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1.
Spinal Cord Ser Cases ; 10(1): 61, 2024 Aug 20.
Article in English | MEDLINE | ID: mdl-39164227

ABSTRACT

INTRODUCTION: The incidence of preoperative neurological deficits in pediatric patients with complex deformities ranges from 15% to 23%. Furthermore, the likelihood of a postoperative neurological deficit can be considerably increased to 83.3% in the presence of a preoperative neurological deficit. Hence, the management of pediatric spinal deformities with neurological deficits is a challenge for every spine surgeon. Here, we describe four consecutive cases of pediatric spinal deformity with myelopathic cord, all of which were managed with decompressive surgery and stabilization without any attempts to correct the deformity. All the patients recovered well neurologically, without any progression of deformity. CASE PRESENTATION: The authors obtained the informed written consent from the patient and their parents for the print and electronic publication of the case. All four patients had clinical myelopathy with a progressive, worsening neurological deficit. The pathology was in the thoracic region in all the patients. Of the four cases, two were post-tubercular deformities, and two were congenital deformities. The treatment strategy for all patients was circumferential decompression of the spinal cord with posterior pedicle screw instrumentation. Although all patients had significant neurological deficits (Nurick grade 4 or 5) preoperatively, we used intraoperative neuromonitoring to prevent the worsening of the deficit during the procedure. None of the patients experienced intraoperative signal changes. All patients had significant neurological recovery (Nurick grade 0 to 2) and showed no worsening of deformity at their latest follow-up, up to 4 years. All showed good improvement in all domains of the SRS22r questionnaire. DISCUSSION: It is challenging for spine surgeons to manage complex spinal abnormalities in pediatric patients with myelopathic cords. Even a minimal manipulation of the cord during surgery might result in severe long-term morbidity. The primary objective in managing such patients should be neurological recovery rather than deformity correction-"First do no harm," and if necessary, the deformity can be corrected at a later stage under neuromonitoring.


Subject(s)
Decompression, Surgical , Humans , Female , Male , Child , Decompression, Surgical/methods , Adolescent , Spinal Cord Diseases/surgery , Child, Preschool , Thoracic Vertebrae/surgery , Thoracic Vertebrae/abnormalities
2.
Mar Pollut Bull ; 205: 116667, 2024 Aug.
Article in English | MEDLINE | ID: mdl-38972216

ABSTRACT

Triclosan (TCS), an antibacterial biocide, pervades water and sediment matrices globally, posing a threat to aquatic life. In densely populated cities like Mumbai, rivers and coastal bodies demand baseline TCS data for ecotoxicological assessment due to the excessive use of personal care products comprising TCS. This pioneering study compares spatiotemporal TCS variations and risks in freshwater and marine ecosystems employing multivariate analysis of physicochemical parameters. Over five months (January to May 2022), Mithi River exhibited higher TCS concentrations (water: 1.68 µg/L, sediment: 3.19 µg/kg) than Versova Creek (water: 0.49 µg/L, sediment: 0.69 µg/kg). Principal component analysis revealed positive correlations between TCS and physicochemical parameters. High-risk quotients (>1) underscore TCS threats in both water bodies. This study furnishes crucial baseline data, emphasizing the need for effective treatment plans for TCS in effluent waters released into the adjacent aquatic systems.


Subject(s)
Ecosystem , Environmental Monitoring , Estuaries , Rivers , Triclosan , Water Pollutants, Chemical , Triclosan/analysis , Water Pollutants, Chemical/analysis , Risk Assessment , Rivers/chemistry , Ecotoxicology , Geologic Sediments/chemistry
4.
World J Gastrointest Endosc ; 16(7): 385-395, 2024 Jul 16.
Article in English | MEDLINE | ID: mdl-39072252

ABSTRACT

Worldwide, a majority of routine endoscopic procedures are performed under some form of sedation to maximize patient comfort. Propofol, benzodiazepines and opioids continue to be widely used. However, in recent years, Remimazolam is gaining immense popularity for procedural sedation in gastrointestinal (GI) endoscopy. It is an ultra-short-acting benzodiazepine sedative which was approved by the Food and Drug Administration in July 2020 for use in procedural sedation. Remimazolam has shown a favorable pharmacokinetic and pharmacodynamic profile in terms of its non-specific metabolism by tissue esterase, volume of distribution, total body clearance, and negligible drug-drug interactions. It also has satisfactory efficacy and has achieved high rates of successful sedation in GI endoscopy. Furthermore, studies have demonstrated that the efficacy of Remimazolam is non-inferior to Propofol, which is currently a gold standard for procedural sedation in most parts of the world. However, the use of Propofol is associated with hemodynamic instability and respiratory depression. In contrast, Remimazolam has lower incidence of these adverse effects intra-procedurally and hence, may provide a safer alternative to Propofol in procedural sedation. In this comprehensive narrative review, highlight the pharmacologic characteristics, efficacy, and safety of Remimazolam for procedural sedation. We also discuss the potential of Remimazolam as a suitable alternative and how it can shape the future of procedural sedation in gastroenterology.

5.
Nat Commun ; 15(1): 5274, 2024 Jun 20.
Article in English | MEDLINE | ID: mdl-38902254

ABSTRACT

Aquaculture is a rapidly growing food production technology, but there are significant concerns related to its environmental impact and adverse social effects. We examine aquaculture outcomes in a three pillars of sustainability framework by analyzing data collected using the Aquaculture Performance Indicators. Using this approach, comparable data has been collected for 57 aquaculture systems worldwide on 88 metrics that measure social, economic, or environmental outcomes. We first examine the relationships among the three pillars of sustainability and then analyze performance in the three pillars by technology and species. The results show that economic, social, and environmental outcomes are, on average, mutually reinforced in global aquaculture systems. However, the analysis also shows significant variation in the degree of sustainability in different aquaculture systems, and weak performance of some production systems in some dimensions provides opportunity for innovative policy measures and investment to further align sustainability objectives.


Subject(s)
Aquaculture , Conservation of Natural Resources , Aquaculture/economics , Aquaculture/methods , Conservation of Natural Resources/methods , Conservation of Natural Resources/economics , Humans , Environment , Animals , Sustainable Development/economics , Fisheries/economics
6.
JBJS Case Connect ; 14(2)2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38820193

ABSTRACT

CASE: An 11-year-old girl with intact neurology presented with a lumbosacral kyphotic deformity due to healed tuberculosis. Radiological imaging showed sagittal balanced spine with compensatory thoracic lordosis and cervical kyphosis. She underwent L4 and L5 posterior vertebral column resection (PVCR) with posterior instrumentation from L2 to pelvis. The patient demonstrated immediate correction of compensatory curves postoperatively. At 3-year follow-up, she returned to her activities of daily living with Oswestry Disability Index and Scoliosis Research Society scores of 12 and 4.8% respectively. CONCLUSION: Pediatric post-tubercular deformities in the lumbosacral region are rare. They can cause secondary changes in other regions, such as the loss of thoracic kyphosis or cervical lordosis. These deformities should be addressed at an early age to prevent structural changes in compensatory curves.


Subject(s)
Kyphosis , Lumbar Vertebrae , Humans , Female , Child , Kyphosis/surgery , Kyphosis/diagnostic imaging , Kyphosis/etiology , Lumbar Vertebrae/diagnostic imaging , Lumbar Vertebrae/surgery , Tuberculosis, Spinal/complications , Tuberculosis, Spinal/diagnostic imaging , Tuberculosis, Spinal/surgery , Lumbosacral Region/diagnostic imaging
7.
Environ Sci Pollut Res Int ; 31(6): 8330-8340, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38168855

ABSTRACT

The increasing population and plateaued capture fishery landings have led to increasing demand for aquaculture products. However, environmental challenges are critical barriers to the sustainable development of aquaculture in developing countries. This review critically evaluates the environmental barriers facing aquaculture development in Bangladesh while laying out a roadmap for future development and spatial planning. An increase in the area used for aquaculture most often results in increasing pressure on natural resources such as land, water, energy, and the sources used for feed. Some of the negative externalities that this review focuses on are effluent discharge, the spread of diseases, and conflicts over land use with other ecosystem users. A way forward is to internalize these negative externalities and their costs into production decisions by farmers. Formulation of incentive-based pragmatic regulations can pave a forward path to increased environmental sustainability.


Subject(s)
Aquaculture , Ecosystem , Bangladesh , Fisheries , Conservation of Natural Resources
8.
Sci Adv ; 9(27): eadf3026, 2023 07 07.
Article in English | MEDLINE | ID: mdl-37406126

ABSTRACT

Oxygen (O2) sensing by the carotid body is critical for maintaining cardiorespiratory homeostasis during hypoxia. Hydrogen sulfide (H2S) signaling is implicated in carotid body activation by low O2. Here, we show that persulfidation of olfactory receptor 78 (Olfr78) by H2S is an integral component of carotid body activation by hypoxia. Hypoxia and H2S increased persulfidation in carotid body glomus cells and persulfidated cysteine240 in Olfr78 protein in heterologous system. Olfr78 mutants manifest impaired carotid body sensory nerve, glomus cell, and breathing responses to H2S and hypoxia. Glomus cells are positive for GOlf, adenylate cyclase 3 (Adcy3) and cyclic nucleotide-gated channel alpha 2 (Cnga2), key molecules of odorant receptor signaling. Adcy3 or Cnga2 mutants exhibited impaired carotid body and glomus cell responses to H2S and breathing responses to hypoxia. These results suggest that H2S through redox modification of Olfr78 participates in carotid body activation by hypoxia to regulate breathing.


Subject(s)
Carotid Body , Hydrogen Sulfide , Receptors, Odorant , Humans , Receptors, Odorant/metabolism , Hypoxia/metabolism , Hydrogen Sulfide/metabolism , Carotid Body/metabolism , Oxygen/metabolism
9.
Am J Cardiol ; 199: 85-91, 2023 07 15.
Article in English | MEDLINE | ID: mdl-37269781

ABSTRACT

Mineralocorticoid receptor antagonists (MRAs) are known to improve clinical outcomes in heart failure, particularly heart failure with reduced ejection fraction. However, the effect of MRAs on the incidence of and recurrence of atrial fibrillation (AF) is not well established. Therefore, databases, such as PubMed, EMBASE, and Cochrane Central, were searched from inception to September 2021 for randomized controlled trials of MRAs with AF as an outcome. Risk ratios (RRs) with 95% confidence interval (CIs) were combined using the random-effects model. A total of 10 randomized controlled trials (n = 11,356) were included. Our pooled analysis demonstrates that MRAs reduce the risk of AF occurrence by 23% compared with the control therapy (RR 0.77, 95% CI 0.65 to 0.91, p = 0.003, I2 = 40%). Subgroup analysis demonstrated that MRAs reduced the risk of both new-onset AF (RR 0.84, 95% CI 0.61 to 1.16, p = 0.28, I2 = 43%) and recurrent AF (RR 0.73, 95% CI 0.59 to 0.90, p = 0.004, I2 = 26%) similarly; p interaction = 0.48. Our meta-analysis concludes that MRAs reduce the risk of development of AF overall, with consistent effects in new-onset and recurrent AF.


Subject(s)
Atrial Fibrillation , Heart Failure , Humans , Mineralocorticoid Receptor Antagonists/therapeutic use , Atrial Fibrillation/epidemiology , Atrial Fibrillation/drug therapy , Heart Failure/epidemiology , Heart Failure/prevention & control , Heart Failure/drug therapy , Incidence , Odds Ratio
10.
J Indian Prosthodont Soc ; 23(2): 157-162, 2023.
Article in English | MEDLINE | ID: mdl-37102541

ABSTRACT

Aim: This study aims to evaluate and compare the knowledge of prosthodontic diagnostic aids among interns and postgraduates. Settings and Design: A questionnaire survey was conducted to assess and compare the knowledge of prosthodontic diagnostic aids among interns and postgraduates. Based on the pilot study with alpha error 5% and a power of study 80%, the sample size was estimated to be 858 for each group. Materials and Methods: The self constructed questionnaire consisted of 3 sections, of which each section had 5 questions, a total of 15 questions validated by a team of 6 experts. The questionnaire was distributed electronically among interns and postgraduates in various dental colleges across India. Data were collected and subjected to statistical analysis. Statistical Analysis: All outcomes of this survey were analyzed using an independent t test. The Mann- Whitney test was used to determine the significance of two groups. Results: From the results obtained, it was found that interns (mean: 6.90; standard deviation: 2.442) had less knowledge regarding diagnostic tools than postgraduate students (mean: 8.76; standard deviation: 1.818). Conclusion: Diagnostic aids simplifies the process of diagnosis and treatment planning. Moreover, the knowledge of diagnostic aids among younger generation permits them to redefine the way dentistry is practiced and at the same time helps to provide better treatment results and achieve the utmost for the profession. Adequate knowledge of diagnostic aids is the need of the hour. Dental professionals should constantly update knowledge regarding various diagnostic aids in Prosthodontics, so as to arrive at optimum diagnosis and treatment plan with longer prognosis.


Subject(s)
Prosthodontics , Students, Dental , Humans , Prosthodontics/education , Cross-Sectional Studies , Pilot Projects , Surveys and Questionnaires
11.
Aquaculture ; 571: 739491, 2023 Jun 30.
Article in English | MEDLINE | ID: mdl-36968151

ABSTRACT

The global COVID-19 pandemic resulted in an unprecedented economic shock in current times. Previous literature on consumer shopping behaviors during economic downturns is limited, and studies specific to seafood focused primarily on supply-side shocks. A national survey was conducted using an online platform from February 22 to April 6, 2021 that targeted 100 seafood consumers in each of 20 market areas across the U.S. Following data cleaning, 1908 usable responses were obtained. Results documented significant changes in consumer shopping behaviors. Significantly greater percentages of meals (generally and of seafood) were consumed at home and fewer away from home, as expected. Demographic differences were found in shopping behaviors by age, education, income, and gender, but not by ethnic group. Frequency of shopping decreased in 2020, but the expenditure per shopping trip did not, resulting in less overall spending for groceries as compared to 2019. Respondents were less likely to purchase seafood for takeout or for home delivery of prepared meals as compared to general meals because of concerns over quality, freshness, and safety of seafood. Half of respondents consumed approximately the same amount of seafood as before the pandemic; with 31% reporting decreased seafood consumption, and only 19% increased seafood consumption. Thus, study results provide evidence of a pandemic-imposed shift to consuming greater proportions of seafood meals at-home than away-from-home, and not an overall increase in seafood consumption. The choice of species eaten most often did not differ pre- and post-pandemic. Those respondents who reported decreased seafood consumption in 2020 did so primarily because of: 1) its expense, given reduced incomes from working fewer hours or being laid off; 2) unwillingness to prepare fish at home for the smell and "mess", or being uncomfortable preparing it; or 3) simply not preferring or liking seafood well enough to eat it more frequently. Those who reported increasing seafood consumption did so primarily because it was considered to be a healthy food choice. Additional work is needed to further examine consumption and shopping behaviors throughout the recovery in 2021 and 2022.

12.
Healthcare (Basel) ; 10(10)2022 Sep 28.
Article in English | MEDLINE | ID: mdl-36292339

ABSTRACT

Within the ever-growing healthcare industry, dental informatics is a burgeoning field of study. One of the major obstacles to the health care system's transformation is obtaining knowledge and insightful data from complex, high-dimensional, and diverse sources. Modern biomedical research, for instance, has seen an increase in the use of complex, heterogeneous, poorly documented, and generally unstructured electronic health records, imaging, sensor data, and text. There were still certain restrictions even after many current techniques were used to extract more robust and useful elements from the data for analysis. New effective paradigms for building end-to-end learning models from complex data are provided by the most recent deep learning technology breakthroughs. Therefore, the current study aims to examine the most recent research on the use of deep learning techniques for dental informatics problems and recommend creating comprehensive and meaningful interpretable structures that might benefit the healthcare industry. We also draw attention to some drawbacks and the need for better technique development and provide new perspectives about this exciting new development in the field.

13.
Healthcare (Basel) ; 10(10)2022 Oct 03.
Article in English | MEDLINE | ID: mdl-36292387

ABSTRACT

In recent times, the growth of the Internet of Things (IoT), artificial intelligence (AI), and Blockchain technologies have quickly gained pace as a new study niche in numerous collegiate and industrial sectors, notably in the healthcare sector. Recent advancements in healthcare delivery have given many patients access to advanced personalized healthcare, which has improved their well-being. The subsequent phase in healthcare is to seamlessly consolidate these emerging technologies such as IoT-assisted wearable sensor devices, AI, and Blockchain collectively. Surprisingly, owing to the rapid use of smart wearable sensors, IoT and AI-enabled technology are shifting healthcare from a conventional hub-based system to a more personalized healthcare management system (HMS). However, implementing smart sensors, advanced IoT, AI, and Blockchain technologies synchronously in HMS remains a significant challenge. Prominent and reoccurring issues such as scarcity of cost-effective and accurate smart medical sensors, unstandardized IoT system architectures, heterogeneity of connected wearable devices, the multidimensionality of data generated, and high demand for interoperability are vivid problems affecting the advancement of HMS. Hence, this survey paper presents a detailed evaluation of the application of these emerging technologies (Smart Sensor, IoT, AI, Blockchain) in HMS to better understand the progress thus far. Specifically, current studies and findings on the deployment of these emerging technologies in healthcare are investigated, as well as key enabling factors, noteworthy use cases, and successful deployments. This survey also examined essential issues that are frequently encountered by IoT-assisted wearable sensor systems, AI, and Blockchain, as well as the critical concerns that must be addressed to enhance the application of these emerging technologies in the HMS.

14.
World J Nucl Med ; 21(2): 127-136, 2022 Jun.
Article in English | MEDLINE | ID: mdl-35865163

ABSTRACT

Purpose This retrospective study aimed to study the applicability of 2015 adult American Thyroid Association (ATA) differentiated thyroid cancer (DTC) postoperative risk stratification and guidelines in the pediatric population for evaluating the number of metastatic lymph nodes in the postoperative risk stratification and postradioactive iodine (RAI) treatment dynamic risk stratification (DRS) using response to treatment (RTT) reclassification. In addition, the effect of pubertal status and gender was assessed on disease presentation and prognosis. Methods Data of 63 DTC patients aged 20 years or less, stratified into prepubertal, pubertal, and postpubertal age groups, was divided into low, intermediate, and high-risk groups using pediatric ATA recurrence risk stratification. Forty-seven patients were classified as responders (excellent and indeterminate responses) and incomplete responders (biochemical and structurally incomplete responses) by assessing the RTT at 1.5 years follow-up similar to recommendation of 2015 adult DTC ATA guidelines. Results Female-to-male ratio showed a trend of gradual increase with increasing age. Significantly more responders were observed in low- and intermediate-risk groups than in high-risk group ( p = 0.0013; p = 0.017, respectively), while prepubertal group had more extensive (N1b) disease. Using DRS at follow-up of 1.5 year, pubertal and postpubertal groups showed significantly better response to RAI. More female than male patients showed response and took significantly less time to respond to RAI ( p = 0.003). Conclusion RAI response in pediatric DTC depends on pubertal status, gender, and number of malignant nodes. DRS using RTT classification may be applicable early at 1.5 years after initial therapy in different pubertal age and risk groups.

15.
Org Lett ; 24(15): 2815-2820, 2022 04 22.
Article in English | MEDLINE | ID: mdl-35412324

ABSTRACT

Herein, we described an efficient method for the construction of highly functionalized diazirines from the carbohydrazide and diazo-substituted hypervalent iodine reagents. Unambiguous transformation has been designed with user applicable and easy practicable conditions. Remarkably, d-glucose, menthol, aspirin, proline, and lithocholic acid were efficiently diazirinated. Furthermore, the method is mild, robust, and highly selective, which successfully converted a variety of aryl, alkyl, benzyl, and heterocyclic hydrazides into the corresponding diazirine derivatives.


Subject(s)
Iodine , Diazomethane , Indicators and Reagents , Iodides
16.
Indian J Orthop ; 56(4): 621-627, 2022 Apr.
Article in English | MEDLINE | ID: mdl-35342523

ABSTRACT

Background: Anterolateral ligament (ALL) reconstruction provides rotational stability in patients undergoing anterior cruciate ligament (ACL) reconstruction. The aim of this study was to assess the outcome of patients who underwent combined ACL and ALL reconstruction with a novel anatomic technique using hamstring tendon autograft and fixed loop suspensory device. Methods: From 2016 to 2018, 25 patients who underwent combined reconstruction of ACL and ALL in our Institution were evaluated retrospectively. International Knee Documentation Committee (IKDC) Score, Tegner Lysholm Knee Score, grade of pivot shift was assessed at a final follow-up. Results: Mean follow-up was 31.5 months (28-42). Mean IKDC (81.5) and Tegner Lysholm (82.8) Knee Scores improved significantly at a final follow-up, with all knees demonstrating negative pivot shift. All patients had good outcomes at 2 years follow-up with no graft failure and with no residual instability. Conclusion: ACL and ALL reconstruction using this technique described for the anterolateral instability of the knee was satisfactory in our patients. This technique is simple, easily reproducible and avoids additional implants for ALL in the tibia. Level of evidence: IV.

17.
18.
Res Pract Thromb Haemost ; 6(1): e12645, 2022 Jan.
Article in English | MEDLINE | ID: mdl-35071969

ABSTRACT

BACKGROUND: Coronavirus disease 2019 (COVID-19) causes abnormalities in the hemostatic system, collectively known as COVID-associated coagulopathy. The dynamics of clot formation are best discerned by whole-blood viscoelastic tests, such as thromboelastography (TEG). We aimed to assess the various abnormalities seen on TEG and explored the predictors of outcomes in these patients. METHODS: Thromboelastography was performed for 28 patients with COVID-19 using an automated thromboelastogram. The hemostatic condition was categorized as hypercoagulable in 17 (63%), hypocoagulable in 2 (7%), and normal in 8 (30%) based on TEG variables, such as reaction time , time until clot reaches a fixed strength, alpha angle, maximum amplitude, and clotting index. Laboratory parameters and clinical outcomes were compared between hypercoagulable and normal groups. RESULTS: Twenty-seven patients with a median age of 50 years (interquartile range, 40-60 years), male-to-female ratio of 0.9:1, median C-reactive protein of 25.7 (10.9-108.8) mg/L, serum ferritin of 693 (317-1031) µg/L, and albumin 2.9 (2.6-3.3) g/dL were included. The median prothrombin time/international normalized ratio and activated partial thromboplastin time were within normal range in the hypercoagulable and normal groups. The severity of COVID-19 was mild in 6 (22.2%), moderate in 2 (7.4%), and severe in 19 (70.4%) patients. Twenty-eight-day mortality among patients with hypocoagulable and hypercoagulable states was higher than normal coagulation status. (log-rank test, P = .002). CONCLUSIONS: Hypercoagulable state, together with a severe inflammatory state, is common in patients with COVID-19, despite thromboprophylaxis. TEG assesses coagulation status better than conventional coagulation tests. Coagulation abnormalities are associated with poor outcomes.

19.
Ann Card Anaesth ; 25(1): 93-96, 2022.
Article in English | MEDLINE | ID: mdl-35075029

ABSTRACT

Congenital complete heart block (CCHB) has an incidence of one in 20,000 live births and carries a 20% risk of mortality. The hemodynamic instability due to bradycardia and asystole due to the increasing metabolic demands can be avoided by appropriate antenatal planning, timely delivery and initiation of medical treatment and early pacemaker insertion. In this report, we discuss the anaesthetic challenges of permanent epicardial pacemaker insertion with good outcomes in a 32-week gestational age 1380 grams neonate within a few hours of birth.


Subject(s)
Anesthetics , Pacemaker, Artificial , Cardiac Pacing, Artificial , Female , Heart Block/congenital , Heart Block/therapy , Humans , Infant, Newborn , Infant, Very Low Birth Weight , Pregnancy
20.
Comput Intell Neurosci ; 2021: 5069016, 2021.
Article in English | MEDLINE | ID: mdl-34868291

ABSTRACT

The high dimensionality of software metric features has long been noted as a data quality problem that affects the performance of software defect prediction (SDP) models. This drawback makes it necessary to apply feature selection (FS) algorithm(s) in SDP processes. FS approaches can be categorized into three types, namely, filter FS (FFS), wrapper FS (WFS), and hybrid FS (HFS). HFS has been established as superior because it combines the strength of both FFS and WFS methods. However, selecting the most appropriate FFS (filter rank selection problem) for HFS is a challenge because the performance of FFS methods depends on the choice of datasets and classifiers. In addition, the local optima stagnation and high computational costs of WFS due to large search spaces are inherited by the HFS method. Therefore, as a solution, this study proposes a novel rank aggregation-based hybrid multifilter wrapper feature selection (RAHMFWFS) method for the selection of relevant and irredundant features from software defect datasets. The proposed RAHMFWFS is divided into two stepwise stages. The first stage involves a rank aggregation-based multifilter feature selection (RMFFS) method that addresses the filter rank selection problem by aggregating individual rank lists from multiple filter methods, using a novel rank aggregation method to generate a single, robust, and non-disjoint rank list. In the second stage, the aggregated ranked features are further preprocessed by an enhanced wrapper feature selection (EWFS) method based on a dynamic reranking strategy that is used to guide the feature subset selection process of the HFS method. This, in turn, reduces the number of evaluation cycles while amplifying or maintaining its prediction performance. The feasibility of the proposed RAHMFWFS was demonstrated on benchmarked software defect datasets with Naïve Bayes and Decision Tree classifiers, based on accuracy, the area under the curve (AUC), and F-measure values. The experimental results showed the effectiveness of RAHMFWFS in addressing filter rank selection and local optima stagnation problems in HFS, as well as the ability to select optimal features from SDP datasets while maintaining or enhancing the performance of SDP models. To conclude, the proposed RAHMFWFS achieved good performance by improving the prediction performances of SDP models across the selected datasets, compared to existing state-of-the-arts HFS methods.


Subject(s)
Algorithms , Software , Area Under Curve , Bayes Theorem
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