Related Experiment Video
Updated: Jan 31, 2026
10:12
Rapid and Cost-Effective RNA Extraction of Rat Pancreatic Tissue
Published on: September 19, 2020
9.8K
Clinical biochemistry test eliminator providing cost-effectiveness with five algorithms.
1Department of Medical Biochemistry, Harran University, Sanliurfa, Turkey.
Acta Clinica Belgica
|December 27, 2018
Summary
Artificial intelligence algorithms can effectively eliminate unnecessary laboratory tests, significantly reducing costs. This study demonstrated substantial savings by identifying and removing redundant tests like AST and fPSA.
Area of Science:
- Clinical Chemistry
- Medical Informatics
- Artificial Intelligence in Healthcare
Background:
- Unnecessary laboratory tests contribute to increased healthcare costs and resource utilization.
- Clinical decision support systems are crucial for optimizing diagnostic workflows.
Purpose of the Study:
- To evaluate the efficacy of five distinct artificial intelligence (AI) algorithms in eliminating unnecessary laboratory tests.
- To determine the cost-effectiveness of using AI for test selection in clinical diagnostics.
Main Methods:
- Clinician orders were analyzed using the ALIN IQ software, which implemented five AI algorithms.
- Specific tests targeted for elimination included AST, direct bilirubin, chlorine, fPSA, and fT3.
Main Results:
- Over 45 days, 5 AI algorithms successfully eliminated 39,157 tests, including AST, direct bilirubin, fPSA, FT3, and chlorine.
- This resulted in savings of $5,592.76 within the 45-day period.
- Projected annual savings are estimated at 363,710 tests and $45,363.49.
Conclusions:
- The study successfully demonstrated the elimination of five different laboratory tests using AI algorithms.
- Open-code smart software with adaptable algorithms can serve as effective test eliminators in diagnostic labs.
- AI-driven solutions offer significant potential for cost savings in global healthcare systems.
Related Concept Videos
01:12Trial and Error and Algorithm
409
A problem-solving strategy is a plan of action used to find a solution. Different strategies have distinct action plans. Trial and error involves trying different solutions until one works. For instance, to fix a broken printer, you might check ink levels, ensure the paper tray isn't jammed, and verify the printer's connection to your laptop. This method can be time-consuming but is commonly used. Thomas Edison, for example, used trial and error to find a suitable filament for the light...
409
01:05Elimination Kinetics: First-Order and Zero-Order
2.8K
Eliminating drugs from the body is a vital process that occurs through excretion or metabolism. Understanding the kinetics of drug elimination is crucial for drug development, dosage determination, and optimizing patient outcomes.
Drug clearance depends on the rate of drug elimination and its plasma concentration. Another important parameter is a drug's half-life, which is the time required for its concentration to decrease by half. In most cases, drug clearance follows first-order...
Drug clearance depends on the rate of drug elimination and its plasma concentration. Another important parameter is a drug's half-life, which is the time required for its concentration to decrease by half. In most cases, drug clearance follows first-order...
2.8K
02:25Elimination Reactions
17.0K
A nucleophile can react with an alkyl halide to give the substitution product by displacing the halogen. Or it can function as a base to give the elimination product by deprotonation of the neighboring carbon to form an alkene. In an elimination reaction, the substrate loses two groups from adjacent carbons forming at least one π bond. The carbon attached to the halogen is called the α carbon, while the adjacent carbon is called the β carbon; hence, these reactions are called...
17.0K
00:51Radical Formation: Elimination
2.4K
Another method of radical formation is the elimination process. It is the opposite of the addition route and is driven by the instability of the radical. For example, as depicted in Figure 1, dibenzoyl peroxide yields a pair of unstable radicals upon homolysis. Given its instability, this radical spontaneously undergoes elimination via a C–C bond cleavage to form a relatively more stable phenyl radical. The mechanism involves cleavage of the bond between the α and β positions with respect...
2.4K
01:30Gaussian Elimination: Problem Solving
191
Systems of linear equations in several variables are pivotal in modeling complex scenarios involving multiple unknowns and constraints. Such systems are widely used in various fields to represent relationships where several conditions must be simultaneously satisfied. Each variable in the system corresponds to an unknown quantity, while each equation imposes a linear constraint, leading to a structured approach for analyzing and solving real-world problems.A system of three equations with three...
191
01:17Kinetics of Drug Elimination
4.2K
Eliminating drugs from the body is a vital process that occurs through excretion or metabolism. Understanding the kinetics of drug elimination is crucial for drug development, dosage determination, and optimizing patient outcomes.
Drug clearance depends on the rate of drug elimination and its plasma concentration. Another important parameter is the half-life of a drug, which is the time required for its concentration to decrease by half. In most cases, drug clearance follows first-order...
Drug clearance depends on the rate of drug elimination and its plasma concentration. Another important parameter is the half-life of a drug, which is the time required for its concentration to decrease by half. In most cases, drug clearance follows first-order...
4.2K