Comprehensive Systematic Review of Breast Implant Illness: Symptoms, Management, and Long-Term Outcomes.

BACKGROUND: Breast augmentation using silicone implants is common, with over 300,000 annual US surgeries. It was initially approved in 1962, there were safety concerns with the use of silicone implants, leading to a 1992-2006 FDA moratorium. Recently, Breast Implant Illness (BII) was described as a cluster of symptoms associated with silicone implants, with a lack of diagnostic criteria, which increased the likelihood of implant removal and a variety of treatment options. This comprehensive review aims to shed light on the extent, symptoms, management, and outcomes of BII. METHODS: Multiple electronic databases were systematically searched in May 2023 for studies on Breast Implant Illness utilizing terms related to BII and its symptoms, diagnosis, and treatment. Out of 1204 studies, 20 met the inclusion criteria and were included in the systematic review. The Newcastle-Ottawa Scale for the included cohort prospective and retrospective studies, and the tool for evaluating the methodological quality of case reports and case series were utilized during quality assessment. RESULTS: There were 20 papers on Breast Implant Illness published between 1995 and 2022, including a peak of papers published in 2020 and 2022. The majority of the studies came from the USA, with a variety of research methods, including case reports. Reports of arthralgia and fatigue were common findings. These symptoms were frequently alleviated by surgical procedures such as en bloc explantation and capsulectomy, highlighting the intricacy of the problem and the need for individualized treatment plans. CONCLUSION: The review underscores the critical need for further research into BII, advocating for a multidisciplinary strategy that prioritizes patient safety, informed decision-making, and comprehensive care. As the medical community progresses in understanding and managing BII, emphasizing evidence-based practices and patient-provider communication will be essential in addressing this complex condition effectively. LEVEL OF EVIDENCE III: This journal requires that authors assign a level of evidence to each article. For a full description of these Evidence-Based Medicine ratings, please refer to the Table of Contents or the online Instructions to Authors www.springer.com/00266 .

Role of artificial intelligence (Google bard) in morphological, histopathological, and radiological image identifications: Objective Structured Practical Examination (OSPE) type-based performance.

OBJECTIVES: To evaluate the role of artificial intelligence (Google Bard) in figures, scans, and image identifications and interpretations in medical education and healthcare sciences through an Objective Structured Practical Examination (OSPE) type of performance. METHODS: The OSPE type of question bank was created with a pool of medical sciences figures, scans, and images. For assessment, 60 figures, scans and images were selected and entered into the given area of the Google Bard to evaluate the knowledge level. RESULTS: The marks obtained by Google Bard in brain structures, morphological and radiological images 7/10 (70%); bone structures, radiological images 9/10 (90%); liver structure and morphological, pathological images 4/10 (40%); kidneys structure and morphological images 2/7 (28.57%); neuro-radiological images 4/7 (57.14%); and endocrine glands including the thyroid, pancreas, breast morphological and radiological images 8/16 (50%). The overall total marks obtained by Google Bard in various OSPE figures, scans, and image identification questions were 34/60 (56.7%). CONCLUSION: Google Bard scored satisfactorily in morphological, histopathological, and radiological image identifications and their interpretations. Google Bard may assist medical students, faculty in medical education and physicians in healthcare settings.

Simultaneous determination of tramadol in earwax and urine samples: effects of age, duration time and sex.

Background: This study aims to determine the concentrations of tramadol in earwax (µg/g) and urine (µg/ml) samples taken from postoperative patients, to evaluate the sensitivity of earwax (cerumen) as an alternative analyte and compare it with the findings in urine samples. Results: The results indicated that tramadol concentrations in earwax samples were averaged 45.08 µg/g (range: 13.5-107.7 µg/g), whereas tramadol concentrations in urine samples were averaged 4.97 µg/ml (range: 1.57-10.11 µg/ml). There were significant differences when comparing age groups, duration and sex between earwax and urine samples (p < 0.05). Conclusion: Despite the significant differences between earwax and urine samples, earwax can be used as a bioindicator of tramadol detection.

Effects of Se nanoparticles supplementation on growth performance, hematological parameters and nutrient digestibility of Labeo rohita fingerling fed sunflower meal based diet

Abstract The aim of the present study is to assess the effects of selenium nanoparticles on the growth, hematology and nutrients digestibility of Labeorohita fingerlings. Fingerlings were fed with seven isocaloric sunflower meal-based diet supplemented with different concentrations of nanoparticles naming T1 to T7 (0, 0.5, 1, 1.5, 2, 2.5, and 3 mg/kg), with 5% wet body weight while chromic oxide was used as an indigestible marker. After experimentation for 90 days T3 treated group (1mg/kg -1Se-nano level) showed the best result in hematological parameters (WBCs 7.97 ×103mm-3, RBCs 2.98 ×106 mm-3 and Platelet count 67), nutrient digestibility (crude protein: 74%, ether extract: 76%, gross energy: 70%) and growth performance (weight gain 13.24 g, weight gain% 198, feed conversion ratio 1.5, survival rate 100%) as compared to the other treatment groups. Specific growth rates were found significantly higher in T5 than in other groups. The present study indicated positive effect of 1 mg/kg Se-nanoparticles on growth advancement, hematological parameters, and nutrients digestibility of L. rohita fingerlings.

Resumo O objetivo do presente estudo é avaliar os efeitos das nanopartículas de selênio no crescimento, hematologia e digestibilidade dos nutrientes de alevinos de Labeo rohita. Os alevinos foram alimentados com sete dietas isocalóricas à base de farinha de girassol suplementada com diferentes concentrações de nanopartículas, nomeando T1 a T7 (0, 0,5, 1, 1,5, 2, 2,5 e 3 mg / kg), com 5% do peso corporal úmido enquanto o óxido crômico foi usado como um marcador indigesto. Após a experimentação por 90 dias, o grupo tratado com T3 (nível 1mg / kg -1Se-nano) mostrou o melhor resultado em parâmetros hematológicos (WBCs 7,97 × 103mm-3, RBCs 2,98 × 106mm-3 e contagem de plaquetas 67), digestibilidade dos nutrientes (proteína bruta: 74%, extrato de éter: 76%, energia bruta: 70%) e desempenho de crescimento (ganho de peso 13,24 g, ganho de peso % 198, taxa de conversão alimentar 1,5, taxa de sobrevivência 100%) em comparação com os outros grupos de tratamento. As taxas de crescimento específicas foram encontradas significativamente mais altas em T5 do que em outros grupos. O presente estudo indicou efeito positivo de 1 mg / kg de nanopartículas de Se no avanço do crescimento, parâmetros hematológicos e digestibilidade de nutrientes de alevinos de L. rohita.

Effects of Se nanoparticles supplementation on growth performance, hematological parameters and nutrient digestibility of Labeo rohita fingerling fed sunflower meal based diet / Efeitos da suplementação de nanopartículas de Se no desempenho de crescimento, parâmetros hematológicos e digestibilidade de nutrientes da dieta baseada em farinha de girassol alimentada com alevinos de Labeo rohita

Abstract The aim of the present study is to assess the effects of selenium nanoparticles on the growth, hematology and nutrients digestibility of Labeorohita fingerlings. Fingerlings were fed with seven isocaloric sunflower meal-based diet supplemented with different concentrations of nanoparticles naming T1 to T7 (0, 0.5, 1, 1.5, 2, 2.5, and 3 mg/kg), with 5% wet body weight while chromic oxide was used as an indigestible marker. After experimentation for 90 days T3 treated group (1mg/kg -1Se-nano level) showed the best result in hematological parameters (WBC's 7.97 ×103mm-3, RBC's 2.98 ×106 mm-3 and Platelet count 67), nutrient digestibility (crude protein: 74%, ether extract: 76%, gross energy: 70%) and growth performance (weight gain 13.24 g, weight gain% 198, feed conversion ratio 1.5, survival rate 100%) as compared to the other treatment groups. Specific growth rates were found significantly higher in T5 than in other groups. The present study indicated positive effect of 1 mg/kg Se-nanoparticles on growth advancement, hematological parameters, and nutrients digestibility of L. rohita fingerlings.

Resumo O objetivo do presente estudo é avaliar os efeitos das nanopartículas de selênio no crescimento, hematologia e digestibilidade dos nutrientes de alevinos de Labeo rohita. Os alevinos foram alimentados com sete dietas isocalóricas à base de farinha de girassol suplementada com diferentes concentrações de nanopartículas, nomeando T1 a T7 (0, 0,5, 1, 1,5, 2, 2,5 e 3 mg / kg), com 5% do peso corporal úmido enquanto o óxido crômico foi usado como um marcador indigesto. Após a experimentação por 90 dias, o grupo tratado com T3 (nível 1mg / kg -1Se-nano) mostrou o melhor resultado em parâmetros hematológicos (WBC's 7,97 × 103mm-3, RBC's 2,98 × 106mm-3 e contagem de plaquetas 67), digestibilidade dos nutrientes (proteína bruta: 74%, extrato de éter: 76%, energia bruta: 70%) e desempenho de crescimento (ganho de peso 13,24 g, ganho de peso % 198, taxa de conversão alimentar 1,5, taxa de sobrevivência 100%) em comparação com os outros grupos de tratamento. As taxas de crescimento específicas foram encontradas significativamente mais altas em T5 do que em outros grupos. O presente estudo indicou efeito positivo de 1 mg / kg de nanopartículas de Se no avanço do crescimento, parâmetros hematológicos e digestibilidade de nutrientes de alevinos de L. rohita.

Pediatric Burns: A Systematic Review and Meta-Analysis on Epidemiology, Gender Distribution, Risk Factors, Management, and Outcomes in Emergency Departments.

Pediatric burns pose a significant public health concern, ranking as the fifth most common nonfatal injury globally. This review consolidates data on the epidemiology, outcomes, and management of pediatric burns presenting to emergency departments. A systematic review was conducted across multiple databases, yielding 22 articles from 1992 to 2020. Utilizing the methodological index for non-randomized studies (MINORS) instrument, non-comparative studies scored from 2 to 11 with an average of 6.87, while comparative studies ranged from 12 to 16, averaging 13.67. The review included a total of 828,538 pediatric patients who were evaluated in the systematic review. Predominantly male victims ranged from 53% to 83%. The youngest victims were aged between 0 to 4 years. Burn etiology was largely attributed to scalds. A majority suffered from second-degree burns, with some studies reporting up to 89%. Limited data on total body surface area (TBSA) were documented, with only 2.5% requiring hospitalization. Common interventions included immediate resuscitation and skin grafting. Essential areas for future research are identified, including household risks, pre-treatment decisions, and the significant role of family dynamics in burn injury recovery. Pediatric burns remain a considerable concern, particularly among males and in household environments. The data underline the imperative for prevention strategies and optimized emergency care to positively influence outcomes for burn victims. Future research areas range from evaluating pre-treatment decisions to assessing community awareness regarding burn first aid.

Can a Machine Ace the Test? Assessing GPT-4.0's Precision in Plastic Surgery Board Examinations.

Background: As artificial intelligence makes rapid inroads across various fields, its value in medical education is becoming increasingly evident. This study evaluates the performance of the GPT-4.0 large language model in responding to plastic surgery board examination questions and explores its potential as a learning tool. Methods: We used a selection of 50 questions from 19 different chapters of a widely-used plastic surgery reference. Responses generated by the GPT-4.0 model were assessed based on four parameters: accuracy, clarity, completeness, and conciseness. Correlation analyses were conducted to ascertain the relationship between these parameters and the overall performance of the model. Results: GPT-4.0 showed a strong performance with high mean scores for accuracy (2.88), clarity (3.00), completeness (2.88), and conciseness (2.92) on a three-point scale. Completeness of the model's responses was significantly correlated with accuracy (P < 0.0001), whereas no significant correlation was found between accuracy and clarity or conciseness. Performance variability across different chapters indicates potential limitations of the model in dealing with certain complex topics in plastic surgery. Conclusions: The GPT-4.0 model exhibits considerable potential as an auxiliary tool for preparation for plastic surgery board examinations. Despite a few identified limitations, the generally high scores on key parameters suggest the model's ability to provide responses that are accurate, clear, complete, and concise. Future research should focus on enhancing the performance of artificial intelligence models in complex medical topics, further improving their applicability in medical education.

Clinical situations for which 3D Printing is considered an appropriate representation or extension of data contained in a medical imaging examination: vascular conditions.

BACKGROUND: Medical three-dimensional (3D) printing has demonstrated utility and value in anatomic models for vascular conditions. A writing group composed of the Radiological Society of North America (RSNA) Special Interest Group on 3D Printing (3DPSIG) provides appropriateness recommendations for vascular 3D printing indications. METHODS: A structured literature search was conducted to identify all relevant articles using 3D printing technology associated with vascular indications. Each study was vetted by the authors and strength of evidence was assessed according to published appropriateness ratings. RESULTS: Evidence-based recommendations for when 3D printing is appropriate are provided for the following areas: aneurysm, dissection, extremity vascular disease, other arterial diseases, acute venous thromboembolic disease, venous disorders, lymphedema, congenital vascular malformations, vascular trauma, vascular tumors, visceral vasculature for surgical planning, dialysis access, vascular research/development and modeling, and other vasculopathy. Recommendations are provided in accordance with strength of evidence of publications corresponding to each vascular condition combined with expert opinion from members of the 3DPSIG. CONCLUSION: This consensus appropriateness ratings document, created by the members of the 3DPSIG, provides an updated reference for clinical standards of 3D printing for the care of patients with vascular conditions.

The Use of Pain Severity and Its Impact as a Predictor for MRI Findings: A Cross-Sectional Study in Ta'if, Saudi Arabia.

Background Low back pain (LBP) is common and considerably impacts daily lives across all age groups. MRI is not frequently used as a first-line investigation for patients presenting with LBP, except in the presence of red-flag symptoms. This study aimed to use pain severity and its impact as a predictor for MRI findings to help physicians decide whether a patient needs an MRI. Methods This cross-sectional study was conducted at the outpatient clinic of the neurosurgery department. The questionnaire included demographic data of the patients, red-flag symptoms, and the Dallas Pain Questionnaire (DPQ). The primary physician then determines whether the patient should have an MRI appointment. Results The study included 100 patients with LBP, of which 71 had chronic LBP (CLBP). Out of these 71, an MRI was requested for 62, but only 26 had findings related to LBP. Regarding the impact of CLBP on daily activities as measured by the DPQ, there was a significant association between those whose CLBP affected their daily activities and the decision to request an MRI. However, no significant statistical association was found between the three other parameters of the DPQ and the primary physician's decision to request an MRI. Conclusion Concerning the use of the DPQ questionnaire to predict MRI findings in patients with CLBP, the study indicates that significant pain impact on the DPQ does not necessarily correlate with MRI findings related to LBP. This suggests that the DPQ evaluation tool has no advantage over a physician's clinical judgment.

Clinical Applications of PRP: Musculoskeletal Applications, Current Practices and Update.

Musculoskeletal tissues are often subjected to deleterious effects stemming from traumatic injuries or degenerative pathologies, which can impede the body's natural repair response. The advent of regenerative medicine has emerged as a promising therapeutic approach in modern patient care. Among the interventions in this cutting-edge field, platelet-rich plasma (PRP) and cell-based therapies, such as mesenchymal stem cells, have garnered significant attention. In this article, we endeavor to provide an overview of the current practices and recent developments in PRP therapy, with a particular emphasis on the clinical applications for musculoskeletal pathologies.

Routine postaccess-closure angiography to detect vascular complications following transfemoral TAVR.

BACKGROUND: Vascular complications following transfemoral TAVR are associated with increased morbidity and mortality. Measures that may mitigate this risk are important. AIM: To evaluate the utility of routine, access-vessel angiography post sheath-removal in the detection and management of complications in patients undergoing transcatheter aortic valve replacement (TAVR). METHODS: This was a retrospective study of 512 consecutive patients who underwent transfemoral TAVR with routine post access-closure angiography from the radial artery. Rates of mild angiographically evident bleeding, bleeding requiring surgery/interventional-radiology, ischemia, 90-day access-site-related events, and major and minor vascular complications using Valve Academic Research Consortium 3 definitions were recorded. RESULTS: Of 512 patients, digital subtraction angiography (DSA) was undertaken via the radial artery in 467 patients (91%). In the remaining patients (9%) DSA was either not attempted, due to concerns regarding kidney disease and contrast volume, or failed due to anatomical factors (aortic tortuosity/calcification). Significant chronic kidney disease was present at baseline in 72.4% of this cohort (stages III-IV or dialysis). Ninety-four percent of cases underwent TAVR using a balloon-expandable platform. Mild iliofemoral extravasation was observed in 7.7% of the DSA cases. These cases were managed by manual compression with none requiring any vascular intervention subsequently. Valve Academic Research Consortium 3 major and minor access-site-related complications were observed in 0.4% and 12.2%, respectively. Access-site-related bleeding and ischemic events requiring interventional-radiology or vascular-surgery were observed in 0.9% and 1.7% of the DSA cases, respectively. No new renal replacement therapy was needed in any of the DSA cases. Discharge to 90-day access-related complications was 0.8%. CONCLUSIONS: Routine post access-closure angiography is feasible via the radial artery in patients undergoing transfemoral TAVR and appears safe. It facilitates early identification of complications and mitigates risk by enabling prompt action to be taken. Larger studies are needed to confirm these findings.

Corrigendum: The effect of lifetime noise exposure and aging on speech-perception-in-noise ability and self-reported hearing symptoms: an online study.

[This corrects the article DOI: 10.3389/fnagi.2022.890010.].

Dual-Energy Computed Tomography and Beyond: Musculoskeletal System.

Traditional monoenergetic computed tomography (CT) scans in musculoskeletal imaging provide excellent detail of bones but are limited in the evaluation of soft tissues. Dual-energy CT (DECT) overcomes many of the traditional limitations of CT and offers anatomical details previously seen only on MR imaging. In addition, DECT has benefits in the evaluation and characterization of arthropathies, bone marrow edema, and collagen applications in the evaluation of tendons, ligaments, and vertebral discs. There is current ongoing research in the application of DECT in arthrography and bone mineral density calculation.

Huge primary retroperitoneal mature cystic teratoma mimicking adrenal incidentaloma: A case report and literature review.

INTRODUCTION: Teratomas originating from extra-gonadal account for 15 % of all teratomas, while retroperitoneal site being the least site for teratoma 1-11 %, extremely rare adrenal teratoma is less than 4 % of the retroperitoneal teratomas. Usually, patients are asymptomatic and the tumours are detected incidentally during imaging. PRESENTATION OF CASE: A case of a 29 years old female, presented with intractable pain for four weeks. Computed tomography scan study of the abdomen showed an avascular septate cystic lesion measuring 11.6 × 11.4 14.5 cm (cranial-caudal x transverse x anterior-posterior) with central fat density and large punctate calcification in the right suprarenal region displacing the inferior vena-cava laterally, abutting the gall bladder, pancreas and duodenum. Impressions of right adrenal teratoma and less likely adrenal myelipoma were suggested. She remarkably improved one day post operation. During clinic visit a month later, she was completely recovered and resumed her daily activities. DISCUSSION: In adults primary retroperitoneal mature cystic teratoma are uncommon, mostly are secondary tumours and very rare will occur in adrenal gland. Adrenal incidentaloma have been seldom reported mimicking primary mature cystic teratoma. Biochemical and Imaging studies are of great importance in diagnosing and showing relationship of the tumour and other organs. This work has been reported in line with the SCARE criteria (Agha et al., 2018 [1]). CONCLUSION: Primary retroperitoneal tumours are rare and surgery is the main stay of treatment whether it be open or laparoscopic, the latter being best for small lesion for it offers early recovery and complete excision gives excellent prognosis of 100 %.

Idiopathic fibrosing mediastinitis with esophageal varices: A case report.

Fibrosing mediastinitis (FM) is a rare cause of lung fibrosis with multiple etiologies ranging from infectious to autoimmune to idiopathic. Common causes of FM include histoplasmosis and a relatively new cause of IgG4-related disease. We present a 55-year-old male with symptoms of esophageal varices, intractable hiccups, and progressive difficulty in breathing. A chest X-ray showed right lung fibrosis with pleural effusion and loss of lung volume, which was originally thought to be the sequelae of SARS-CoV-2 or metastasis, but computed tomography of the chest revealed FM. His variceal bleeding was controlled, and he was discharged home. However, treatment for FM was not pursued because the cause was not identified. Using corticosteroids may not cease the progression of the disease, and surgical options are available when symptoms persist. Idiopathic FM requires laboratory and radiological findings to exclude relevant differential diagnoses.

Thymoma: a fatal case report of recurring pneumonia from Tanzania.

Thymomas present either concurrently with myasthenia gravis, with local pressure symptoms, or asymptomatically as a mediastinal mass. Due to its variable presentation, the incidence is low, as not all cases would be identified. Thymomas can present with a rare entity of combined T-cell and B-cell immunodeficiency in adults. Thymectomy is the most important prognostic factor, including preventing autoimmune manifestations of thymoma, but immunodeficiency may persist after thymectomy. Case presentation: The authors report a case of thymoma with evidence of immunodeficiency, manifesting as recurrent pneumonia and respiratory distress in an HIV-seronegative 62-year-old man with a suspected diagnosis 3 years before admission. During his bouts of pneumonia, blood cultures revealed methicillin-resistant Staphylococcus aureus, which was initially treated with vancomycin and then with clindamycin. Although hypogammaglobulinemia was not established in our low-resource setting, there was a reduced CD4-cell count with an abnormal CD4/CD8 ratio. The patient responded well to the first course of antibiotics. However, the second attempt was unsuccessful, which led to his demise. Conclusion: Clinicians should be aware that thymoma can cause immunodeficiency. Clinical suspicion should be raised in patients who present with recurrent infections, particularly in thymoma cases with adult-onset immunodeficiency.

Burden and distribution of dengue infection in Pakistan (2000-19): a review.

The goal of this study is to review the overall prevalence, burden, and distribution of the dengue disease in Pakistan from 2000 to 2019. Literature was searched using different search engines like Google scholar, PubMed, etc. providing the keywords "Dengue disease/infection, Dengue virus, DENV, DF/DHF/ DSS Pakistan". All the published research papers/reports on the dengue virus over the period 2000 to 2019 were studied and selected data were summarized using MS Excel for windows such as total cases, age wise, gender, DENV serotype distribution, total DHF, and DSS patients. The literature providing insufficient data was excluded. The total number of cases reported during 2000-19 were 201,269. The maximum number of cases during the mentioned literature survey period was reported in Khyber Pakhtunkhwa (KP) (23.3%) followed by Punjab (3.8%) and Sindh (1.9%). The majority of dengue-infected cases were reported as Dengue fever (74.4%) followed by DHF (24.1%) and DSS (1.5%). Overall the deaths during the mentioned literature survey were 1082, of which the maximum mortalities were reported from KP (N=248) followed by Punjab (N=220). DENV remains a major public health problem in Pakistan and seems to remain endemic for a long time. The total prevalence of dengue infection is increased accordingly with time from 2000 to 2019. Moreover, all the four serotypes exist in Pakistan with increased mortalities.

Long COVID? Fatal case report of ischemic stroke and pulmonary embolism post COVID-19 infection.

Coronavirus disease 19 (COVID-19) may lead to post-COVID syndrome a few weeks to months after the infection with various symptoms. Post-COVID thromboembolic syndrome may be a result of coagulopathy that occurs in both the arterial and venous circulation. Apart from direct cellular infection, post-COVID syndrome may occur due to immune system dysregulation, endothelial injury, and hypercoagulability, leading to thrombosis. We present a 32-year-old man who was diagnosed with mild symptoms of COVID-19 infection 4 months before an acute ischemic stroke and an asymptomatic pulmonary embolism. A COVID-19 antigen test was negative. An analysis of prothrombotic factors was negative. He could not receive any therapeutic intervention before his demise. The extent of COVID-19 infection after the onset of symptoms is a mystery and poses a fatal concern due to the increasing number of complications. The long-term complications after COVID-19 infection are still not understood. Clinicians need to be aware of any signs and symptoms that may arise months after COVID-19 infection and its possible causal relationship.

An Intelligent Anomaly Detection Approach for Accurate and Reliable Weather Forecasting at IoT Edges: A Case Study.

Industrialization and rapid urbanization in almost every country adversely affect many of our environmental values, such as our core ecosystem, regional climate differences and global diversity. The difficulties we encounter as a result of the rapid change we experience cause us to encounter many problems in our daily lives. The background of these problems is rapid digitalization and the lack of sufficient infrastructure to process and analyze very large volumes of data. Inaccurate, incomplete or irrelevant data produced in the IoT detection layer causes weather forecast reports to drift away from the concepts of accuracy and reliability, and as a result, activities based on weather forecasting are disrupted. A sophisticated and difficult talent, weather forecasting needs the observation and processing of enormous volumes of data. In addition, rapid urbanization, abrupt climate changes and mass digitization make it more difficult for the forecasts to be accurate and reliable. Increasing data density and rapid urbanization and digitalization make it difficult for the forecasts to be accurate and reliable. This situation prevents people from taking precautions against bad weather conditions in cities and rural areas and turns into a vital problem. In this study, an intelligent anomaly detection approach is presented to minimize the weather forecasting problems that arise as a result of rapid urbanization and mass digitalization. The proposed solutions cover data processing at the edge of the IoT and include filtering out the missing, unnecessary or anomaly data that prevent the predictions from being more accurate and reliable from the data obtained through the sensors. Anomaly detection metrics of five different machine learning (ML) algorithms, including support vector classifier (SVC), Adaboost, logistic regression (LR), naive Bayes (NB) and random forest (RF), were also compared in the study. These algorithms were used to create a data stream using the time, temperature, pressure, humidity and other sensor-generated information.