AIMC Topic: Comparative Effectiveness Research

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Establishing a multi-institutional registry to compare the outcomes of robotic, laparoscopic, and open surgery for gastric cancer.

Surgery Jan 26, 2015
Humans Stomach Neoplasms Multicenter Studies as Topic Robotics Laparoscopy Registries Gastrectomy International Cooperation Comparative Effectiveness Research
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Combining Machine Learning and Comparative Effectiveness Methodology to Study Primary Care Pharmacotherapy Pathways for Veterans With Depression.

Medical care Jun 1, 2025
OBJECTIVES: To demonstrate an innovative method combining machine learning with comparative effectiveness research techniques and to investigate a hitherto unstudied question about the effectiveness of common prescribing patterns.
Humans Machine Learning Female Adult Male Middle Aged Depressive Disorder, Major Primary Health Care United States Practice Patterns, Physicians' United States Department of Veterans Affairs Veterans Antidepressive Agents Comparative Effectiveness Research Selective Serotonin Reuptake Inhibitors
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Deep Learning-based Propensity Scores for Confounding Control in Comparative Effectiveness Research: A Large-scale, Real-world Data Study.

Epidemiology (Cambridge, Mass.) May 1, 2021
BACKGROUND: Due to the non-randomized nature of real-world data, prognostic factors need to be balanced, which is often done by propensity scores (PSs). This study aimed to investigate whether autoencoders, which are unsupervised deep learning archit...
Humans Databases, Factual Computer Simulation Deep Learning Propensity Score Comparative Effectiveness Research
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[LAPAROSCOPIC AND OPEN RADICAL CYSTECTOMY FOR BLADDER CANCER].

Voprosy onkologii Jan 1, 2015
Radical cystectomy is the standard method for treatment of muscle-invasive and locally advanced bladder cancer. Several less invasive approaches have been suggested recently, including totally laparoscopic radical cystectomy and robotic cystectomy. H...
Humans Risk Factors Length of Stay Treatment Outcome Urinary Bladder Neoplasms Blood Loss, Surgical Neoplasm Invasiveness Robotics Laparoscopy Survival Analysis Cystectomy Clinical Trials as Topic Laparotomy Comparative Effectiveness Research Intestinal Pseudo-Obstruction
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