All Relations between Confusion and matrix compartment

Publication Sentence Publish Date Extraction Date Species
T Chindanuruks, T Jindanil, C Cumpim, P Sinpitaksakul, S Arunjaroensuk, N Mattheos, A Pimkhaokha. Development and validation of a deep learning algorithm for the classification of the level of surgical difficulty in impacted mandibular third molar surgery. International journal of oral and maxillofacial surgery. 2024-12-04. PMID:39632213. the performance of the model was evaluated using the confusion matrix for multiclass classification, and the actual scores were compared to those of two human experts. 2024-12-04 2024-12-07 human
Luca Pio Stoppino, Stefano Piscone, Ottavia Quarta Colosso, Sara Saccone, Paola Milillo, Nicola Della Valle, Rodolfo Sacco, Alfonso Reginelli, Luca Macarini, Roberta Vinc. Bright Luminal Sign on High b-Value Diffusion-Weighted Magnetic Resonance Enterography Imaging as a New Biomarker to Predict Fibrotic Strictures in Crohn's Disease Patients: A Retrospective Preliminary Study. Journal of imaging. vol 10. issue 11. 2024-11-27. PMID:39590747. luminal bright sign performance results were calculated using a confusion matrix, the relationship between categorical variables was assessed by the χ2 test of independence, and the kruskal-wallis test (anova) was used for the assessment of statistical significance of differences between groups. 2024-11-27 2024-11-29 Not clear
Seong-Jin Kim, Xue-Cheng Jin, Rajaraman Bharanidharan, Na-Yeon Ki. Monitoring Multiple Behaviors in Beef Calves Raised in Cow-Calf Contact Systems Using a Machine Learning Approach. Animals : an open access journal from MDPI. vol 14. issue 22. 2024-11-27. PMID:39595330. the lightgbm algorithm was employed for behavior classification, and model performance was evaluated using a confusion matrix, the area under the receiver operating characteristic curve (auc-roc), and pearson's correlation coefficient (r). 2024-11-27 2024-11-29 Not clear
Sebastian Rumpf, Nicola Zufall, Florian Rumpf, Andreas Gschwendtne. A Performance Comparison of Different YOLOv7 Networks for High-Accuracy Cell Classification in Bronchoalveolar Lavage Fluid Utilising the Adam Optimiser and Label Smoothing. Journal of imaging informatics in medicine. 2024-11-25. PMID:39586912. classification performance was evaluated using recall, precision, f1 score, map@.5, and map@.5;.95 along with a confusion matrix. 2024-11-25 2024-11-28 Not clear
Shuyan Peng, Shengkun Wei, Guoyong Zhang, Xingliang Xiong, Ming Ai, Xiuhua Li, Yin She. Discrimination of wheat gluten quality utilizing terahertz time-domain spectroscopy (THz-TDS). Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy. vol 328. 2024-11-23. PMID:39579728. the final results indicated that the ssa-svm model demonstrated the optimal discrimination performance, achieving an accuracy rate of 100% as reflected in the confusion matrix. 2024-11-23 2024-11-26 Not clear
Rudresh Pillai, Neha Sharma, Sheifali Gupta, Deepali Gupta, Sapna Juneja, Saurav Malik, Hong Qin, Mohammed S Alqahtani, Amel Ksib. Enhanced skin cancer diagnosis through grid search algorithm-optimized deep learning models for skin lesion analysis. Frontiers in medicine. vol 11. 2024-11-22. PMID:39574908. rigorous evaluations of loss, accuracy, and confusion matrix thoroughly assessed the performance of the cnn models. 2024-11-22 2024-11-24 Not clear
Ajapa Nepal, Eesha Godavarthi, Anaswara Ajit, Prashanth Prabhu, Nisha K . Auditory Spatial Perception as a Function of Recreational Noise Exposure in Gen-Z Adults with Normal Hearing. Indian journal of otolaryngology and head and neck surgery : official publication of the Association of Otolaryngologists of India. vol 76. issue 6. 2024-11-19. PMID:39559109. based on the confusion matrix, accuracy scores, reaction time at each virtual location, and the overall vasi score were calculated. 2024-11-19 2024-11-22 human
Liying Song, Zhiqiang Han, Po-Wan Shum, Woon-Ming La. Enhancing the accuracy of blood-glucose tests by upgrading FTIR with multiple-reflections, quantum cascade laser, two-dimensional correlation spectroscopy and machine learning. Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy. vol 327. 2024-11-15. PMID:39547143. their decisions are mapped into a confusion matrix and the matrix-elements are used to calculate the accuracy merits of each method. 2024-11-15 2024-11-18 cattle
Yonghao Wu, Shuaiqi Zhu, Yuqiao Li, Chenfei Zhang, Weiwei Xia, Zhenqi Zhu, Kaifeng Wan. Risk Factors for Bone Cement Displacement After Percutaneous Kyphoplasty in Osteoporotic Vertebral Fractures: A Retrospective Analysis. Medical science monitor : international medical journal of experimental and clinical research. vol 30. 2024-11-14. PMID:39538993. the receiver operating characteristic (roc) curve and confusion matrix were utilized to assess the discrimination ability. 2024-11-14 2024-11-17 human
Yonghao Wu, Shuaiqi Zhu, Yuqiao Li, Chenfei Zhang, Weiwei Xia, Zhenqi Zhu, Kaifeng Wan. Risk Factors for Bone Cement Displacement After Percutaneous Kyphoplasty in Osteoporotic Vertebral Fractures: A Retrospective Analysis. Medical science monitor : international medical journal of experimental and clinical research. vol 30. 2024-11-14. PMID:39538993. the roc curve and confusion matrix indicates that logistic regression exhibited a strong predictive value for bcd. 2024-11-14 2024-11-17 human
K M Ordenshiya, G K Revath. Hybrid FCMG-OP-FIS model approach to convert regression into classification data for machine learning-based AQI prediction. Heliyon. vol 10. issue 21. 2024-11-14. PMID:39524898. additionally, the classification output from the rfc model employs advanced validation techniques including stratified shuffle validation, grid search cross-validation, and confusion matrix analysis, achieving an accuracy rate of 99%, with the f1 score, precision, and recall over all at 99%. 2024-11-14 2024-11-17 Not clear
Animesh Talukder, Surath Ghos. Facial Image expression recognition and prediction system. Scientific reports. vol 14. issue 1. 2024-11-13. PMID:39533039. we use the confusion matrix to assess the model's performance after it has been implemented effectively. 2024-11-13 2024-11-17 human
Md Imran Nazir, Afsana Akter, Md Anwar Hussen Wadud, Md Ashraf Uddi. Utilizing customized CNN for brain tumor prediction with explainable AI. Heliyon. vol 10. issue 20. 2024-10-26. PMID:39449697. detailed result analysis, including a confusion matrix, comparison with existing models, and generalizability tests on other datasets, establishes the superiority of the proposed approach and sets a new benchmark for accuracy. 2024-10-26 2024-10-28 Not clear
Cemile İnce, Kenan İnce, Davut Hanba. A Multilayer Nonlinear Permutation Framework and Its Demonstration in Lightweight Image Encryption. Entropy (Basel, Switzerland). vol 26. issue 10. 2024-10-26. PMID:39451961. this work introduces a novel nonlinear matrix permutation approach applicable to both confusion and diffusion phases in lightweight image encryption. 2024-10-26 2024-10-28 Not clear
Babu Kaji Baniy. ACGAN for Addressing the Security Challenges in IoT-Based Healthcare System. Sensors (Basel, Switzerland). vol 24. issue 20. 2024-10-26. PMID:39460082. the performance of this approach, evaluated using the iomt dataset, consistently outperforms the existing baseline model across key metrics, including accuracy, precision, recall, f1-score, area under curve (auc), and confusion matrix results. 2024-10-26 2024-10-29 Not clear
Poonam Moral, Debjani Mustafi, Abhijit Mustafi, Sudip Kumar Sahan. CystNet: An AI driven model for PCOS detection using multilevel thresholding of ultrasound images. Scientific reports. vol 14. issue 1. 2024-10-24. PMID:39443622. the performance of the model is rigorously evaluated using a comprehensive range of metrics, incorporating auc score, accuracy, specificity, precision, f1-score, recall, and loss, along with a detailed confusion matrix analysis. 2024-10-24 2024-10-26 Not clear
João Gabriel Gralha, André Silva Pimente. Gotcha GPT: Ensuring the Integrity in Academic Writing. Journal of chemical information and modeling. 2024-10-22. PMID:39438283. it utilizes scikit learn libraries to provide statistics (precision, accuracy, recall, f1, mcc, and cohen's kappa scores) and the confusion matrix to guarantee confidence to the user. 2024-10-22 2024-10-25 human
Wantao Liang, Yanyuan Bai, Hua Zhang, Yan Mo, Xiufang Li, Junming Huang, Yangliu Lei, Fangping Gao, Mengmeng Dong, Shan Li, Juan Lian. Identification and Analysis of Potential Biomarkers Associated with Neutrophil Extracellular Traps in Cervicitis. Biochemical genetics. 2024-10-17. PMID:39419909. we then performed artificial neural network (ann) and nomogram construction, confusion matrix, receiver operating characteristic (roc), gene set enrichment analysis (gsea), and immune cell infiltration analysis. 2024-10-17 2024-10-20 Not clear
Wantao Liang, Yanyuan Bai, Hua Zhang, Yan Mo, Xiufang Li, Junming Huang, Yangliu Lei, Fangping Gao, Mengmeng Dong, Shan Li, Juan Lian. Identification and Analysis of Potential Biomarkers Associated with Neutrophil Extracellular Traps in Cervicitis. Biochemical genetics. 2024-10-17. PMID:39419909. confusion matrix and roc curve evaluation ann model showed high accuracy and stability. 2024-10-17 2024-10-20 Not clear
Fausto David Cortes-Rojas, Yazmín Mariela Hernández-Rodríguez, Rafael Bayareh-Mancilla, Oscar Eduardo Cigarroa-Mayorg. An Artificial Intelligence-Based Tool for Enhancing Pectoral Muscle Segmentation in Mammograms: Addressing Class Imbalance and Validation Challenges in Automated Breast Cancer Diagnosis. Diagnostics (Basel, Switzerland). vol 14. issue 19. 2024-10-16. PMID:39410548. the effectiveness of the model was assessed through a confusion matrix and performance metrics, highlighting an average dice coefficient of 0.98 and a jaccard index of 0.96. 2024-10-16 2024-10-18 Not clear