohol use, drug use and unprotected sex. The psychometric properties of the NPI-13 mostly justify its use among Portuguese adolescents in a school context

Low-intensity shock wave therapy for erectile dysfunction and the influence of disease duration

Objective: Low-intensity shock-wave treatment (LiSWT) is a therapy for erectile dysfunction (ED) with good results reported in the literature. The aim of this study was to evaluate the results of LiSWT on patients treated for ED and the influence of ED duration in treatment outcomes. Material and methods: We performed an open-label single-arm prospective study of patients treated with LiSWT for ED. Patients were assessed with the IIEF-5 at baseline and at six weeks and three months after LiSWT, and with penile dynamic Doppler ultrasound before treatment and six weeks after. Patients were divided into two groups accordingly to ED evolution time: ≤ 24 months and > 24 months. Results: Twenty-five patients were enrolled, 13 had ED ≤ 24 months and 12 > 24 months. Median baseline IIEF-5 was 14, at 6 weeks post LiSWT was 16 (p < 0.001) and at 3 months post LiSWT was 18 (p < 0.001). Mean baseline peak systolic velocity (PSV) was 29.3 ± 13.0 cm/s, after LiSWT was 35.9 ± 15.2 cm/s (p 0.001). Mean baseline end-diastolic velocity (EDV) was 2.6 ± 4.8 cm/s and after LiSWT was 1.3 ± 4.3 cm/s (p 0.015). No statistical significative difference was identified between the two groups. Conclusions: LiSWT is a safe, harmless and repeatable treatment tool for ED with good outcomes reported. Our results suggest that length of disease duration doesn´t negatively influences treatment results

Controller Design and Experimental Validation of a Solar Powered E-bike Charging Station

Electric Vehicles (EV) have gained interest over the past decade. Because of this, to support EV technology installation of charging stations are required. Charging EVs from renewable energy provides a sustainable means of transport. E-bikes can help mitigate some mobility problems, particularly in large cities and metropolitan areas. This paper shows the development and implementation of a solar e-bike charging station with photovoltaic production, with energy storage system. The implemented system has a centralized control and allow an efficient management of the various resources and contemplates the possibility of four simultaneous e- bikes where user identification is performed by RFID. Finally, it is provided a user interface through an HMI panel and a web page where it will be possible to access the DataLog to consult the user activity and all charging parameters. Keywords: Renewable energy, Solar charging station, Programmable logic controller &nbsp

Perfil dos desvios de rotulagem de produtos cosméticos analisados no Instituto Nacional de Controle de Qualidade em Saúde entre 2005 e 2009

One of the documentation required for registration/notification of cosmetics in Brazil is the presentation of the label of packages and brochures of instruction. In Brazil, mandatory requirements for the labeling of cosmetics are found in RDC no. 211/2005. This object of this paper was to detect main deviations labelling of cosmetics products. We performed a retrospective review of cases filed in National Institute for Quality Control in Health regarding the analyses of cosmetics carried out in the period from January 2005 to December 2009, resulting from requests for analyzes: fiscal, guidance and special. This evaluation was performed in 120 of 133 samples which were received regarding this analysis, being obtained only 7 (6%) satisfactory results. Of the 79 pro-ducts analyzed as Level Risk 2, 75 were disapproved. Deviations labeling of cosmetics products found in this study are corroborated with scientific literature. Classification of Risk 2 is given to products that bring with them an inherent risk, so the discrepancies can put the consumer exposed to products possibly disqualified.Um dos documentos necessários para registro/notificação dos produtos cosméticos no Brasil é a apresentação dos dizeres de rotulagem das embalagens e folhetos de instru-ção. No Brasil, requisitos obrigatórios para a rotulagem de produtos cosméticos são encontrados na RDC nº 211/2005. O objetivo do trabalho em questão foi detectar os principais desvios de rotulagem nos produtos cosméticos analisados. Foi realizada uma revisão retrospectiva dos processos arquivados no Instituto Nacional de Controle de Qua-lidade em Saúde referentes às análises de produtos cosméticos realizadas no período de janeiro de 2005 a dezembro de 2009, advindas de solicitações de análises: fiscal, de orientação e especial. Foram avaliados todos os parâmetros relacionados aos dizeres de rotulagem. Essa avaliação foi realizada em 120 amostras das 133 que deram entrada para serem analisadas neste período, sendo obtidos apenas 7 (6%) resultados satisfató-rios. Dos 79 produtos analisados de Grau de Risco 2, 75 foram reprovados. A literatura científica corrobora os desvios de rotulagem dos produtos cosméticos encontrados neste trabalho. A classificação Risco 2 é dada aos produtos que trazem consigo um risco ine-rente; sendo assim, os desvios detectados podem colocar o consumidor vulnerável a produtos possivelmente desqualificados

Water regimes on the development of accessions of the Manihot genus.

The objective of this work was to select water deficit-tolerant accessions of the genus Manihot, through morphological characters under different water regimes. The experiment was conducted in a randomized block design, using a split-plot arrangement with plots consisting of tree water regimes (simulated rainfall and water depth of 100 and 20% crop evapotranspiration (ETc)), and subplots consisting of eight accessions of the genus Manihot(Gema-de-Ovo and Engana-Ladrão from the species M. esculenta Crantz, and BGMS-115, BGMS-110, BGMS-102, BGMS-79, BGMS-24, and BGMS-48 from Manihot sp.). The accessions were evaluated considering two crop cycles: the first had 120 and 60 days from the application of the treatments. Plant height, stem diameter, number of leaves, leaf lobe length and shoot dry mass production were evaluated. For each cropping cycle, a split-plot analysis of variance was performed. The highest genotypic means were expressed by the accessions BGMS-115, BGMS-102, BGMS-79 and BGMS-24 for most of the analyzed variables, regardless of the cultivation cycle. For the characteristic shoot dry mass production, accessions BGMS-102 and BGMS-79 showed the best performances under conditions of limited water regime (20% ETc), regardless of the cropping cycle. Accession BGMS-102 was also grouped in the group with the highest genotypic means, for this trait, in treatments with rain simulation and 100% ETc, in the first cycle, demonstrating that, under stress conditions, this accession is an option to tolerate low water precipitation and responds well when higher precipitation occurs

The Fourth International Neonatal and Maternal Immunization Symposium (INMIS 2017): Toward Integrating Maternal and Infant Immunization Programs.

Prevention of serious infections in pregnant mothers, newborns, and young infants through immunization during pregnancy and in early life has the potential to further reduce maternal and neonatal morbidity and mortality worldwide. In the past decade, research in this field has advanced substantially, from the understanding of the biology and immunology of pregnancy and early life, to the active development of several candidate vaccines, for which challenges and opportunities for global implementation are under consideration. Experts from academia, industry, regulatory and funding agencies, public health, and international organizations met in Brussels (Belgium) from 10 to 12 September 2017, at the 4th International Neonatal and Maternal Immunization Symposium (INMIS), to review the most relevant advances in maternal and neonatal immunization. The overarching focus of the conference was to identify the path forward to achieve integration of maternal and early life immunization strategies for the successful implementation of vaccines in antenatal care and pediatric programs for reduction of maternal and infant mortality worldwide.IMPORTANCE This report provides an overview of the proceedings of the 4th International Maternal and Neonatal Immunization Symposium, where presentations focused on the state-of-the-art research on the development and implementation of vaccines given during pregnancy for the protection of mothers and infants