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Abbreviation : ML
Long Form : machine learning
No. Year Title Co-occurring Abbreviation
2020 A comparative study on predicting influenza outbreaks using different feature spaces: application of influenza-like illness data from Early Warning Alert and Response System in Syria. DHR, DL, GB, GLM, ILI, LSTM, RF, STL, SVR, WHO
2020 A New Algorithm Optimized for Initial Dose Settings of Vancomycin Using Machine Learning. DT, TDM, VCM
2020 A New Multimodel Machine Learning Framework to Improve Hepatic Fibrosis Grading Using Ultrasound Elastography Systems from Different Vendors. AUC, MRE, SVM, SWV
2020 A unified machine-learning protocol for asymmetric catalysis as a proof of concept demonstration using asymmetric hydrogenation. RF, RMSE
2020 An Artificial Neural Network to model Response of a Radiotherapy Beam Monitoring System. ANN, IQM, MLP
2020 Analysis of substance use and its outcomes by machine learning I. Childhood evaluation of liability to substance use disorder. AUROC, RF, SUD
2020 Analysis of substance use and its outcomes by machine learning: II. Derivation and prediction of the trajectory of substance use severity. SUD
2020 Application of artificial neural networks for automated analysis of cystoscopic images: a review of the current status and future prospects. BCa, CNN, DL
2020 Application of Machine Learning in Drug Development and Regulation: Current Status and Future Potential. ---
10  2020 Are student nurses ready for new technologies in mental health? Mixed-methods study. CAT, CDSS, CW, EMA
11  2020 Artificial intelligence to diagnose ischemic stroke and identify large vessel occlusions: a systematic review. AI, ASPECTS, CNNs, LVOs, RFL
12  2020 Association between periodontal inflammation and hypertension using periodontal inflamed surface area and bleeding on probing. BOP, BP, PISA
13  2020 Can Artificial Intelligence Improve the Management of Pneumonia. AI, CXR, EHR, NN
14  2020 Chemometrics and Related Fields in Python. MCR, PCA, PLS, SVM
15  2020 Classification and prediction of diabetes disease using machine learning paradigm. AB, ACC, AUC, DT, LR, NB, OR, RF
16  2020 Comparing different venous thromboembolism risk assessment machine learning models in Chinese patients. RF, VTE
17  2020 Comparison of statistical learning approaches for cerebral aneurysm rupture assessment. AUC, k-NN, LRM, MLP, SVMs
18  2020 Cost-effectiveness of targeted screening for the identification of patients with atrial fibrillation: evaluation of a machine learning risk prediction algorithm. AF
19  2020 Deep learning for drug response prediction in cancer. DL
20  2020 Deep Learning Techniques for Automatic Detection of Embryonic Neurodevelopmental Disorders. ENDs, NDs
21  2020 Designing Eukaryotic Gene Expression Regulation Using Machine Learning. ---
22  2020 Discovering the Type 2 Diabetes in Electronic Health Records Using the Sparse Balanced Support Vector Machine. EHR, SB-SVM, T2D
23  2020 Early diagnosis of bloodstream infections in the intensive care unit using machine-learning algorithms. AUROC, BIDMC, BSI, ICU, RHCC
24  2020 Early Recognition of Burn- and Trauma-Related Acute Kidney Injury: A Pilot Comparison of Machine Learning Techniques. AI, AKI, DNN, k-NN, KDIGO, LR, NGAL, NT-proBNP, RF, SVM, UOP
25  2020 Evaluation of Recent Advanced Soft Computing Techniques for Gully Erosion Susceptibility Mapping: A Comparative Study. AUPRC, AUSRC, FDA, FR, GESM, GIS, GLM, MCDM, ME, RF, RS, SI
26  2020 Evolution of Machine Learning Algorithms in the Prediction and Design of Anticancer Peptides. ACPs
27  2020 Graph Convolutional Neural Networks as "General-Purpose" Property Predictors: The Universality and Limits of Applicability. GCNNs
28  2020 Identification of a Multiplex Biomarker Panel for Hypertrophic Cardiomyopathy Using Quantitative Proteomics and Machine Learning. HCM, LVH, SCD
29  2020 Improved detection of Parkinsonian resting tremor with feature engineering and Kalman filtering. aDBS, LFP, PD
30  2020 Imputation and characterization of uncoded self-harm in major mental illness using machine learning. MMI
31  2020 Intravascular ultrasound-based machine learning for predicting fractional flow reserve in intermediate coronary artery lesions. FFR, IVUS
32  2020 Key indicators of phase transition for clinical trials through machine learning. ---
33  2020 Long-lead Prediction of ENSO Modoki Index using Machine Learning algorithms. RF, SMC, SPCA, SSH, SST, SVR
34  2020 Machine intelligence in peptide therapeutics: A next-generation tool for rapid disease screening. ---
35  2020 Machine learning and glioma imaging biomarkers. MRI
36  2020 Machine learning applications in imaging analysis for patients with pituitary tumors: a review of the current literature and future directions. MRI
37  2020 Machine learning as new promising technique for selection of significant features in obese women with type 2 diabetes. ANN, BMI, DBP, FBS, HbA1c, HOMA, SBP, SCM, T2DM, TC
38  2020 Machine learning for detecting mesial temporal lobe epilepsy by structural and functional neuroimaging. MTLE
39  2020 Machine learning for mixture toxicity analysis based on high-throughput printing technology. Mix-tox
40  2020 Machine learning for prediction of septic shock at initial triage in emergency department. CC
41  2020 Machine Learning in Catalysis, From Proposal to Practicing. ---
42  2020 Machine learning in drug discovery and development part 1 - a primer. ---
43  2020 Machine Learning in Fetal Cardiology: What to Expect. ---
44  2020 Machine Learning in Nanoscience: Big Data at Small Scales. ---
45  2020 Machine learning of clinical variables and coronary artery calcium scoring for the prediction of obstructive coronary artery disease on coronary computed tomography angiography: analysis from the CONFIRM registry. AUC, CACS, CAD, CCTA, UDF
46  2020 Machine Learning to Predict In-Hospital Morbidity and Mortality after Traumatic Brain Injury. AUC, CRP, CT, FDP, GCS, LASSO, SBP, TBI
47  2020 Machine Learning to Predict the Rapid Growth of Small Abdominal Aortic Aneurysm. AAA, CT, ILT
48  2020 Machine learning versus traditional risk stratification methods in acute coronary syndrome: a pooled randomized clinical trial analysis. ACS, MACE
49  2020 Machine learning workflows to estimate class probabilities for precision cancer diagnostics on DNA methylation microarray data. CP, ELNET, LR, MR, RFs, SVMs
50  2020 Machine learning-based mortality prediction of patients undergoing cardiac resynchronization therapy: the SEMMELWEIS-CRT score. CRT
51  2020 Migrating from partial least squares discriminant analysis to artificial neural networks: a comparison of functionally equivalent visualisation and feature contribution tools using jupyter notebooks. ANNs, PLS-DA
52  2020 Multiclass Classification of Hepatic Anomalies with Dielectric Properties: From Phantom Materials to Rat Hepatic Tissues. k-NN, LR, RF
53  2020 Novel prognostication of patients with spinal and pelvic chondrosarcoma using deep survival neural networks. AUCs, C-index, RED_SNN, SEER
54  2020 Pharmacometrics and machine learning partner to advance clinical data analysis. ---
55  2020 Practices and Trends of Machine Learning Application in Nanotoxicology. ---
56  2020 Predicting opioid misuse at the population level is different from identifying opioid misuse in individual patients. ACASI, CAPI
57  2020 Prediction and targeting of GPCR oligomer interfaces. ---
58  2020 Prediction of marbling score and carcass traits in Korean Hanwoo beef cattle using machine learning methods and synthetic minority oversampling technique. SMOTE
59  2020 Prediction of the individual multi-leaf collimator positional deviations during dynamic IMRT delivery priori with artificial neural network. ANN, IMRT, MLC, MSE
60  2020 Prediction of Tumor Grade and Nodal Status in Oropharyngeal and Oral Cavity Squamous-cell Carcinoma Using a Radiomic Approach. KNN, NB, NS, OC, OP, PTLs, SCC, TA, TG
61  2020 Predictive Model for Gastrostomy Placement in Adolescents With Developmental Disabilities and Cerebral Palsy. CP, DDs
62  2020 Putting machine learning into motion: applications in cardiovascular imaging. ---
63  2020 Radiogenomics of lower-grade gliomas: machine learning-based MRI texture analysis for predicting 1p/19q codeletion status. AUC, LGG
64  2020 Radiologic-Radiomic Machine Learning Models for Differentiation of Benign and Malignant Solid Renal Masses: Comparison With Expert-Level Radiologists. ccRCCs, chrRCCs, PRCCs, RCCs
65  2020 Spatial hazard assessment of the PM10 using machine learning models in Barcelona, Spain. Bagged CART, MDA, PM, RF, SA
66  2020 Synergy Between Expert and Machine-Learning Approaches Allows for Improved Retrosynthetic Planning. NNs
67  2020 The use of machine learning techniques in trauma-related disorders: a systematic review. ASD, PTSD
68  2020 The What-If Tool: Interactive Probing of Machine Learning Models. ---
69  2020 Top 10 Reviewer Critiques of Radiology Artificial Intelligence (AI) Articles: Qualitative Thematic Analysis of Reviewer Critiques of Machine Learning/Deep Learning Manuscripts Submitted to JMRI. AI, DL
70  2020 Using DICOM Metadata for Radiological Image Series Categorization: a Feasibility Study on Large Clinical Brain MRI Datasets. DICOM
71  2020 Using Machine Learning and Structural Neuroimaging to Detect First Episode Psychosis: Reconsidering the Evidence. CV, DL, FEP, GMV, VBCT
72  2020 Using machine learning to predict opioid misuse among U.S. adolescents. AUPRC, AUROC
73  2020 VisTA: Integrating Machine Intelligence with Visualization to Support the Investigation of Think-Aloud Sessions. UX
74  2020 [Machine learning in radiology : Terminology from individual timepoint to trajectory]. CT, MRI
75  2019 4mCpred-EL: An Ensemble Learning Framework for Identification of DNA N4-methylcytosine Sites in the Mouse Genome. 4mC
76  2019 A color-spectral machine learning path for analysis of five mixed amino acids. aa
77  2019 A Comparative Study of Machine Learning Algorithms in Predicting Severe Complications after Bariatric Surgery. NN
78  2019 A comparison of accelerometry analysis methods for physical activity in older adult women and associations with health outcomes over time. ADL, AI, CES-D, PA, SPPB, VM
79  2019 A critical review of five machine learning-based algorithms for predicting protein stability changes upon mutation. ---
80  2019 A deep learning framework for automatic diagnosis of unipolar depression. EEG, LSTM
81  2019 A deep learning virtual instrument for monitoring extreme UV solar spectral irradiance. CNNs, DEM, EUV, SSI
82  2019 A Framework for Predicting Impactability of Digital Care Management Using Machine Learning Methods. ---
83  2019 A graph-based genetic algorithm and generative model/Monte Carlo tree search for the exploration of chemical space. GB-GA, GB-GM, MCTS, RNN
84  2019 A guide to machine learning for bacterial host attribution using genome sequence data. GWAS
85  2019 A high-bias, low-variance introduction to Machine Learning for physicists. ---
86  2019 A High-Performance System for Robust Stain Normalization of Whole-Slide Images in Histopathology. CAD
87  2019 A low-cost machine learning-based cardiovascular/stroke risk assessment system: integration of conventional factors with image phenotypes. AUC, CI, CRF, CUSIP, CV, PCA, RF
88  2019 A Machine Learning Approach for the Discovery of Ligand-Specific Functional Mechanisms of GPCRs. GPCRs, MD
89  2019 A machine learning approach for the prediction of pulmonary hypertension. CV, PAP, PH, RAP
90  2019 A machine learning based model for Out of Hospital cardiac arrest outcome classification and sensitivity analysis. CARES, CPR, EFCN, OHCA
91  2019 A Machine Learning Framework for Automatic and Continuous MMN Detection With Preliminary Results for Coma Outcome Prediction. ERP, MMN
92  2019 A machine learning model for the prediction of survival and tumor subtype in pancreatic ductal adenocarcinoma from preoperative diffusion-weighted imaging. ADC, CI, IVC, OS, PDAC, ROC AUC
93  2019 A Machine Learning Strategy for Autism Screening in Toddlers. ASD, F-NN, M-CHAT-R
94  2019 A machine learning-assisted decision-support model to better identify patients with prostate cancer requiring an extended pelvic lymph node dissection. AUC, DCA, ePLND, LNIs, LR, MRI, MSKCC, RFs, SVM
95  2019 A metabolite-based machine learning approach to diagnose Alzheimer-type dementia in blood: Results from the European MedicalInformation Framework for Alzheimer disease biomarker discovery cohort. AD, CN, DL, NCV, RF, XGBoost
96  2019 A Method for Generating Synthetic Electronic Medical Record Text. EMR, NLP
97  2019 A Mobile Crowd Sensing Application for Hypertensive Patients. MCS, PaaS
98  2019 A Multicenter, Scan-Rescan, Human and Machine Learning CMR Study to Test Generalizability and Precision in Imaging Biomarker Analysis. ---
99  2019 A new era: artificial intelligence and machine learning in prostate cancer. AI
100  2019 A Novel Link-to-System Mapping Technique Based on Machine Learning for 5G/IoT Wireless Networks. BLER, DNN, LLS, NR, NS, SLS, SNR