Classification of diseases using a hybrid fuzzy mutual information technique with binary bat algorithm
Published on: 30th December, 2020
OCLC Number/Unique Identifier: 8530268032
Genetic datasets have a large number of features that may significantly affect the disease classification process, especially datasets related to cancer diseases. Evolutionary algorithms (EA) are used to find the fastest and best way to perform these calculations, such as the bat algorithm (BA) by reducing the dimensions of the search area after changing it from continuous to discrete. In this paper, a method of gene selection was proposed two sequent stages: in the first stage, the fuzzy mutual information (FMI) method is used to choose the most important genes selected through a fuzzy model that was built based on the dataset size. In the second stage, the BBA is used to reduce and determine a fixed number of genes affecting the process of classification, which came from the first stage. The proposed algorithm, FMI_BBA, describes efficiency, by obtaining a higher classification accuracy and a few numbers of selected genes compared to other algorithms.
Improving cancer diseases classification using a hybrid filter and wrapper feature subset selection
Published on: 11th February, 2020
OCLC Number/Unique Identifier: 8550274050
In the classification of cancer data sets, we note that they contain a number of additional features that influence the classification accuracy. There are many evolutionary algorithms that are used to define the feature and reduce dimensional patterns such as the gray wolf algorithm (GWO) after converting it from a continuous space to a discrete space. In this paper, a method of feature selection was proposed through two consecutive stages in the first stage, the fuzzy mutual information (FMI) technique is used to determine the most important feature selection of diseases dataset through a fuzzy model that was built based on the data size. In the second stage, the binary gray wolf optimization (BGWO) algorithm is used to determine a specific number of features affecting the process of classification, which came from the first stage. The proposed algorithm, FMI_BGWO, describes efficiency and effectiveness by obtaining a higher classification accuracy and a small number of selected genes compared to other competitor algorithms.
Pandemic as the second stage of the extinction of our civilization
Published on: 4th October, 2022
In the twentieth century, the works of W. Wien, M. Planck and A. Einstein. Lord Rayleigh, Sh. Bose, L. Landau, M. Weinstein, Yu. Chukova and P. Landsberg [1-5] created a new science – quantum thermodynamics, which formulated the law of the efficiency of conversion of electromagnetic radiation into other types of energy for isothermal processes in open thermodynamic systems. This efficiency is of the greatest interest since the whole living world is a huge factory of isothermal processes.
Impact of Primary Cesarean Section on Grand Multiparous Women
Published on: 11th September, 2023
Background: Grand multiparty is common obstetrical problem, in Sudan large families is desirable for cultural and religious backgrounds and higher incidence of grandmultipra is expected, the risk factors associated with adverse maternal outcomes have yet to be adequately investigated among grand multiparity need to delivered by primary cesarean section.Objective: The main objective was to determine impact of primary cesarean section on grand multiparous, it is indications and complications.Methodology: It was a descriptive prospective cross-sectional hospital-based study conducted at Omdurman Maternity Hospital during period October 2016 to March 2017.An interview questionnaire was used for data collection. Demographic and clinical data concerning personal history, parity, indications of primary cesarean section, type of Cs, maternal complication and neonatal complications were recorded. Also, multiparous less than five delivery, previous lower segment caesarean section, known medical disorders except anemia and twin pregnancy were excluded.Results: During the study period total of 113 grand multipara included, incidence of primary cesarean section in grand multipara was 10%. Indication in our study 22.1% due to malpresentation, fetl distress 15% and prolonged first stage 13.4%, prolonged second stage 12.4% and antepartum haemorrhage 11.5%. Postpartum haemorrhage developed in 9.7%, hysterectomy 1.8%, uterine tear 5.4% bladder injury fetal laceration 3.6%, spinal anesthesia headache 7%, post-partum pyrexia 5.3%, sepsis 4.4%, urinary tract infections were 2.7%.Conclusion: The finding in this study showed 10% incidence of primary cesarean section in grandmultipra. The most indications of primary cesarean section in grandmultipra malpresentation, fetal distress, prolonged first and second stage of labour. Most CS were emergency.
Reverse Breech Extraction versus Vaginal Push before Uterine Incision during Cesarean Section with Fully Dilated Cervix and Impacted Fetal Head
Published on: 10th October, 2023
Purpose: To compare between the two commonly used methods to deliver the fetus in emergency cesarean section with fully dilated cervix and impacted fetal head; vaginal push up of the fetal head and reverse breech extraction regarding safety and efficacy.Methods: A retrospective observational study was conducted 152 women underwent emergency CS with fully dilated cervix and impacted fetal head were divided into two groups; Group 1, vaginal push (n = 96) and Group2, reverse breech delivery (n = 56). Data variables were collected and analyzed to evaluate whether either method is more safe regarding maternal and fetal outcomes.Results: There was a significant higher percentage of extension of uterine incision in group 1 (p = 0.002). Also, there were significant higher mean values of operative time and operative blood loss in group 1 (p = 0.008 and 0.015; respectively). On the other hand, there was a significantly shorter uterotomy to delivery time in group 1 (p < 0.001). There was a significantly higher mean value of APGAR score at one minute in group 1 (p = 0.043) but no significant difference between the two groups regarding APGAR score at five minutes, atonic PPH, postoperative blood transfusion and hospital stay.Conclusion: Vaginal push technique was associated with significantly higher intraoperative maternal morbidity but postoperative maternal morbidity and fetal outcomes were comparable between both groups. Push method (after uterine incision) is still the preferable method and larger studies are required to assess the fetal safety with reverse breech extraction.
Masquelet Technique for Reconstruction of a Fourth Metatarsal Defect Following a Low-velocity Gunshot Wound: A Case Report
Published on: 2nd November, 2023
The Masquelet technique has become increasingly popular in reconstruction scenarios such as osteomyelitis, cancer, and nonunions. The procedure is a two-staged approach: first, a polymethylmethacrylate (PMMA) cement spacer is inserted to fill a bone void. The spacer induces a membrane to form around it, and 6-9 weeks later, the second stage involves carefully extracting the spacer and filling the membrane with bone graft. Most of the current literature has published either femoral or tibial involvement for Masquelet studies, with limited published data on foot reconstruction. Here, the authors used the procedure for the fourth metatarsal. Despite complications, this case proves a more excellent utility and warrants further investigation into Masquelet techniques in the foot.
Second Stage of Labor Cesarean Section Maternal and Fetal Outcomes
Published on: 26th February, 2024
Background: Cesarean section at the second stage of labor occurs when the mother requires delivery with full dilatation of the cervix by cesarean section (CS), which poses a risk to the mother and fetus.Purpose: To study the maternal and fetal outcomes of second-stage cesarean section. Methods: This comparative study was conducted at Alhasahisa Teaching Hospital from August 2021 to January 2022. The study sample comprised 226 women who fulfilled the inclusion criteria, including 113 who delivered by second-stage cesarean section and 113 who delivered by first-stage labor cesarean section as controls. Data were collected using a questionnaire filled out by doctors after informed consent was obtained. Results: The common indications in women who delivered via second-stage cesarean section were fetal distress in 62(51.9%), obstructed labor in 26(23%), and failure to progress in 25(22.1%). In women who underwent first-stage cesarean section, the common indications were failure to progress in 85(75.2%), fetal distress in 16(14.2%), and chorioamnionitis in 12(10.6%) (p < 0.05). The reported maternal complications in women who underwent second-stage cesarean section were postpartum hemorrhage in 34(30.1%), sepsis in 11(9.7%), prolonged labor in eight (7.1%), extended tears in four (3.5%), umbilical cord prolapse in three (2.7%), and episiotomy in three (2.7%). The admission to the neonatal intensive care unit (NICU) and the causes of admission were more common among the babies of the women delivered by second-stage cesarean section than the babies of the women delivered by first-stage cesarean section (p value < 0.05). Maternal complications in women who underwent second-stage cesarean section included postpartum hemorrhage in 34(30.1%), sepsis in 11(9.7%), prolonged labor in 8(7.1%), uterine extension in 4(3.5%), umbilical cord prolapse in 3(2.7%), and episiotomy in 3(2.7%) (p < 0.05).Conclusion: Second-stage labor cesarean section showed more complications of postpartum hemorrhage, sepsis, and extended tears, as well as more fetal complications, such as admission to the neonatal intensive care unit, fresh stillbirths, low Apgar scores, and birth asphyxia.
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