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<|ref|>title<|/ref|><|det|>[[295, 130, 861, 170]]<|/det|>
# Risk Assessment and Treatment
<|ref|>text<|/ref|><|det|>[[297, 203, 420, 225]]<|/det|>
2nd Edition
<|ref|>text<|/ref|><|det|>[[297, 255, 400, 276]]<|/det|>
Edited by
<|ref|>text<|/ref|><|det|>[[297, 282, 455, 301]]<|/det|>
Michael W. Elliott
<|ref|>tex... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[148, 195, 840, 800]]<|/det|> | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>title<|/ref|><|det|>[[50, 127, 666, 168]]<|/det|>
Risk Assessment and Treatment | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[339, 120, 940, 160]]<|/det|>
Momentum has been used | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>title<|/ref|><|det|>[[63, 123, 677, 163]]<|/det|>
# Risk Assessment and Treatment
<|ref|>text<|/ref|><|det|>[[65, 333, 157, 354]]<|/det|>
Edited by
<|ref|>text<|/ref|><|det|>[[65, 382, 455, 405]]<|/det|>
Michael W. Elliott, CPCU, ARM, AIAF, MBA | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[63, 180, 496, 214]]<|/det|>
© 2017 American Institute For Chartered Property Casualty Underwriters
<|ref|>text<|/ref|><|det|>[[63, 220, 627, 253]]<|/det|>
All rights reserved. This book or any part thereof may not be reproduced without the written permission of the copyright holder.
<|... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[61, 109, 245, 143]]<|/det|>
## Foreword
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The Institutes are the trusted leader in delivering proven knowledge solutions that drive powerful business results for the risk management and propertycasualty insurance industry. For mor... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[293, 108, 914, 234]]<|/det|>
Ethics—Ethical behavior is crucial to preserving not only the trust on which insurance transactions are based, but also the public's trust in our industry as a whole. All Institutes designations now have an ethics requirement, which is delivered online and free o... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[60, 112, 207, 147]]<|/det|>
## Preface
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Risk Assessment and Treatment is the assigned textbook for the ARM 55 course in The Institutes' Associate in Risk Management (ARM) designation program. This text provides learners with a br... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[0, 0, 999, 1005]]<|/det|> | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[54, 116, 289, 152]]<|/det|>
## Contributors
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The Institutes acknowledge with deep appreciation the contributions made to the content of this text by the following persons:
<|ref|>text<|/ref|><|det|>[[54, 255, 479, 330]]<|/det|... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[0, 0, 999, 1005]]<|/det|> | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[54, 115, 225, 150]]<|/det|>
# Contents
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## Assignment 1
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Introduction to Risk Assessment and Treatment
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Overvie... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>table<|/ref|><|det|>[[292, 108, 930, 880]]<|/det|>
<table><tr><td>Assignment 6</td><td></td><td></td><td></td></tr><tr><td>Legal and Regulatory Risk</td><td>6.1</td><td></td><td></td></tr><tr><td>Basis for Legal and Regulatory Risk</td><td>6.3</td><td></td><td></td></tr><tr><td>Legal and Regulatory Risk Consequ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[52, 129, 262, 168]]<|/det|>
## Segment A
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Assignment 1 Introduction to Risk Assessment and Treatment
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Assignment 2 Root Cause Analysis
<|ref|>text<|/ref|><|det|>[[52, 3... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[0, 0, 999, 1005]]<|/det|> | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[52, 245, 550, 312]]<|/det|>
## Introduction to Risk Assessment and Treatment
<|ref|>sub_title<|/ref|><|det|>[[66, 352, 270, 371]]<|/det|>
## Educational Objectives
<|ref|>text<|/ref|><|det|>[[52, 390, 575, 410]]<|/det|>
After learning the content of this assignment, you should be ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[0, 0, 999, 997]]<|/det|>
# 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1 1. 1. 1. 1. 1. 1. 1. 1. 1. 1 | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[50, 105, 660, 188]]<|/det|>
## Introduction to Risk Assessment and Treatment
<|ref|>sub_title<|/ref|><|det|>[[50, 247, 508, 275]]<|/det|>
## OVERVIEW OF RISK ASSESSMENT
<|ref|>text<|/ref|><|det|>[[50, 279, 677, 317]]<|/det|>
The risk assessment process provides information regardi... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[108, 151, 251, 170]]<|/det|>
## Risk Quadrants
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<|ref|>text<|/ref|><|det|>[[120, 485, 891, 530]]<|/det|>
Note: The above risk classifications are general and not meant to cover every risk faced by an organization. There can ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[45, 115, 675, 310]]<|/det|>
It is also important that those involved in the risk assessment process understand the tools and techniques available for assessing and treating risk. These tools and techniques vary based on the needs of an organization and can be qualitative or quantitative. The... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[295, 110, 491, 131]]<|/det|>
## Risk Identification
<|ref|>text<|/ref|><|det|>[[295, 133, 923, 223]]<|/det|>
Risk identification involves reviewing all aspects of the internal and external environments to identify events that could either improve or inhibit the organization's achieve... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[52, 112, 630, 171]]<|/det|>
## CATEGORIES OF RISK IDENTIFICATION AND ANALYSIS TECHNIQUES
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Many types of techniques are available to identify and analyze risks. The technique used depends on the nature of the risk, the amount of d... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>table<|/ref|><|det|>[[291, 110, 912, 580]]<|/det|>
<table><tr><td colspan="2">Categories of Risk Identification and Analysis Techniques</td></tr><tr><td>Category</td><td>Examples</td></tr><tr><td>Questionnaires and Checklists</td><td>Risk analysis questionnaires<br>Insurance coverage checklists</td></tr><tr><td... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[50, 113, 682, 205]]<|/det|>
advantages of this approach include a wider range of opinions, gained because of respondents' anonymity, and the ability to use widely dispersed experts because the panel does not meet in person. A possible disadvantage is that the process can be time- consuming. ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[298, 110, 919, 236]]<|/det|>
areas to study a process or procedure and examine how failures may result in a hazard. An important feature is the use of guide words that are appropriate for the process under consideration. For example, the terms "more" and "less" could be chosen to identify de... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[44, 117, 647, 189]]<|/det|>
competitors in the market. Using this approach, a team forms and considers changes or major trends; then it develops various scenarios and possible outcomes related to these changes. Based on these outcomes, the team can identify, analyze, and evaluate risks.
<... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[280, 111, 923, 500]]<|/det|>
<|ref|>text<|/ref|><|det|>[[295, 530, 920, 601]]<|/det|>
Additionally, distribution costs have increased by 10 percent. The organization is expanding its product line and will need to build another plant. It is considering whether to locate the new plant in A... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[44, 115, 671, 223]]<|/det|>
networks can capture many types of vital information, including environmental conditions, worker health and safety, incomplete shipments, temperature, and humidity levels. This information can be further analyzed using algorithms based on artificial intelligence o... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[296, 111, 700, 130]]<|/det|>
Available risk treatment techniques include these:
<|ref|>text<|/ref|><|det|>[[297, 138, 707, 244]]<|/det|>
Avoid the risk Modify the likelihood and/or impact of the risk Transfer the risk Retain the risk Exploit the risk
<|ref|>text<|/ref|><|det|>[[297, 25... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[45, 116, 378, 142]]<|/det|>
## Risk Treatment Techniques
<|ref|>text<|/ref|><|det|>[[45, 146, 670, 270]]<|/det|>
Risk treatment techniques apply to hazard, operational, financial, and strategic risks. In general, available risk treatment options fall into the categories of avoidance,... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[85, 150, 185, 164]]<|/det|>
## Loss prevention
<|ref|>text<|/ref|><|det|>[[85, 168, 255, 211]]<|/det|>
A risk control technique that reduces the frequency of a particular loss.
<|ref|>sub_title<|/ref|><|det|>[[85, 237, 177, 250]]<|/det|>
## Loss reduction
<|ref|>text<|/ref|><|d... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[45, 114, 519, 173]]<|/det|>
## TRADITIONAL ACCIDENT ANALYSIS TECHNIQUES
<|ref|>text<|/ref|><|det|>[[45, 178, 650, 232]]<|/det|>
Accident analysis techniques assist risk management professionals in determining possible causes of accidents to help select appropriate risk control techni... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[293, 110, 925, 600]]<|/det|>
<|ref|>image_caption<|/ref|><|det|>[[295, 603, 912, 636]]<|/det|>
<center>U.S. Department of Labor, Mine Safety and Health Administration, Accident Investigation, Safety Manual No. 10, p. 2. [DA08748] </center>
<|ref|>sub_title<|/ref|><|det|>[[295, 648, 690, ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[45, 116, 671, 189]]<|/det|>
the injury or illness will prevent that injury or illness. Removal of the third domino, the unsafe act and/or mechanical or physical hazard, is usually the best way to break the accident sequence and prevent injury or illness. See the exhibit "Sequence of Events (... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[296, 112, 546, 136]]<|/det|>
## Energy Transfer Theory
<|ref|>text<|/ref|><|det|>[[84, 142, 257, 277]]<|/det|>
Energy transfer theoryAn approach to accident causation that views accidents as energy that is released and that affects objects, including living things, in amounts or at r... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[43, 115, 648, 153]]<|/det|>
This view of the root causes of accidents led Petersen to establish five basic principles of risk control:
<|ref|>text<|/ref|><|det|>[[44, 160, 658, 370]]<|/det|>
An unsafe act, an unsafe condition, and an accident are all symptoms of something wrong in the man... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[297, 111, 923, 220]]<|/det|>
depends partially on the automobile's weight. Change analysis can evaluate the safety implications of switching from gasoline to hybrid engines, changing the weight of the vehicles, and using various combinations of weight changes and hybrid engine options. This ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[42, 115, 653, 152]]<|/det|>
produce the breakdown) and suggest cost- effective ways of preventing these system failures.
<|ref|>text<|/ref|><|det|>[[42, 160, 655, 232]]<|/det|>
The system safety approach differs from traditional accident causation approaches that focus on unsafe acts or c... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[295, 110, 905, 148]]<|/det|>
failure of any subsystem can endanger other subsystems and systems (including the entire organization).
<|ref|>text<|/ref|><|det|>[[296, 154, 907, 245]]<|/det|>
Systems are powered or moved by energy sources. For example, electricity is required to operate an ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[74, 116, 666, 170]]<|/det|>
responsibility exists within the organization, management's commitment to safety, and employee empowerment to raise issues and stop or refuse to work if a hazardous condition is detected.
<|ref|>text<|/ref|><|det|>[[47, 172, 671, 227]]<|/det|>
- The socioeconom... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[87, 114, 201, 128]]<|/det|>
## Operational phase
<|ref|>text<|/ref|><|det|>[[86, 133, 250, 176]]<|/det|>
A phase in the life of a system when the system is implemented.
<|ref|>sub_title<|/ref|><|det|>[[87, 254, 181, 268]]<|/det|>
## Disposal phase
<|ref|>text<|/ref|><|det|>[[86... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[42, 116, 655, 152]]<|/det|>
to loss control programs. See the exhibit "Loss Control Techniques for Each System."
<|ref|>table<|/ref|><|det|>[[44, 160, 671, 494]]<|/det|>
<table><tr><td colspan="2">Loss Control Techniques for Each System</td></tr><tr><td>System/Component</td><td>Possible Lo... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[300, 111, 748, 170]]<|/det|>
## LOSS CONTROL TECHNIQUES FOR HAZARD RISK
<|ref|>text<|/ref|><|det|>[[301, 173, 917, 263]]<|/det|>
Hazard risks are pure risks that arise from property, liability, or personnel loss exposures and are generally the subject of insurance. Once the causes of... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[46, 110, 678, 218]]<|/det|>
retailers. Despite its inherent difficulties, avoidance should be considered when the expected value of the losses from an activity outweighs the expected benefits of that activity. For example, a toy manufacturer might decide not to produce a particular toy becau... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[296, 110, 923, 182]]<|/det|>
reduction does for the severity of losses. To assess loss reduction opportunities, risk management professionals must assume that an accident has occurred and then consider what could have been done, either before or after the accident, to reduce the size or exte... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[48, 108, 675, 199]]<|/det|>
smaller. The distinction between separation and duplication is how often the organization will be relying on the asset or activity. Duplication is appropriate if an entire asset or activity is so important that the consequence of its loss justifies the expense and... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[299, 110, 920, 184]]<|/det|>
simply to reduce the severity of losses to the first warehouse. However, if an organization is considering building a second warehouse to expand production, the risk management benefits of a second warehouse can strengthen the argument in favor of the expansion. ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[46, 108, 660, 163]]<|/det|>
analysis, strategy analysis, and emerging technologies and smart products. Several of these techniques are often used throughout the risk identification and analysis process.
<|ref|>text<|/ref|><|det|>[[47, 170, 674, 261]]<|/det|>
The risk treatment process inv... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[0, 0, 997, 997]]<|/det|>
# 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1 1. 1. 1. 1. 1. 1. 1. 1. 1. 1 | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[48, 242, 360, 275]]<|/det|>
## Root Cause Analysis
<|ref|>sub_title<|/ref|><|det|>[[60, 312, 264, 332]]<|/det|>
## Educational Objectives
<|ref|>text<|/ref|><|det|>[[48, 351, 569, 371]]<|/det|>
After learning the content of this assignment, you should be able to:
<|ref|>text<|/... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[0, 0, 999, 1005]]<|/det|> | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[50, 118, 432, 159]]<|/det|>
## Root Cause Analysis
<|ref|>sub_title<|/ref|><|det|>[[50, 240, 621, 268]]<|/det|>
## INTRODUCTION TO ROOT CAUSE ANALYSIS
<|ref|>text<|/ref|><|det|>[[50, 273, 667, 309]]<|/det|>
Determination of an accident's root cause allows organizations to discern ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[300, 110, 925, 272]]<|/det|>
- A root cause must be expressed as something that can be modified. For example, weather conditions or an earthquake could not be considered root causes because such events are beyond human control. In the machine guard example, the root cause could conceivably b... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[48, 110, 556, 137]]<|/det|>
## Steps in the Root Cause Analysis Process
<|ref|>text<|/ref|><|det|>[[48, 140, 675, 177]]<|/det|>
The RCA process is a systematic way to determine root cause. See the exhibit "Steps in the Root Cause Analysis Process."
<|ref|>image<|/ref|><|det|>[[48,... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[303, 114, 911, 169]]<|/det|>
The first step in the RCA process is data collection. Root causes associated with an event cannot be identified without complete information about the surrounding circumstances, facts, and causes.
<|ref|>text<|/ref|><|det|>[[92, 180, 201, 195]]<|/det|>
Causal ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[42, 110, 660, 185]]<|/det|>
The first step is to collect data by taking statements from George, the other driver, witnesses, and first responders. They investigated the accident scene to determine road conditions. The delivery truck brakes were examined by a mechanic to determine if they wer... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[120, 130, 900, 750]]<|/det|>
<|ref|>text<|/ref|><|det|>[[298, 777, 907, 831]]<|/det|>
The fourth step in the process is to develop recommendations that management can implement to prevent the event from recurring. See the exhibit "Root Cause Summary Table." | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[68, 145, 330, 166]]<|/det|>
## Root Cause Summary Table
<|ref|>table<|/ref|><|det|>[[70, 174, 864, 664]]<|/det|>
<table><tr><td></td><td>Determinations From Root Cause Map</td><td>Recommendations</td></tr><tr><td>Causal Factor 1</td><td></td><td></td></tr><tr><td rowspan="4">Descrip... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[87, 114, 186, 129]]<|/det|>
## Effects analysis
<|ref|>text<|/ref|><|det|>[[87, 133, 255, 177]]<|/det|>
Effects analysisThe study of a failure's consequences to determine a risk event's root cause(s).
<|ref|>sub_title<|/ref|><|det|>[[87, 205, 183, 219]]<|/det|>
## Indenture level ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[55, 108, 680, 370]]<|/det|>
<|ref|>text<|/ref|><|det|>[[50, 375, 111, 389]]<|/det|>
[DA08788]
<|ref|>text<|/ref|><|det|>[[48, 404, 664, 441]]<|/det|>
FMEA can be followed by a criticality analysis. These four categories of failures are used in criticality analysis:
<|ref|>text<|/re... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[300, 115, 930, 600]]<|/det|>
<|ref|>sub_title<|/ref|><|det|>[[92, 720, 155, 735]]<|/det|>
## Criticality
<|ref|>text<|/ref|><|det|>[[92, 738, 266, 841]]<|/det|>
A product of the risk priority number elements of consequence and occurrence used to determine the relative risk of a failur... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>sub_title<|/ref|><|det|>[[66, 147, 248, 169]]<|/det|>
## Criticality Example
<|ref|>text<|/ref|><|det|>[[66, 176, 252, 194]]<|/det|>
\(\mathrm{C} =\) Consequence rankings
<|ref|>text<|/ref|><|det|>[[66, 199, 240, 215]]<|/det|>
\(\mathrm{O} =\) Occurrence rankings
<|ref|>text<|/ref|><|det|>[[66, 220, 226... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>table<|/ref|><|det|>[[120, 175, 911, 710]]<|/det|>
<|ref|>table_caption<|/ref|><|det|>[[115, 152, 255, 173]]<|/det|>
FMEA Example
<table><tr><td>Function</td><td>Potential Failure Mode</td><td>Potential Effect(s) of Failure</td><td>C</td><td>Potential Cause(s) of Failure</td><td>Current Process Controls</td>... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>text<|/ref|><|det|>[[45, 110, 464, 130]]<|/det|>
These are the disadvantages associated with FMEA:
<|ref|>text<|/ref|><|det|>[[45, 137, 668, 305]]<|/det|>
- When used as a top-down tool, FMEA may only identify major failure modes in a system.- Other analysis methods might be better suited for this type of ana... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>image<|/ref|><|det|>[[310, 110, 911, 730]]<|/det|>
<|ref|>image_footnote<|/ref|><|det|>[[295, 730, 925, 763]]<|/det|>
<center>Source: Dan Peterson, Techniques of Safety Management: A Systems Approach, 4th edition (Des Plaines, Ill.: American Society of Safety Engineers, 2003), p. 161. [DA01461] </center>
<|re... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... | |
<|ref|>equation<|/ref|><|det|>[[245, 110, 483, 190]]<|/det|>
\[{\rho(S\mathrm{and}T\mathrm{and}U)=\rho(S)\times\rho(T)\times\rho(U)}\] \[{=.15\times.20\times.30}\] \[{=.009}\]
<|ref|>text<|/ref|><|det|>[[46, 195, 678, 355]]<|/det|>
An "or" gate requires calculating the probability that any one or more of the events ... | [{"model_id": "deepseek-ai/DeepSeek-OCR", "model_name": "DeepSeek-OCR", "column_name": "markdown", "timestamp": "2026-02-21T22:08:38.200903", "prompt_mode": "document", "batch_size": 8, "max_tokens": 8192, "gpu_memory_utilization": 0.8, "max_model_len": 8192, "script": "deepseek-ocr-vllm.py", "script_url": "https://hug... |
End of preview. Expand in Data Studio
Document OCR using DeepSeek-OCR
This dataset contains markdown-formatted OCR results from images in andesco/risk-assessment-treatment-images using DeepSeek-OCR.
Processing Details
- Source Dataset: andesco/risk-assessment-treatment-images
- Model: deepseek-ai/DeepSeek-OCR
- Number of Samples: 378
- Processing Time: 12.0 min
- Processing Date: 2026-02-21 22:08 UTC
Configuration
- Image Column:
image - Output Column:
markdown - Dataset Split:
train - Batch Size: 8
- Max Model Length: 8,192 tokens
- Max Output Tokens: 8,192
- GPU Memory Utilization: 80.0%
Model Information
DeepSeek-OCR is a state-of-the-art document OCR model that excels at:
- LaTeX equations - Mathematical formulas preserved in LaTeX format
- Tables - Extracted and formatted as HTML/markdown
- Document structure - Headers, lists, and formatting maintained
- Image grounding - Spatial layout and bounding box information
- Complex layouts - Multi-column and hierarchical structures
- Multilingual - Supports multiple languages
Dataset Structure
The dataset contains all original columns plus:
markdown: The extracted text in markdown format with preserved structureinference_info: JSON list tracking all OCR models applied to this dataset
Usage
from datasets import load_dataset
import json
# Load the dataset
dataset = load_dataset("{{output_dataset_id}}", split="train")
# Access the markdown text
for example in dataset:
print(example["markdown"])
break
# View all OCR models applied to this dataset
inference_info = json.loads(dataset[0]["inference_info"])
for info in inference_info:
print(f"Column: {{info['column_name']}} - Model: {{info['model_id']}}")
Reproduction
This dataset was generated using the uv-scripts/ocr DeepSeek OCR vLLM script:
uv run https://huggingface.co/datasets/uv-scripts/ocr/raw/main/deepseek-ocr-vllm.py \\
andesco/risk-assessment-treatment-images \\
<output-dataset> \\
--image-column image
Performance
- Processing Speed: ~0.5 images/second
- Processing Method: Batch processing with vLLM (2-3x speedup over sequential)
Generated with UV Scripts
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