AAMI TIR34971 2023
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AAMI TIR34971:2023 Application of ISO 14971 to machine learning in artificial intelligence
Published By | Publication Date | Number of Pages |
AAMI | 2023 | 33 |
This document provides guidance and intends to serve as a companion to ANSI/AAMI/ISO 14971:2019 for those performing risk management for machine learning (ML) or artificial intelligence (AI) incorporating medical devices.
PDF Catalog
PDF Pages | PDF Title |
---|---|
1 | AAMI TIR34971:2023; Application of ISO 14971 to machine learning in artificial intelligence—Guide |
3 | Title page |
4 | AAMI Technical Information Report Copyright information |
5 | Contents Page |
6 | Committee representation |
7 | Foreword |
8 | BSI British Standard |
9 | Introduction |
11 | 1 Scope 2 Normative references 3 Terms and definitions |
12 | 4 General requirements for risk management system 4.1 Risk management process |
13 | 4.2 Management responsibilities 4.3 Competence of personnel 4.4 Risk management plan |
14 | 4.5 Risk management file 5 Risk analysis 5.1 Risk analysis process 5.2 Intended use and reasonably foreseeable misuse |
15 | 5.3 Identification of characteristics related to safety 5.3.1 General 5.3.2 Data management |
16 | 5.3.3 Bias |
18 | 5.3.4 Data storage/security/privacy |
19 | 5.3.5 Overtrust 5.3.6 Adaptive systems |
20 | 5.3.7 Other safety considerations |
21 | 5.4 Identification of hazards and hazardous situations 5.5 Risk estimation |
22 | 6 Risk evaluation 7 Risk control |
23 | 8 Evaluation of overall residual risk 9 Risk management review 10 Production and post-production activities |
24 | Annex A (informative) Risk management process overview Figure A.1—A schematic representation of the risk management process |
25 | Figure A.2—Relationship between hazard, hazardous situation, and harm |
26 | Annex B (informative) Risk management examples Table B.1—Examples of ML-related hazards |
27 | Table B.2—Examples of events and circumstances |
28 | Table B.3—Examples of relationships between hazards, foreseeable sequences of events, hazardous situations, harm, and potential risk control measures |
29 | Annex C (informative) Personnel qualifications |
30 | Annex D (informative) Considerations for autonomous systems Table D.1—IMDRF SaMD Categories |
31 | Table D.2—Possible adaptation of SaMD Categories to autonomous systems |
32 | Bibliography |