Two-stage rfid approach for localizing objects in smart homes based on gradient boosted decision trees with under- and over-sampling

Developing automated systems with a reasonable cost for long-term care for elders is a promising research direction. Such smart systems are based on realizing activities of daily living (ADLs) to enable aging in place while preserving the quality of life of all inhabitants in smart homes. One of the research directions is based on localizing items used by elders to monitor their activities with fine-grained details of the progress. In this paper, we shed the light on this issue by presenting an approach for localizing items in smart homes. The presented method is based on applying machine learning algorithms to Radio Frequency IDentification (RFID) tags readings. Our approach achieves the required task through two stages. The first stage detects in which room the selected object is located. Then, the second one determines the exact position of the selected object inside the detected room. Additionally, we present an efficient approach based on gradient boosted decision trees for detecting the location of the selected object in a real-world smart home. Moreover, we employ some techniques of over- and under-sampling with data clustering for improving the performance of the presented techniques. Many experiments are conducted in this work to evaluate the performance of the presented approach for localizing objects in a real smart home. The results of the experiments have shown that our approach provides remarkable performance.

Shadi Abudalfa Shadi abudalfa

Work-life integration and female lecturers’ task performance in higher educational institutions in imo state

This study examined work-life integration and female lecturers’ tasks performance in government-owned higher educational institutions in Imo state. The correlational research design was adopted for the study. Two research questions were answered while two hypotheses were tested. The population of the study comprised 1292 female lecturers in government-owned higher educational institutions in Imo State. The sample size of the study was determined using Taro Yamane formula. Proportionate stratified random sampling technique was used to draw 406 respondents from the strata. Two sets of instruments titled; Female Lecturers’ Work-Life Integration Questionnaire (FLWLIQ) and Female Lecturers’ Task Performance Questionnaire (FLTPQ) were used for data collection. Face and content validities were ensured by experts including the researcher’s supervisor. The reliability coefficient of the FLWLIQ and FLTPQ was calculated to be 0.97 and 0.95 with the help of Cronbach Alpha. Multiple and simple regressions were used to answer the research questions. ANOVA associated with multiple regression and t-test associated with simple regression were used to test the null hypotheses at 0.05 alpha level. It was found that self-management skills and effective communication system predict female lecturers’ tasks performance by 54% in government-owned higher educational institutions in Imo state. Based on the findings, it was concluded that work-life integration is positively and moderately significant to female lecturers’ tasks performance in higher educational institutions in Imo state. It was therefore recommended among others that; management of tertiary institutions in Imo state should consider the establishment of constructive outlets for female lecturers to vent any form of inconveniences that is inimical to their job functioning so as to reduce tension. Also, management in each of the institutions should communicate staff duties in an effective manner by setting up active communication channels in each faculty.

FXintegrity Publishing Fxintegrity publishing

Dexamethasone versus dexmedetomidine as adjuvants in ultrasound popliteal sciatic nerve block for hallux valgus surgery: a mono-centric retrospective comparative study

Background and Aim: Ultrasound popliteal sciatic nerve block (UPSNB) is commonly performed in foot and ankle surgery. This study aims to assess the use of dexmedetomidine and dexamethasone as adjuvants in UPSNB for hallux valgus (HV) surgery, comparing their efficacy in producing motor and sensory block and controlling postoperative pain. The adverse event rate was also evaluated. Methods: This mono-centric retrospective study included 62 adult patients undergoing HV surgery: 30 patients received lidocaine 2% 200 mg, ropivacaine 0.5% 50 mg and dexamethasone 4 mg (Group 1), whereas 32 patients received lidocaine 2% 200 mg, ropivacaine 0.5% 50 mg, and dexmedetomidine 1 mcg/Kg (Group 2). At first, the visual analogue scale (VAS) was evaluated after 48 hours. The other outcomes were time to motor block regression, evaluation of the first analgesic drug intake, analgesic effect, adverse effects (hemodynamic disorders, postoperative nausea and vomiting (PONV)) and patient satisfaction. The continuous data were analyzed with student’s t-test and the continuous one with χ2. Statistical significance was set at a p-value lower than 0.05. Results: No significant difference was found in VAS after 48 hours (4.5 ± 1.6 vs 4.7 ± 1.7, p = 0.621) to motor block regression (18.9 ± 6.0 vs 18.7 ± 6, p = 0.922). The number of patients that took their first analgesic drug in the first 48 h (p = 0.947 at 6 hours; p = 0.421 at 12 hours; p = 0.122 at 24 hours and p = 0.333 at 48 hours) were not significant. A low and similar incidence of intraoperative hemodynamic disorders was recorded in both groups (hypotension p = 0.593; bradycardia p = 0.881). Neither PONV nor other complication was found. Patients in Group 1 reported a lower degree of interference with sleep (p = 0.001), less interference with daily activities (P = 0.002) and with the affective sphere (P = 0.015) along with a more satisfactory postoperative pain management (p < 0.001) as compared to Group 2. Conclusion: No significant differences were observed in the duration of motor and sensory blockade between patients in both groups. Additionally, both groups showed good pain control with a low rate of adverse effects, even if there was no clinical difference between the groups. However, patients who received dexamethasone reported experiencing less interference with their sleep, daily activities and overall emotional well-being, and overall pain control.

Dario Cirillo Dario cirillo

Vitamin d deficiency and anemia among pharmacy students

Prevalence of hypovitaminosis D is not restricted to the elderly and hospitalized population. Worldwide, the rate of prevalence of vitamin D deficiency has grown up rapidly in adults over the past decades. Among Libyan population including young students may has a high risk of vitamin D deficiency. The aims of this study were to examine vitamin D status among pharmacy students of Sebha University and to study the hematological profile as well as correlation of vitamin D deficiency with incidence of anemia among the students. This study was carried out on Pharmacy students from 13th January to 12th March, 2020. This is a cross-sectional study designed to determine vitamin D status among healthy young pharmacy students studying at the Sebha University. The blood samples were collected randomly from 62 pharmacy students to analysis complete blood count and 25-hydroxyvitamin D. The concentration of hemoglobin on total student was 12.5 ± 1.9 g/dl which was normal according to the WHO level (12.0 g/dl). Out of total, 36 students (59.1%) were found to have normal hemoglobin concentration (13.7 ± 1.4 g/dl) and 26 students (40.9 %) were found to have low hemoglobin concentration (10.8 ± 1.1 g/dl). Other blood profile as HCT, MCV, MHC and MCHC where statistically significant lower but the counts of RBCs, WBC and platelets were not on anemic group comparing to normal group. The present study reported that majority of pharmacy students in male and female blood donors have low vitamin D levels which represent (87.0%). Out of the total participants (n = 54) who have low vitamin D (n = 49, 79.0%) were classified under vitamin D deficiency category while (n = 05, 08.0%) of students had vitamin D insufficiency. In conclusion, prevalence of hypovitaminosis D (low 25-hydroxyvitamin D) among the pharmacy students at Sebha University was highly occurrence with concomitant a high rate of prevalence of anemia. Thus, vitamin D deficiency at this age represents a public health problem that should be addressed.

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

Phytochemical analysis and anti-emetic activity of illicium verum hook. f. fruit by chick emesis model

Emesis is defined as a forceful expulsion of stomach contents via the mouth. The adverse effects of available anti-emetic drugs potentiate us to evaluate natural products to explore effective natural anti-emetics with fewer side effects. The fruits of Illicium verum Hook. f. were selected for anti-emetic activity based on their folkloric use against gastrointestinal complaints. Crude methanolic extract and its aqueous, dichloromethane, ethylacetate and hexane fractions were evaluated using the copper sulphate-induced chick emesis model. Emesis was induced by the oral administration of copper sulfate 10 ml/kg body weight and metoclopramide (150 mg/kg p.o.) as a standard anti-emetic drug. The anti-emetic effect was observed by calculating the mean decrease in the number of retches compared to that of the control. Methanolic extract and its fractions were tested at 25, 50 and 75 mg/kg oral doses. Among all tested fractions, ethyl acetate showed the highest (94.46%), and hexane showed the lowest (56.30%) anti-emetic activity at 50 mg/kg. Further, isolation and purification from the same fractions are in process to discover effective natural anti-emetic compound(s) with less unwanted effects.

Dr. Salman Ahmed Dr. salman ahmed

Prescribing of antibiotics and anticoagulants for patients with covid-19 in libya

In addition to the ordinary pharmacists’ role in dispensing and ensuring safety and efficacy of drugs, pharmacy profession is also concerning with clinical services towards community through multidisciplinary approach. In this regard, the clinical pharmacy is an area of pharmacy that concerned with the science and practice of rational drug use in which clinical pharmacist provides patient care that optimizes medication therapy and promotes health, wellness and prevention of diseases. During the recent crises of COVID-19 pandemic, the health systems appeared to be weak worldwide. Health care professionals seem to have nothing to present to their COVID-19 infected patients as no effective medications are approved by the World Health Organization (WHO) yet. Moreover, physicians are worried about the secondary infection for COVID-19 patients, therefore, treatment protocols were designed and mostly applied for critical COVID-19 patients who have been hospitalized in Libya. WHO does not recommend antibiotic therapy or prophylaxis for patients with mild COVID-19 unless symptoms of a bacterial infection exist. This monograph will highlight the widespread use of antibiotics and anticoagulants for COVID-19 patients at Maetiga Hopital in Tripoli, Libya

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

Globalization and chinese higher education

The cross line movement according to the two labor and products is the thing to take care of in the present worldwide economy. Worldwide exchange labor and products has for some time been a standard, for different advantages that gather from it. There have been numerous respective and multilateral arrangements comparable to cross line exchange dealings. The development of administrations area that decidedly influences the everyday daily routine and guidelines of experiencing or personal satisfaction. The World Trade Organization (WTO), of which in excess of 156 nations are individuals, has an understanding according to global administrations exchange. The General Agreement on Trade in Services (GATS) is the WTO's arrangement that administers exchange 12 sorts of administrations, including 'instruction administrations'. One of the basic inquiries or issues in such manner would be corresponding to the sort of college to be permitted to set up its grounds or branch or in any case offer training administrations. This paper would endeavor to give some potential experiences into this issue. Internationalization and globalization are the two Global ideas terms conversely utilized as far as higher education. Most impressively, the test to set up colleges will come from the worldwide monsters of the interchanges, data innovation and mixed media ventures worldwide suppliers, packed with capital, ready to get to remarkable global researchers and educators, talented in giving in situ understudy support at the same time in numerous nations, and equipped for expediting proficient accreditation and acknowledgment all throughout the planet. Quality in the subsequent 'worldwide virtual colleges' will be high, normalization will make cost structures that are powerfully serious, brand acknowledgment will be acquired, maybe by accepting one of the incomparable Ivy League organizations as an accomplice, or on the other hand by moving into advanced education a prevailing brand from the correspondences or processing ventures.

Dr Gedam Kamalakar Dr gedam kamalakar

Early diagnosis of tuberculosis using deep learning approach for iot based healthcare applications

In the modern world, Tuberculosis (TB) is regarded as a serious health issue with a high rate of mortality. TB can be cured completely by early diagnosis. For achieving this, one tool utilized is CXR (Chest X-rays) which is used to screen active TB. An enhanced deep learning (DL) model is implemented for automatic Tuberculosis detection. This work undergoes the phases like preprocessing, segmentation, feature extraction, and optimized classification. Initially, the CXR image is preprocessed and segmented using AFCM (Adaptive Fuzzy C means) clustering. Then, feature extraction and several features are extracted. Finally, these features are given to the DL classifier Deep Belief Network (DBN). To improve the classification accuracy and to optimize the DBN, a metaheuristic optimization Adaptive Monarch butterfly optimization (AMBO) algorithm is used. Here, the Deep Belief Network with Adaptive Monarch butterfly optimization (DBN-AMBO) is used for enhancing the accuracy, reducing the error function, and optimizing weighting parameters. The overall implementation is carried out on the Python platform. The overall performance evaluations of the DBN-AMBO were carried out on MC and SC datasets and compared over the other approaches on the basis of certain metrics.

Dr H Shaheen Dr h shaheen

Seroprevalence of avian leukosis virus in local chickens in five live bird markets, kaduna metropolis, north-western nigeria

Avian leukosis virus is recognized as an important viral pathogen in the poultry industry, resulting in salient severe economic losses due to reduced production, uneven flock growth rates, reduced growth, and immunosuppression which predispose affected birds to other infections. This study examined the seroprevalence of avian leukosis virus (ALV) in local chickens (LC) in 5 different live bird markets (LBMs) in Kaduna Metropolis. A total of 276 sera were tested for ALV p27 antigen using enzyme-linked immunosorbent assay (ELISA). An overall seroprevalence of 28.3% (78/276) was recorded in the study. At the market level, the seroprevalence of 35% (21/60), 30% (18/60), 32% (16/50), 28.6% (16/56), and 14% (7/50) were recorded for Sabon Tasha, Central market, Railway station, Kawo and Sokoto Road LBMs respectively. With regards to sex, female LC showed a significantly higher prevalence of 30.5% (46/105) compared to male chickens 26.9% (46/171) with no significant difference (P > 0.05) observed. This study established the presence of antigen to ALV in local chickens sold in LBMs. We recommend surveillance and further studies on the isolation, molecular characterization and pathogenicity of ALV in the study area.

Bitrus Inuwa Bitrus inuwa

Analgesic activity of luffa cylindrica

The analgesic activity Of the crude hexane and ethanol extracts of the leaves and male flowers of Luffa cylindrica (L.) Roem., (sponge gourds) was carried out at dose of 500 mg /kg b.w., (p.o.) in mechanically induced pain in rats by using analgesy-meter. These extracts produced significant analgesic effect results of the present study revealed the analgesic properties of the leaves and male flowers of Luffa cylindrica.

Dr. Salman Ahmed Dr. salman ahmed

Clinico-histopathological correlation in hansen’s disease: a retrospective study

Abstract Background: Hansen’s disease is a chronic infectious disease with a wide range of clinical manifestations. The clinical diagnosis must be confirmed by histopathological and bacteriological studies in order to adequately manage the condition and prevent drug resistance. Aim: To perform a clinico-histopathological correlation of skin lesions in all patients with a clinical suspicion of Hansen’s disease. Materials and methods: A retrospective, hospital based, cross-sectional study was conducted in the Department of Pathology, Father Muller Medical College, Mangalore. Skin biopsies of all suspected cases of Hansen’s disease received over a period of three and a half years were included in the study. Haematoxylin and eosin, Fite-Faraco stained sections of all cases were reviewed. The cases were classified according to Ridley–Jopling classification into TT, BT, BB, I, BL, and LL. Clinical details of the patient, including type and site of lesion were obtained from the patient’s medical records. Clinico-histopathological correlation was done for all the cases. In addition, wherever available, the corresponding slit-skin smears were also included. Results: A total of 76 cases were clinically diagnosed as Hansen’s disease. Clinico- histopathological correlation was seen in 33/76 cases (43.42%). The most common histological subtype of Hansen’s was Borderline Tuberculoid (BT) - 24/76 cases (31.58%). Maximum agreement was seen in Mid-borderline leprosy (92.11%). Fite Faraco stain was positive in 21 out of 76 cases. Slit skin smears were available for 55 cases and positive in 20 cases. Conclusion: Due to clinical and morphological overlap, it is imperative to correlate the clinical, histopathological and bacteriological index results in order to accurately subtype the categories in Hansen’s disease.

Archana

Covid-19 in yemen: the present situation and the future plan to overcome the crisis

Since the WHO declared COVID-19 a pandemic on March 11, 2020, all countries worldwide have taken precautions to combat this pandemic, except for Yemen. The civil war and resulting humanitarian crises have diverted the attention of the Yemeni people and authorities away from COVID-19, potentially leading to the escalation of the pandemic. Following the initial denial, the internationally recognized government and the de facto authority of the Houthis acknowledged the first COVID-19 cases on March 11, 2020 and May 13, 2020, respectively. With only half of the Yemeni hospitals and medical facilities being fully operational, the authorities and humanitarian groups are working together to end the crisis. Due to paucity of information on the real number of cases in the country attributed to various reasons, no one can predict the future in this country, which will be most likely worse unless the civil war stops, and the humanitarian groups with the authorities need to work hard to strengthen the health system to prepare it for the current and all upcoming health crisis and pandemics.

Karishma Karishma

Cytodifferentiation of fundic part of glandular stomach in non descript breed of indian prenatal goat

Though the anatomy and physiology of the adult caprine (Capra hircus L.) stomach have been investigated extensively, the early development of the abomasum has not yet been fully elucidated. The glandular part of abomasum plays an important role in digestion of ingested food by action of gastric juices. Very few studies have been conducted so far regarding histogenesis of goat foetal abomasum in India. In the present study, we have investigated the embryonic and early foetal development of the goat, Capra hircus L. fundic abomasum. We collected 36 developing abomasum of healthy and normal embryos/foeti of goat and assigned them into three group viz. Gr. I (0-50 days of gestation), Gr. II (51-100 days of gestation) and Gr. III (101-150 days of gestation). Small pieces of tissues were processed by routine paraffin. The wall of glandular stomach, the fundic part, was composed of epithelium, pleuripotent blastemic tissue and serosa up to 44 days of gestation. Tunica muscularis became separable at 46 days of gestation. The epithelium was stratified type up to 50 days and gradually changed to pseudo-stratified columnar to simple columnar type from 76 days of gestation. Primary and secondary abomasal folds were observed at 51 and 76 days of gestation, respectively. Gastric pit, the fore runner of gastric gland was reported first at 70 days. The gland became branched tubular type at 145 days. The cells found in the mucosa of the abomasum were surface epithelial cells, chief cells, parietal cells, mucous neck cells and undifferentiated cells. Chief and parietal cell were observed at 76 days and mucous neck cells at 82 days of gestation. Reticular, collagen and elastic fibers came into sight at 38, 76 and 100 days of gestation, respectively. The present study is expected to supplement known data and knowledge regarding histogenesis of goat fetal abomasum and help in diagnosis and treatment of related congenital anomalies.

Varsha Gupta Varsha gupta

Impact of preoperative baseline serum urea and creatinine levels among patients with perforated peptic ulcer disease in lafia, north central nigeria

Background: Perforation is the most serious surgical complication of peptic ulcer disease due to its attendant high morbidity and mortality. Hypovolemia, a consequence of gastro-duodenal perforation, is considered to be a cause of renal hypo perfusion with accompanied decreased clearance of urea and creatinine. The aim of this study was to determine the preoperative baseline serum urea and creatinine profile among patients with perforated peptic ulcer disease and the relationship of serum urea and creatinine with the outcome of care. Methods: A retrospective study of patients who had operation for perforated peptic ulcer disease over a 5-year period at Dalhatu Araf Specialist Hospital, lafia, North-central Nigeria was conducted. Results: Sixty-four patients were studied with a mean age of 36.6 ± 12.3 years. Majority of the patients were males, 59 (92.2%). While 38 (59.3%) patients had elevated preoperative baseline urea levels, 37 (57.8%) patients had elevated creatinine levels. Out of 29 patients who had surgical site infection, 16 (55.2%) had elevated serum urea (p = 0.535) while 19 (65.2 %) had elevated serum creatinine (p = 0.579). An overall in-hospital mortality rate of 14.1% was recorded. There was statistically significant relationship between elevated serum urea and inhospital mortality (p = 0.007). Conclusion: This result showed that preoperative baseline serum urea and creatinine levels were elevated in majority of the patients. In addition, the result of this study suggests that elevated baseline serum urea level has considerable relationship with in-hospital mortality

Karishma Karishma

Ethics and human values

Higher education is leadership education. The values and virtues practiced in universities heavily influence the future leaders. Many institutions of higher education simultaneously show excellence in academic subjects, are green campuses with manifold ethics curricula, are active members in community engagement, and also are adept in providing value orientation to all stakeholders. It is universally felt that the status of teaching profession requires to be raised to ensure its dignity and integrity. Accordingly, it is considered necessary that there should be a code of ethics which may be evolved by the teaching community itself for its guidance. There are five major areas of professional activities which encompass the work of a teacher. For each of these areas certain principles have been identified to serve as guidelines for teacher’s conduct. HUMAN VALUES Basic human values refer to those values which are at the core of being human. The values which are considered basic inherent values in humans include truth, honesty, loyalty, love, peace, etc. because they bring out the fundamental goodness of human beings and society at large.

Kamal Singh Kamal singh

Secured scheduling techniques of network resource management in vehicular communication networks

Scheduling is the need of every project. Without scheduling, projects don’t fulfill time constraints, go over spending plan. It is a process utilized by teams to organize and structure their resources so the tasks they need to complete are scheduled based on availability and capability. This process is more beneficial if it is required to allocate and assign task to the resources without allocating their schedules. This paper reviews different types of network scheduling techniques, which are used to schedule a task. These techniques are very effective and help us to preplan the whole scheduling process

Vartika agarwal Vartika agarwal

Effect of antimicrobial susceptibility testing on treating libyan outpatients with a suspected bacterial infection

Clinical microbiology serves as a partner to clinicians in the diagnosis and treatment of infectious diseases. Antibiotics are prescribed empirically before the availability of antimicrobial susceptibility testing data, especially when the patient's medical status could deteriorate by suspending the treatment. To investigate the impact of antimicrobial susceptibility testing on the management of outpatients with suspected bacterial infection in Libyan patients, a cross-sectional prospective study concluded on microbial microdroplet culture by including outpatients with suspected bacterial infection, who have done antimicrobial susceptibility testing. Thus, 53 Libyan patients with urinary tract infections and 14 Libyan patients with skin infections were included in this study. Before the availability of antimicrobial susceptibility testing data, 25 patients were appropriately treated while 42 patients were inappropriately treated. After the availability of antimicrobial susceptibility testing data, the number of appropriately treated patients increased to 57 patients. Thus, antimicrobial susceptibility testing improved the management of 41 patients by discontinuing an unnecessary antibiotic in four patients, starting necessary antibiotic therapy in 18 patients, and changing to more appropriate antibiotic in 19 patients. However, the antimicrobial susceptibility testing has no impact on the management of 24 patients and has led to the worsening of the management of two patients. The effect of antimicrobial susceptibility testing of antibiotic de-escalation was assessed in 35 patients; however, antibiotic de-escalation occurred in six patients. Thus, data of antimicrobial susceptibility testing has improved the management of Libyan outpatients with bacterial infection but their role in antibiotic de-escalation was slight

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

A study of influence of demographic factors on consumer impulse buying behavior.

The main purpose of the paper is to determine the correlation of consumers' demographic factors on the impulse buying behavior with respect to a number of single impulsivity indicators and one collective indicator. The paper consists of theoretical and research aspects. The first part encompasses theoretical insights into the secondary research regarding impulse buying while the practical part presents the methodology and primary research results. With respect to the subject matter, research goals as well as previous findings and primary research results, corresponding hypotheses were set and mainly confirmed. Inter variable correlation and regression analysis has been performed to test the hypothesis. The results showed that demographic factors, such as the disposable income and age, are related to most impulse buying indicators and to the impulsivity collective indicator. However, educational qualification and gender produced marginal association with impulsive buying behavior. The paper also summarizes research limitations as well as the work contribution and future research guidelines.

Abu Bashar Abu bashar

Isolation and screening of potential dye decolorizing bacteria from textile dye effluents in tamil nadu, india

The present study reveals that the enriched aerobic cultures of indigenous microbes can be used successfully for decolorizing dye effluents. Physico-chemical analysis of dye effluent revealed high load of pollution indicators. Textile dye effluent and contaminated soils were collected and analyzed for selection of suitable bacteria for dye degradation. The residual bacterial load was found to be in the range of 108 cfu/mL. Six bacterial strains viz., two species of Bacillus, two species of Klebsiella,, one species each of Planococcus and Micrococcus luteus were isolated. The best two dye degraders namely species of Planococcus and Bacillus were further optimized for the effect of carbon and nitrogen source, pH, temperature and percentage of inoculum. The optimized conditions for both the isolates of Planococcus sp. and Bacillus sp. were used in bio-decolorization studies of textile effluent. More than 50% of decolorization was achieved within 4 d of incubation. After 6 d of incubation, decolorization was achieved above 80%. The isolates Planococcus sp. and Bacillus sp. exhibited maximum decolorization ability at pH between 5-8 and temperature 37C. Moreover, 10% (v/v) inoculums, glucose and peptone as carbon and nitrogen sources were found to be the optimum for decolorization. Both the isolates showed highest decolorization percentage of Coractive Blue 3R dye effectively during optimization and more interestingly showed consistent decolorization of textile dye throughout the study.

Dr. SARANYA DEVI K Dr. saranya devi k

A bibliometric analysis on "an empirical analysis of household consumption in maharashtra (pre and post covid-19)

This study presents a comprehensive bibliometric analysis of household consumption research in Maharashtra from 2017 to 2023, highlighting shifts in academic focus before and after the COVID-19 pandemic. The analysis explores key research trends, including foundational theories like the Keynesian consumption function and Engel’s law, while examining how themes such as income-consumption relationships, inequality, and economic resilience have evolved. Through citation network analysis, publication trends, and thematic evolution, we identify the most influential works, authors, and institutions that have shaped this field. Pre-pandemic research centered on established economic concepts, exploring factors like income distribution, economic growth, and household debt as predictors of consumption. However, post-2020, there is a marked shift towards understanding financial resilience, the impact of income shocks, and the role of government interventions in stabilizing consumption patterns during crises. This transition reflects an adaptation of traditional consumption models to account for pandemic-induced economic disruptions, emphasizing financial literacy and digital transformation as critical areas of study. Our findings contribute to a deeper understanding of the drivers of household consumption research in Maharashtra, providing insights into the socio-economic factors that influence spending behaviors in both stable and volatile conditions

Nandini Jagannarayan Nandini jagannarayan

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