LIMS Master Key Branching for Automated Commentary
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Solution Overview
Problem
Current lab information management systems (LIMS) require inefficient manual steps to evaluate test results and generate customized commentary, leading to time-consuming and labor-intensive report generation.
Innovation Solution
A computer-implemented method that utilizes a database to automatically generate test run result metrics, derive master keys from these metrics, and retrieve corresponding textual comments, thereby automating the process of generating customized commentary for test reports.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If manual evaluation and commentary generation is used, then customization and interpretation quality are improved, but time consumption and labor intensity increase
Solution Approach 1:
The system pre-generates multiple possible commentary templates and stores them in a database before actual test result evaluation. When test results are received, the system automatically matches results with pre-prepared templates based on master keys derived from the results, eliminating the need for manual commentary creation at the time of reporting.
Solution Approach 2:
The system enables automated self-service commentary generation by deriving master keys from test result metrics and automatically retrieving corresponding pre-generated commentary templates from the database. This allows the system to autonomously produce customized commentary without requiring manual technician intervention for each test result.
2Productivity
If automated commentary generation is implemented, then processing speed and efficiency are improved, but customization and interpretation quality may deteriorate
Solution Approach 1:
Multiple customized commentary templates are prepared in advance and stored in the database with specific conditions and parameters. When automated processing is needed, the system selects and fills the appropriate pre-prepared template based on the test results, ensuring both speed and customization quality.
3Adaptability or versatility
If multiple test results require individual commentary, then customization is improved, but work allocation and time management worsen
Solution Approach 1:
The system creates a universal commentary generation mechanism that handles multiple different test results using a common set of pre-generated templates. A single automated process can serve multiple test scenarios by selecting appropriate templates based on master keys, eliminating the need for separate manual commentary creation for each test type.
Data Source
AI summary
Disclosed herein are systems, methods, and non-transitory computer-readable storage media for evaluating a tested sample of material. The system includes an application such as a LIMS comprising master keys derived from individual test result evaluations and potentially one or more key tags, and textual comments linked to master keys for later display and/or inclusion in customized reports. Master key branching using key tags, together with user refinement of comments linked thereto, results in improved comments with increased customization over time.