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Machine learning (ML) has emerged as a powerful tool for uncovering patterns and generating new information. In cardiology, it has shown promising results in predictive outcomes risk assessment of heart failure (HF) patients, a chronic condition affecting over 64 million individuals globally.
This scoping review aims to synthesise the evidence on ML methods, applications and economic analysis to predict the HF hospitalisation risk.
This scoping review will use the approach described by Arksey and O’Malley. This protocol will use the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) Protocol, and the PRISMA extension for scoping reviews will be used to present the results. PubMed, Scopus and Web of Science are the databases that will be searched. Two reviewers will independently screen the full-text studies for inclusion and extract the data. All the studies focusing on ML models to predict the risk of hospitalisation from HF adult patients will be included.
Ethical approval is not required for this review. The dissemination strategy includes peer-reviewed publications, conference presentations and dissemination to relevant stakeholders.
The benefits of breast feeding may be associated with better formation of eating habits beyond childhood. This study was designed to verify the association between breast feeding and food consumption according to the degree of processing in four Brazilian birth cohorts.
The duration of exclusive, predominant and total breast feeding was evaluated. The analysis of the energy contribution of fresh or minimally processed foods (FMPF) and ultra-processed foods (UPF) in the diet was evaluated during childhood (13–36 months), adolescence (11–18 years) and adulthood (22, 23 and 30 years).
Those who were predominantly breastfed for less than 4 months had a higher UPF consumption (β 3.14, 95% CI 0.82 to 5.47) and a lower FMPF consumption (β –3.47, 95% CI –5.91 to –1.02) at age 22 years in the 1993 cohort. Exclusive breast feeding (EBF) for less than 6 months was associated with increased UPF consumption (β 1.75, 95% CI 0.25 to 3.24) and reduced FMPF consumption (β –1.49, 95% CI –2.93 to –0.04) at age 11 years in the 2004 cohort. In this same cohort, total breast feeding for less than 12 months was associated with increased UPF consumption (β 1.12, 95% CI 0.24 to 2.19) and decreased FMPF consumption (β –1.13, 95% CI –2 .07 to –0.19). Children who did not receive EBF for 6 months showed an increase in the energy contribution of UPF (β 2.36, 95% CI 0.53 to 4.18) and a decrease in FMPF (β –2.33, 95% CI –4 .19 to –0.48) in the diet at 13–36 months in the 2010 cohort. In this cohort, children who were breastfed for less than 12 months in total had higher UPF consumption (β 2.16, 95% CI 0.81 to 3.51) and lower FMPF consumption (β –1.79, 95% CI –3.09 to –0.48).
Exposure to breast feeding is associated with lower UPF consumption and higher FMPF consumption in childhood, adolescence and adulthood.
by Elaine Cristina Teixeira, Lucas Freires Abreu, Fernando Antônio de Souza, Walter José Rodrigues Matrangolo, Karina Toledo da Silva, Luciano Soares de Lima, Hemilly Cristina Menezes de Sa, Ângela Maria Quintão Lana
Legumes shrubs such as Cratylia argentea have an ability to thrive in environments with low water availability and poor soil. On the other hand, forage grasses such as Tifton 85 have a greater demand for inputs to be productive. The objective of this study was to evaluate the performance of growing and finishing Lacaune lambs fed Cratylia argentea hay as an alternative to Tifton 85 (Cynodon spp). Twenty-four Lacaune lambs aged between five and six months (average body weight [BW] 21.50 ± 3.38 kg) were arranged in a split-plot randomized block design. The plots consisted of different Cratylia to Tifton 85 hay proportions (0, 20%, 40%, or 100%, dry matter [DM] basis) as a roughage replacement in the total diet. The subplots represented two evaluation times, entitled “initial period” and “final period”, which consisted of the early seven days of total feces and urine collection, and the last seven days of the experiment, respectively. The lambs were blocked by weight with six replicates per treatment. The results show that the level of Tifton 85 replacement for Cratylia hay in the roughage portion of the lamb diet did not influence (P > 0.05) weight gain (WG), dry matter intake or dry matter digestibility; feed conversion, feed efficiency; and the evaluated nitrogen balance variables. The digestibility coefficient of neutral detergent fiber decreased linearly as Tifton 85 replacement for Cratylia level was increased, which probably happened due to the presence of highly lignified material within the Cratylia hay. However, the alternative legume maintained animal performance of Tifton 85. In conclusion, Cratylia hay can be recommended as a potential substitute for Tifton 85 hay, which requires greater inputs for the production. Cratylia may be considered a feeding strategy for livestock production, especially for smallholder livestock systems and regions with unfavorable soil and climate.To describe the lived experiences of nurses caring for patients and families in the context of COVID-19 in Brazil and United States.
A phenomenological philosophical approach following the van Manen analysis method.
Participants were recruited in Brazil and the United States, including nurses working in health care settings caring for COVID-19 patients. Recruitment used purposive and snowball sampling. Participants completed a demographic survey and semi-structured interviews that were audio-recorded and transcribed for analysis. A cross-cultural examination occurred among researchers from each country.
The result was described (n = 35) by the themes, representing the essences of each lifeworld (relationship, time, space and body). The nurses' lived experience was one of reframing care while enduring repeated trauma of witnessing disrupted patient-family-nurse relationships. Themes were as follows: (a) Living a silent and lonely experience; (b) Providing connectedness for disrupted patient and family relationships; (c) Feeling the burden of the demands; (d) Being a helping connector; (e) Reshaping spaces amidst evolving interventions and policies; (f) Creating safe spaces, surrounded by turmoil, threat, and distress within an unsafe environment; (g) Reorganizing care and reframing time; (h) Reconciling losses, regrets, victories and lessons.
The nurses' lived experience of caring for patients and families during the COVID-19 pandemic prompted the need to respond to repeated traumas and distress posed by interrupted patient-family and nurse-own family relationships, vulnerable bodies, threatened space and dynamic and volatile time.
Cultural nuances were discovered depending on the practice setting, political discourse and the autonomy of the nurse. Innovative models of care that create structures and processes to support nurses in caring for patients in threatening environments and the commitment to connecting family members have potential to contribute to the ongoing health of the nursing profession.
FreshRSS 