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An Approach to Detect Structural Development Defects in Object-Oriented Programs

Open Journal of Applied Sciences 2024年第2期14卷 494-510页

作者： Maxime Seraphin Gnagne Mouhamadou Dosso mamadou diarra Souleymane Oumtanaga Department of Mathematics and Computer Science University Félix HOUPHOU&#203T-BOIGNY Abidjan C&#244te d’Ivoire Research and Innovation Unit in Mathematics and Digital Sciences National Polytechnic Institute Félix HOUPHOU&#203T-BOIGNY Yamoussoukro C&#244te d’Ivoire

Structural development defects essentially refer to code structure that violates object-oriented design principles. They make program maintenance challenging and deteriorate software quality over time. Various detection approaches, ranging from traditional heuristic algorithms to machine learning methods, are used to identify these defects. Ensemble learning methods have strengthened the detection of these defects. However, existing approaches do not simultaneously exploit the capabilities of extracting relevant features from pre-trained models and the performance of neural networks for the classification task. Therefore, our goal has been to design a model that combines a pre-trained model to extract relevant features from code excerpts through transfer learning and a bagging method with a base estimator, a dense neural network, for defect classification. To achieve this, we composed multiple samples of the same size with replacements from the imbalanced dataset MLCQ1. For all the samples, we used the CodeT5-small variant to extract features and trained a bagging method with the neural network Roberta Classification Head to classify defects based on these features. We then compared this model to RandomForest, one of the ensemble methods that yields good results. Our experiments showed that the number of base estimators to use for bagging depends on the defect to be detected. Next, we observed that it was not necessary to use a data balancing technique with our model when the imbalance rate was 23%. Finally, for blob detection, RandomForest had a median MCC value of 0.36 compared to 0.12 for our method. However, our method was predominant in Long Method detection with a median MCC value of 0.53 compared to 0.42 for RandomForest. These results suggest that the performance of ensemble methods in detecting structural development defects is dependent on specific defects.

关键词： Object-Oriented Programming Structural Development Defect Detection Software Maintenance Pre-Trained Models Features Extraction Bagging Neural Network

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Evaluation of the Integrated Management Program for Acute Malnutrition in the Douentza Health District, Mopti Region, Mali

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Food and Nutrition Sciences 2024年第8期15卷 790-806页

作者： Abdoul Salam diarra Lamine Traore Mohamed diarra Tawfiq Abu mamadou Traore Yacouba Guindo Sidi Sangare Seydou Kante Intimbeye Tembine Dramane Coulibaly mamadou Fodé diarra Salia Keita Sadio Sambala Diallo mamadou Samake Hamadoun Sangho National Center for Scientific and Technological Research Bamako Mali Division of Nutrition Regional Directorate of Health and Public Hygiene Mopti Mali Department of Pediatric Health Referral Center of Kalaban Coro Koulikoro Mali Private Practice for Family and Emergency Medicine Casablanca Morocco Division of Nutrition General Directorate of Health and Public Hygiene Bamako Mali Administration Department Health Referral Center of Djenne Mopti Mali Administration Department Health Referral Center of Douentza Mopti Mali Administration and Planning Department Regional Health Directorate Mopti Mali Division of Health Department Regional Health Directorate of Mopti Mopti Mali Golden Life American Hospital Bamako Mali Department of Public Health Faculty of Medicine and Odontostomatology University of Sciences Techniques and Technologies of Bamako Bamako Mali

Introduction: Malnutrition is a major public health problem in Mali, despite the efforts of the government, its technical and financial partners. The aim of this study was to evaluate the integrated management program for acute malnutrition (IMPAM). Methodology: This was a descriptive cross-sectional study that took place from January to December 2020 in the Douentza health district. The study included anyone with at least one malnourished child aged 6 to 59 months in their care who agreed to take part in the study, community health center staff who had given their consent, and the URENI manager at the Douentza reference health center. Data collected via questionnaires were entered into Excel and then analyzed using Epi-Info version 7 software. Results: A total of 138 acutely malnourished children aged 6 - 59 months, including 71 girls (51.45%), 138 accompanying mothers and 11 health workers, were included in our case study. Among the malnourished, 54.34% were in the 12 - 23 months age group and 69.57% had the severe form. 93% of the mothers interviewed were satisfied with the care provided, and all the health staff interviewed stated that community conflicts had an impact on IMPAM’s activities. Cure rates were 81% in Moderate Outpatient Nutritional Recovery and Education Unit (URENAM), 84% in Severe Ambulatory Nutritional Recovery and Education Unit (URENAS) and 92% in Recovery and Intensive Nutritional Education Unit (URENI). Drop-out rates were 19% in URENAM, 16% in URENAS and 0% in URENI. The death rate was 8% in URENI and 0% in URENAM and URENAS. Conclusion: This study confirms the high prevalence of malnutrition in the district (10.54%). It also reveals that factors such as inter-community conflict and insecurity have seriously affected the IMPAM program.

关键词： Care Acute Malnutrition Children Aged 6 - 59 Months IMPAM Douentza

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Cervical Meningocele about 2 Operated Cases

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Open Journal of Modern Neurosurgery 2024年第1期14卷 1-7页

作者： Mohamed El Hassimi Cissé mamadou Salia diarra N’Famara Sylla Abdoulaye Diop Izoudine Blaise Koumaré Théodore Habib Maxime Coulibaly Oumar Diallo Drissa Kanikomo Neurosurgery Department of CHU Mère-Enfant “Le Luxembourg” Bamako Mali Neurosurgery Unit of Army Medico-Surgical Center of Bamako Bamako Mali Neurosurgery Department of CHNU de Fann Dakar Sénégal Neurosurgery Department of CHU Hospital du Mali Bamako Mali Neurosurgery Department of CHU Gabriel Touré Bamako Mali

Cervical meningoceles are the least common forms of spina bifida, representing between 4% to 8% of all spinal dysraphisms. They are not accompanied by neurological deficit in childhood but attached cord syndrome can occur with growth. Surgical treatment, in addition to avoiding rupture and correcting the aesthetic damage, will preserve neurological functions. We report 2 cases that we took care of. They are a 5-month-old infant and a 3-year-old girl. The first presented a 7 cm rounded meningocele pedunculated through the C1 lamina defect. The second presented an 8.6 cm polylobed meningocele pedunculated through the C2 lamina defect. They both underwent surgery with good progress.

关键词： Cervical Meningocele Spinal Dysraphism Spina Bifida

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Dyslipidemia in Adults with Type 2 Diabetes in a Rural Community in Ganadougou, Mali: A Cross-Sectional Study

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Journal of Diabetes Mellitus 2024年第2期14卷 133-152页

作者： Abdoulaye Diawara Djibril mamadou Coulibaly Drissa Kone Mama A. Traore Drissa Konaté Dicko S. Bazi Oumar Kassogue Djeneba Sylla Fatoumata Gniné Fofana Oudou Diabaté Mariam Traore Ibrahim Antoine Nieantao Kaly Keїta mamadou diarra Olivia Smith Jian Li Cheickna Cisse Talib Yusuf Abbas Crystal Zheng Segun Fatumo Kassim Traore mamadou Wele Mahamadou Diakité Seydou O. Doumbia Jeffrey G. Shaffer University of Sciences Techniques and Technologies of Bamako Bamako Mali National Federation of Community Health Associations Bamako Mali Department of Tropical Medicine Medical Microbiology & Pharmacology John A. Burns School of Medicine University of Hawaii Manoa Honolulu USA Department Biostatistics and Data Science School of Public Health and Tropical Medicine Tulane University New Orleans USA Department of Biotechnology and Computer Science Burhani College Mazgaon Mumbai India School of Medicine Tulane University New Orleans USA Medical Research Council Uganda Virus Research Institute Entebbe Uganda London School of Hygiene and Tropical Medicine London UK Departement of Biochemistry and Genetics Duquesne University College of Medicine Pittsburgh USA

Dyslipidemia is a disorder where abnormally lipid concentrations circulate in the bloodstream. The disorder is common in type 2 diabetics (T2D) and is linked with T2D comorbidities, particularly cardiovascular disease. Dyslipidemia in T2D is typically characterized by elevated plasma triglyceride and low high-density lipoprotein cholesterol (HDL-C) levels. There is a significant gap in the literature regarding dyslipidemia in rural parts of Africa, where lipid profiles may not be captured through routine surveillance. This study aimed to characterize the prevalence and demo-graphic profile of dyslipidemia in T2D in the rural community of Ganadougou, Mali. We performed a cross-sectional study of 104 subjects with T2D in Ganadougou between November 2021 and March 2022. Demographic and lipid profiles were collected through cross-sectional surveys and serological analyses. The overall prevalence of dyslipidemia in T2D patients was 87.5% (91/104), which did not differ by sex (P = .368). High low-density lipoprotein cholesterol (LDL-C) was the most common lipid abnormality (78.9%, [82/104]). Dyslipidemia was associated with age and hypertension status (P = .013 and.036, respectively). High total and high LDL-C parameters were significantly associated with hypertension (P = .029 and .006, respectively). In low-resource settings such as rural Mali, there is a critical need to improve infrastructure for routine dyslipidemia screening to guide its prevention and intervention approaches. The high rates of dyslipidemia observed in Gandadougou, consistent with concomitant increases in cardiovascular diseases in Africa suggest that lipid profile assessments should be incorporated into routine medical care for T2D patients in African rural settings.

关键词： Cholesterol Cross-Sectional Study Dyslipidemia Lipids Mali Type 2 Diabetes

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Angiographic Features of Intracranial Aneurisms in Mali: A Preliminary Study of 105 Patients

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World Journal of Neuroscience 2023年第1期13卷 1-11页

作者： Mahamadou Dama Oumar Coulibaly Oumar Diallo Daouda Sissoko Hawa diarra Kalba Tembine mamadou Salia diarra Madani Ouologem Drissa Kanikomo Neurosurgery Department University Hospital of Mali Bamako Mali Radiology Department University Hospital of Mali Bamako Mali Anesthesiology Department University Hospital of Mali Bamako Mali Neurosurgery Department Hospital of Luxembourg Bamako Mali Unite of Neurology Infirmery of the Armies Bamako Mali Department of Neurosurgery Gabriel Touré Hospital Bamako Mali

Introduction: Rupture of intracranial aneurisms leads to severe morbidity and mortality. There are two modalities of treatment surgery and endovascular treatment. The diagnosis is made by angiography (DSA, CTA, RMA). The angiographic features used to assess the risk of the complications and choose the treatment modality are size, location and aneurism morphology. Materials and Methods: We reviewed and analyzed the computed tomographic angiography and magnetic resonance angiography of all patients admitted to the hospital of Mali with IAs from 2015 to 2021 either 7 years. Patients who were less than 18 years old, those with non-aneurysmal SAH, patients who request a discharge and those with an incomplete angiographic description of the IAs were excluded from the analysis. Results: We have collected 105 patients with 109 aneurysms. The sex ratio was 2/1 in favor of females. The mean age was 44.51 years with the range from 18 to 70 years. The presentation mode was subarachnoid hemorrhage (SAH) in 97% of cases. 76.19% had confirmed high blood pressure before the bleeding. 19.04% were diabetics. 98% of our patients have made a CT angiography and 2% have made MR angiography for the aneurysm diagnosis. 97.24% of aneurisms were located in the anterior part of the Willis circle. 39.44% of these aneurisms were the anterior communicating complex aneurysm. 27.52% of aneurysm had a small size, 42.20% had a medium size, 20.18% large size against 5.50% of the giant (Figure 3) and the middle cerebral artery was the most involved in the least. 95.41% of cases were saccular aneurysms against 4.59% fusiform. Conclusion: The angiographic feature of an intracranial aneurism in the Malian population may differ from other populations of the sub-region. The anterior communicating complex aneurysm is more common and the aneurism of the posterior part of the Willis circle is less common. We found the aneurism size ≥ 6 mm, ACA, MCA and Pcom more frequent.

关键词： Subarachnoid Hemorrhage Aneurism CT Angiography RMA

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Epidemiological, Clinical and Therapeutic Aspects of Spinal Pathology in Military People in a Country at War

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Open Journal of Modern Neurosurgery 2022年第1期12卷 39-46页

作者： mamadou Salia diarra Mohamed El Hassimi Cissé Izoudine B. Koumaré Oumar Diallo Drissa Kanikomo Military Neurosurgery Unit Infirmerie H&#244 pital de Bamako (IHB) Bamako Mali Neurosurgery Department H&#244 pital Mère-Enfant-Bamako USTT-B (Université des Sciences des Techniques et des Technologies de Bamako) Bamako Mali Neurosurgery Department H&#244 pital du Mali USTT-B Bamako Mali Neurosurgery Department H&#244 pital Gabriel Touré USTT-B Bamako Mali

Introduction: Lumbar and sciatic pain are frequent motives of disability in military people in Mali. As spine surgery isn’t recognized enough, our study aims to analyze etiologies, epidemiology, clinical features and surgical standards in order to improve troop abilities. Methodology: Our descriptive and retrospective study has included 31 operated military patients who underwent medical or surgical procedures between 2010 and 2018 in the Military Neurology/Neurosurgery Unit and Mère-Enfant Hospital Neurosurgery department. Results: Among 553 seen in consultation, fifty percent were between 30 and 50 years old. Main motive was sciatic pain (65.5%). Seventy eight percent of our patients were field militaires and sub-officers, and 83.2% were males. All of them have benefited a CT scan or MRI with medical treatment in rheumatology or neurology. Thirty-one patients underwent spine surgery and were included in the study, so 6% (mean age: 43.52 years, 90.3% males). Lumbar spine surgery represented 54.8% of cases with lumbar canal stenosis in 64.5% of cases. It appeared that spondylolisthésis with isthmic fracture was frequent (12.9%), and traumatic cervical spine fractures were dominant in 2012. Instrumented arthrodesis was performed for 41.9% of patients, lumbar discectomy for 32.3% and laminectomies for 22.6%. Degenerative etiology was found in 77.4% of cases and we’ve noticed a good outcome in 93.5% of operated cases. Conclusion: Spinal pathology in military people in Mali i

关键词： Military Spine Spondylolisthesis Mali

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A Case Report of 3C Syndrome and Literature Review

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Case Reports in Clinical Medicine 2022年第1期11卷 8-12页

作者： Drissa Kanikomo Youssouf Sogoba Moussa Diallo mamadou Salia diarra Oumar Coulibaly Boubacar Sogoba Mahamadou Dama Mamady Coulibaly mamadou Diallo Department of Neurosurgery Gabriel Touré Teaching Hospital Bamako Mali Department of Neurosurgery Luxembourg Hospital Bamako Mali Department of Neurosurgery H&ocirc pital du Mali Bamako Mali

Ritscher-Schinzel syndrome, or 3C (cranio-cerebello-cardiac) syndrome is a developmental disorder characterized by cranio-facial, cerebellar and cardiac anomalies. It is a rare disease with an incidence of 1/1,000,000 inhabitants, and was first described by Ritscher-Schinzel in 1987. 3C syndrome is an autosomal recessive disease caused by a mutation on the long arm of chromosome 8 to 8q24.13, the KIAA0196 locus, the strumpellin protein gene. The cardiac and cerebral anomalies are most often leading cause of death at an early age and people with 3C syndrome rarely exceed 40 years. In this paper, we report a case of Ritscher-Schinzel in 3-month-old boy who was admitted to our neurosurgical department in September 2020. Clinical examination revealed a macrocrania with head circumference at 47 cm. There was a prominence of forehead and occiput, the root of the nose which was flat, hypertelorism and micrognatism. The CT scan revealed Dandy WALKER malformation with cystic dilation of the 4th ventricle, an aplasia of the cerebellar vermis associated with a tretraventricular hydrocephalus.

关键词： Cardiac Anomalies Ritscher-Schinzel Syndrome 3C

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Cervical Meningocele about 2 Operated Cases

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Open Journal of Modern Neurosurgery（现代神经外科学进展） 2024年第1期

作者： Mohamed El Hassimi Cissé mamadou Salia diarra N’Famara Sylla Abdoulaye Diop Izoudine Blaise Koumaré Théodore Habib Maxime Coulibaly Oumar Diallo Drissa Kanikomo

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Double Discordance with Pulmonary Stenosis: About a Clinical Case

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World Journal of Cardiovascular Diseases 2020年第12期10卷 825-830页

作者： Asmaou Keita Maiga Boubacar Sonfo Daffé Sanoussi Fofana Daouda Diallo Souleymane Terra Abdoul Wahab Thiam Coumba Ba Hamidou Touré mamadou Camara Youssouf mamadou Bocary diarra Cardiology Department CHU Mère - Enfant Bamako Mali Cardiology Department of CHU Kati Bamako Mali Cardiology Department CHU Gabriel Touré Bamako Mali

Introduction: Double discordance or corrected transposition of the great vessels is a rare congenital heart disease. It is an atrioventricular and ventriculo-arterial mismatch. It is a complex and unusual form of congenital heart disease. Often asymptomatic, in its isolated form, bradycardia, murmur and cyanosis can be a mode of revelation. Case presentation: We report the case of an 11-year-old child, asymptomatic at birth, after he started to have dyspnea on exertion, recurrent bronchitis, motivating a cardiological consultation. On cardiac physical examination, the heart sounds regular, not rapid at 81 BPM with a grade 3-4/6 systolic murmur at the 4th left EIC (Intercostal space). EKG (electrocardiogram) shows PR interval at 0.20 seconds. Cardiac ultrasound reveals atrioventricular discordance, vascular malposition, anterior aorta, the two vessels placed side by side, minimal pulmonary insufficiency, a small leak at the levels of the mitral and tricuspid valves, dystrophic pulmonary valves with an average gradient of 91 mmHg, max at 158 mmHg. Regular follow-up has been recommended through the performance of a clinical examination and cardiac ultrasound. Conclusion: The double discordance can be asymptomatic, and survival can be long in the isolated forms, but the evolution is not always benign, especially in the associated forms. It depends on the function of the systemic right ventricle and associated abnormalities.

关键词： Double Discordance CHU ME Luxembourg Bamako

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Surgical Management of 4 Cases of Craniofacial Fibrous Dysplasia

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World Journal of Neuroscience 2021年第4期11卷 279-286页

作者： Youssouf Sogoba Moussa Diallo Boubacar Sogoba Djènè Kourouma Izoudine Blaise Koumaré mamadou Diallo Oumar Coulibaly Mahamadou Dama mamadou Salia diarra Seybou Hassane Diallo Salimata Diallo Oumar Diallo Youssoufa Maiga Drissa Kanikomo Depatment of Neurosurgery H&#244pital Gabriel Touré Bamako Mali Department of Neurosurgery Hopital du Mali Bamako Mali Department of Neurosurgery Hopital Mère-enfant Bamako Mali Depatment of Neurology H&#244pital Gabriel Touré Bamako Mali

Background: Fibrous dysplasia is an uncommon skeletal disorder in which normal bone and marrow are replaced with fibro-osseous tissue. The disease comprises 2.5% of all bone tumors and 7.5% of all benign bone neoplasm. It is the progressive, slowly developing disease and the optimum treatment remains unclear in many cases. Aim: In this study, the authors report their experience in the surgical treatment of four cases of craniofacial fibrous dysplasia. Cases presentation: The study involved 4 patients with craniofacial fibrous dysplasia. There were 3 men and a woman. The patients were 10, 17, 20 and 8 years old. No patient had a focal neurological deficit. The CT scan appearance was compatible with Fibrous dysplasia in all patients. The site of disease was frontal in one case and parietal in the other 3 cases. Cosmetic surgical treatment was performed in all patients. Cranioplasty was performed in one patient and planned for the other three. Conclusion: Fibrous Dysplasia is a benign slow growing disease that may cause as well as clinical symptom and aesthetical discomfort. Radical resection, if possible, is the only technique to obtain resolution of the disease.

关键词： Fibrous Dysplasia Surgical Treatment Bone Tumor

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