AIMC Topic: Algorithms

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Filter feature selectors in the development of binary QSAR models.

SAR and QSAR in environmental research May 1, 2019
The application of machine learning methods to the construction of quantitative structure-activity relationship models is a complex computational problem in which dimensionality reduction of the representation of the molecular structure plays a funda...
Models, Theoretical Artificial Intelligence Pattern Recognition, Automated Machine Learning Quantitative Structure-Activity Relationship Algorithms
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Real-World Evidence, Causal Inference, and Machine Learning.

Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research May 1, 2019
The current focus on real world evidence (RWE) is occurring at a time when at least two major trends are converging. First, is the progress made in observational research design and methods over the past decade. Second, the development of numerous la...
Epidemiology Data Mining Databases, Factual Health Services Research Humans Causality Machine Learning Algorithms
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Semi-supervised learning of a nonnative phonetic contrast: How much feedback is enough?

Attention, perception & psychophysics May 1, 2019
Semi-supervised learning refers to learning that occurs when feedback about performance is provided on only a subset of training trials. Algorithms for semi-supervised learning are popular in machine learning because of their minimal reliance on labe...
Female Young Adult Humans Feedback Algorithms Knowledge of Results, Psychological Male Supervised Machine Learning Task Performance and Analysis Phonetics
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Artificial Intelligence Algorithms for Medical Prediction Should Be Nonproprietary and Readily Available-Reply.

JAMA internal medicine May 1, 2019
Deep Learning Artificial Intelligence Algorithms Medicine
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Artificial Intelligence Algorithms for Medical Prediction Should Be Nonproprietary and Readily Available.

JAMA internal medicine May 1, 2019
Medicine Deep Learning Artificial Intelligence Algorithms
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Validity of Natural Language Processing for Ascertainment of and Test Results in SEER Cases of Stage IV Non-Small-Cell Lung Cancer.

JCO clinical cancer informatics May 1, 2019
PURPOSE: SEER registries do not report results of epidermal growth factor receptor () and anaplastic lymphoma kinase () mutation tests. To facilitate population-based research in molecularly defined subgroups of non-small-cell lung cancer (NSCLC), we...
Algorithms Female Reproducibility of Results Male Middle Aged Aged Adult SEER Program Humans DNA Mutational Analysis Machine Learning Natural Language Processing Kentucky ErbB Receptors Mutation Registries Lung Neoplasms Anaplastic Lymphoma Kinase Genetic Testing Carcinoma, Non-Small-Cell Lung Population Surveillance
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Don't let industry write the rules for AI.

Nature May 1, 2019
Morals Industry Algorithms Social Change Prejudice Social Justice Information Dissemination Humans Artificial Intelligence
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Machine learning-based preoperative predictive analytics for lumbar spinal stenosis.

Neurosurgical focus May 1, 2019
OBJECTIVEPatient-reported outcome measures (PROMs) following decompression surgery for lumbar spinal stenosis (LSS) demonstrate considerable heterogeneity. Individualized prediction tools can provide valuable insights for shared decision-making. The ...
Recovery of Function Predictive Value of Tests Lumbar Vertebrae Feasibility Studies Middle Aged Length of Stay Treatment Outcome Spinal Stenosis Decompression, Surgical Humans Machine Learning Algorithms Aged Male Retrospective Studies Female
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Ascent of machine learning in medicine.

Nature materials May 1, 2019
Diabetic Retinopathy Machine Learning Algorithms Biomarkers Humans Computational Biology Proteomics Drug Development Technology, Pharmaceutical Epidemiology Neoplasms Drug Discovery Diagnosis, Computer-Assisted Genomics Prognosis Reproducibility of Results Diagnostic Errors
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How to develop machine learning models for healthcare.

Nature materials May 1, 2019
Reproducibility of Results Models, Theoretical Humans Machine Learning Drug Discovery Cardiovascular Diseases Predictive Value of Tests Echocardiography Diagnostic Errors Diagnosis, Computer-Assisted Radiotherapy Planning, Computer-Assisted Image Processing, Computer-Assisted Medical Informatics Algorithms Prognosis Diabetic Retinopathy
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