Journal of Grid Computing, Journal Year: 2024, Volume and Issue: 23(1)
Published: Dec. 18, 2024
Language: Английский
Journal of Grid Computing, Journal Year: 2024, Volume and Issue: 23(1)
Published: Dec. 18, 2024
Language: Английский
Computers in Biology and Medicine, Journal Year: 2024, Volume and Issue: 170, P. 107950 - 107950
Published: Jan. 2, 2024
Language: Английский
Citations
9Modeling Earth Systems and Environment, Journal Year: 2025, Volume and Issue: 11(2)
Published: Jan. 31, 2025
Language: Английский
Citations
1Biomedical Signal Processing and Control, Journal Year: 2025, Volume and Issue: 105, P. 107425 - 107425
Published: Feb. 10, 2025
Language: Английский
Citations
0Sensors, Journal Year: 2025, Volume and Issue: 25(4), P. 1166 - 1166
Published: Feb. 14, 2025
Polycystic ovary syndrome (PCOS) is a medical condition that impacts millions of women worldwide; however, due to lack public awareness, as well the expensive testing involved in identification PCOS, 70% cases go undiagnosed. Therefore, primary objective this study design an expert machine learning (ML) model for early diagnosis PCOS based on initial symptoms and health indicators; two datasets were amalgamated preprocessed accomplish goal, resulting new symptomatic dataset with 12 attributes. An ensemble (EL) model, seven base classifiers, deep (DL) meta-level classifier, are proposed. The hyperparameters EL optimized through nature-inspired walrus optimization (WaO), cuckoo search (CSO), random (RSO) algorithms, leading WaOEL, CSOEL, RSOEL models, respectively. results obtained prove supremacy designed WaOEL over other prediction accuracy 92.8% area under receiver operating characteristic curve (AUC) 0.93; moreover, feature importance analysis, presented forest (RF) Shapley additive values (SHAP) positive predictions, highlights crucial clinical insights need intervention. Our findings suggest patients features related obesity high cholesterol more likely be diagnosed positive. Most importantly, it inferred from without tests possible proposed which helps clinicians make better informed decisions, identify comorbidities, reduce harmful long-term effects PCOS.
Language: Английский
Citations
0Lecture notes in electrical engineering, Journal Year: 2025, Volume and Issue: unknown, P. 162 - 169
Published: Jan. 1, 2025
Language: Английский
Citations
0Geomatics Natural Hazards and Risk, Journal Year: 2025, Volume and Issue: 16(1)
Published: May 5, 2025
Language: Английский
Citations
0IEEE Sensors Journal, Journal Year: 2024, Volume and Issue: 24(19), P. 31172 - 31187
Published: Aug. 19, 2024
Language: Английский
Citations
2Research Square (Research Square), Journal Year: 2024, Volume and Issue: unknown
Published: Jan. 31, 2024
Abstract Background Patients’ waiting time exceeded consultation in outpatient clinics, persisting as a criticized issue. Multiple interventions aimed to reduce patients’ and enhance satisfaction have been implemented by most Chinese hospitals. However, there is little literature focus on the full range of services available patients during their visit. Methods We developed applied an intelligent sensing-driven unattended healthcare system (referred “One Visit”). upgraded hospital facilities systems improve flow services, streamline treatment time. compared time, visit, duration special examination appointment, for patients, so clinics pilot hospitals before after implementation Visit” system. In addition, we investigated average length stay changes with process Results Post-call was reduced from 9.23 minutes 7.83 minutes; visit increased 2.95 3.17 appointment 7.94 days 5.30 days; 48.63 45.26 9.08 7.27 days. Satisfaction 78.61% 80.40%. Conclusions With continuous improvement service process, it has proven that effectively guides through entire medical process. The efficiency improved experience. It worthy further promotion.
Language: Английский
Citations
1Archives of Computational Methods in Engineering, Journal Year: 2024, Volume and Issue: 31(5), P. 2785 - 2903
Published: Jan. 31, 2024
Language: Английский
Citations
1Computers in Biology and Medicine, Journal Year: 2024, Volume and Issue: 177, P. 108599 - 108599
Published: May 13, 2024
Language: Английский
Citations
0