A Knowledge-Based Decision Support System for In Vitro Fertilization Treatment

01/27/2022
by   Xizhe Wang, et al.
1

In Vitro Fertilization (IVF) is the most widely used Assisted Reproductive Technology (ART). IVF usually involves controlled ovarian stimulation, oocyte retrieval, fertilization in the laboratory with subsequent embryo transfer. The first two steps correspond with follicular phase of females and ovulation in their menstrual cycle. Therefore, we refer to it as the treatment cycle in our paper. The treatment cycle is crucial because the stimulation medications in IVF treatment are applied directly on patients. In order to optimize the stimulation effects and lower the side effects of the stimulation medications, prompt treatment adjustments are in need. In addition, the quality and quantity of the retrieved oocytes have a significant effect on the outcome of the following procedures. To improve the IVF success rate, we propose a knowledge-based decision support system that can provide medical advice on the treatment protocol and medication adjustment for each patient visit during IVF treatment cycle. Our system is efficient in data processing and light-weighted which can be easily embedded into electronic medical record systems. Moreover, an oocyte retrieval oriented evaluation demonstrates that our system performs well in terms of accuracy of advice for the protocols and medications.

READ FULL TEXT
research
10/04/2022

Estimating heterogeneous treatment effects versus building individualized treatment rules: Connection and disconnection

Estimating heterogeneous treatment effects is a well-studied topic in th...
research
03/04/2022

Adaptive Semi-Supervised Inference for Optimal Treatment Decisions with Electronic Medical Record Data

A treatment regime is a rule that assigns a treatment to patients based ...
research
07/21/2016

Exploring Differences in Interpretation of Words Essential in Medical Expert-Patient Communication

In the context of cancer treatment and surgery, quality of life assessme...
research
06/04/2022

Development and Evaluation of Dental Image Exchange and Management System: A User-Centered Perspective

Introduction: Systems that exist in the hospital or clinic settings are ...
research
10/05/2022

Improving uplift model evaluation on RCT data

Estimating treatment effects is one of the most challenging and importan...
research
03/12/2021

Evidence-Based Policy Learning

The past years have seen seen the development and deployment of machine-...
research
11/29/2018

A rule-based system proposal to aid in the evaluation and decision-making in external beam radiation treatment planning

As part of a plan launched by the Ministry of Health of Brazil to increa...

Please sign up or login with your details

Forgot password? Click here to reset