Application of the IEC80001 standard towards integration of a real time alarm communication and management system
Bibliographic record
Abstract
Purpose – The purpose of this paper is to report on use of the IEC80001 standard, Application of Risk Management for Information Technolody (IT) Networks Incorporating Medical Devices, to deploy a wireless alarm management solution in a long-term care home facility. Design/methodology/approach – The standard suggests the use of a unique responsibility matrix and a continuous quality improvement approach for analysis, evaluation and control of risks. A unique leadership committee and workgroup were formed to develop processes and procedures for integrating medical devices with IT systems; as well as execution of the project itself. The leadership committee oversaw the phased approach of assessing the technology, the clinical environment, proponent technology-based solutions and a specified risk management file. The project expanded its scope beyond the standard to include a risk focussed analysis of clinical workflow to evaluate the usability of the solution. Findings – The standard focussed approach identified numerous risks associated with the technical and network solution and the future state workflow. Medical devices proved to be the most limiting technology needing to be incorporated into the solution. Although faced with a daunting list of network related risks, it was concluded that all residual risks would have been acceptable. The analysis of the future state workflow identified various risks related to usability (human factors), battery management and the absence of additional operating dollars for supplementary staffing duties and new operational expenses. Originality/value – To the best of the authors knowledge, this paper is the first one to detail the process of following the IEC80001 standard in Canada. It offers insight into building an organizational framework around the standard and identifies gaps that should be considered by executive and project sponsors before proceeding with a project.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.023 | 0.033 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".