Importance of parenteral iron sucrose therapy in correction of iron deficiency anemia during pregnancy

Background: Iron deficiency anemia (IDA) is described as decrease in the hemoglobin and/or the amount of red blood cells in the blood due to iron insufficiency in the body. The aim of the study was to measure the efficacy and tolerability of iron sucrose   in iron deficiency anemia in pregnant women.Methods: This was the prospective study of 50 pregnant women with iron deficiency anemia (Hb- 5 g/dl to 8 g/dl) between 20-34 weeks of gestation, who were given intravenous iron sucrose as per their requirements and follow up measurement of Hb was done.Results: Mean rise in Hb was seen by 2.2 g/dl. Minor side effects were seen in 6 out of 50 participants.        Conclusions: Parenteral iron sucrose therapy can be used effectively and safely in pregnant women with iron deficiency anemi

Prevalence of Health Problems, Professional and Financial Satisfaction among Doctors Working Across Vadodara City: A Cross-sectional Study

Background: The present study was conducted to know the distribution of various health problems among doctors and to assess professional and financial satisfaction levels among doctors. Methods: A Google Form questionnaire-based cross-sectional study was conducted among 122 doctors in Vadodara selected purposively after taking consent. Google form was circulated by email and WhatsApp groups. The form consisted of questions related to demographic details, health problems, financial and job satisfaction. All the responses were recorded and analyzed in MS Excel 2019. Results: Among the 122 doctors, 89 (72.95%) were male and 33 (27.04%) were female and 101 (82.78%) doctors were taking treatment for some ailment. Around 86.9% of doctors regularly opt for a health check-up. Among the health problems reported by doctors, the most common were musculoskeletal ailments (72.13%) followed by hypertension (28.9%), diabetes (17.2), cardiac (12.3%), endocrinal (10.65%), eye (9.01), mental (6.55) problems. Approximately 37.70% of doctors answered that health problems temporarily affect their work; 5.73% of doctors felt the need to modify their work pattern. About 91.80% of doctors were satisfied by their profession, while 108 (88.52%) doctors were financially satisfied with their work. Conclusion: More than half of the professionals complained of musculoskeletal problems. The majority of health care professionals were professionally and financially satisfied

Learning Visual Representations for Transfer Learning by Suppressing Texture

Recent literature has shown that features obtained from supervised training of CNNs may over-emphasize texture rather than encoding high-level information. In self-supervised learning in particular, texture as a low-level cue may provide shortcuts that prevent the network from learning higher level representations. To address these problems we propose to use classic methods based on anisotropic diffusion to augment training using images with suppressed texture. This simple method helps retain important edge information and suppress texture at the same time. We empirically show that our method achieves state-of-the-art results on object detection and image classification with eight diverse datasets in either supervised or self-supervised learning tasks such as MoCoV2 and Jigsaw. Our method is particularly effective for transfer learning tasks and we observed improved performance on five standard transfer learning datasets. The large improvements (up to 11.49\%) on the Sketch-ImageNet dataset, DTD dataset and additional visual analyses with saliency maps suggest that our approach helps in learning better representations that better transfer

A study of effectiveness of injection Depot medroxyprogesterone in postpartum women

Background: Depot medroxyprogesterone (DMPA) injection 150 mg intramuscular was used in postpartum women for contraception in this study, once every 3 months. The aim of the study acceptance and compliance of DMPA, observe side effects related to usage of DMPA and establish its effectiveness as a postpartum contraception method.Methods: This is a prospective study carried out at Obstetrics and Gynaecology department over a period of 9 months and follow up was done. Only patients of full term normal delivery and Lower segment caesarean section (LSCS) were included. They were counselled properly and after their willingness for enrolment they were included in study after taken consent.Results: Out of 50 cases selected maximum patients, 48% were in the age group of 26 to 30, 38% were from lower socioeconomic class. Amenorrhoea and irregular spotting were found in 68% and 42%respectively. There was no case of failure of this contraceptive method in this study.Conclusions: DMPA is an effective and safe method of contraception in lactating period. Proper counselling will increase acceptance of DMPA. Awareness in patients regarding its benefits as compared to other contraceptive methods.

A Survey of Graph Neural Networks for Social Recommender Systems

Social recommender systems (SocialRS) simultaneously leverage user-to-item interactions as well as user-to-user social relations for the task of generating item recommendations to users. Additionally exploiting social relations is clearly effective in understanding users' tastes due to the effects of homophily and social influence. For this reason, SocialRS has increasingly attracted attention. In particular, with the advance of Graph Neural Networks (GNN), many GNN-based SocialRS methods have been developed recently. Therefore, we conduct a comprehensive and systematic review of the literature on GNN-based SocialRS. In this survey, we first identify 80 papers on GNN-based SocialRS after annotating 2151 papers by following the PRISMA framework (Preferred Reporting Items for Systematic Reviews and Meta-Analysis). Then, we comprehensively review them in terms of their inputs and architectures to propose a novel taxonomy: (1) input taxonomy includes 5 groups of input type notations and 7 groups of input representation notations; (2) architecture taxonomy includes 8 groups of GNN encoder, 2 groups of decoder, and 12 groups of loss function notations. We classify the GNN-based SocialRS methods into several categories as per the taxonomy and describe their details. Furthermore, we summarize the benchmark datasets and metrics widely used to evaluate the GNN-based SocialRS methods. Finally, we conclude this survey by presenting some future research directions.Comment: GitHub repository with the curated list of papers: https://github.com/claws-lab/awesome-GNN-social-recsy