Standard Operating Procedures for Blood Collection Nurses: Posture and Hand Trajectory Dataset

#action recognition #hand trajectory tracking #posture analysis #nursing training #medical surgery guidance #robot surgery simulation
  • 500 records
  • 1.6G
  • MP4
  • CC-BY-NC-SA 4.0
  • MOBIUSI INCMOBIUSI INC
Updated:2026-02-04

AI Analysis & Value Prop

In modern healthcare systems, the blood collection skills of nurses are a fundamental yet crucial aspect. Due to variations in operational levels among nurses, non-standard operations can affect patient experience and medical efficiency. Current training is often limited to simulated patients or theoretical teaching, lacking standardized practical operation guidance. This dataset aims to provide data support for medical training and smart robot development by recording nurses' standard postures and hand trajectories during blood collection via video. The data is collected in real hospital environments using high-frame-rate cameras, covering the actual operations of multiple professional nurses. Data quality is strictly controlled, undergoing multiple rounds of annotation and consistency checks to ensure accuracy and completeness. Annotation is performed by a professional team with nursing backgrounds, consisting of 20 people. Data preprocessing includes denoising, lens correction, video segmentation, and action classification. The final data is stored in MP4 format, organized by operational steps.

Dataset Insights

Sample Examples

4f693337**.mp4|720*1280|23.99 MB

9112e926**.mp4|720*1280|18.90 MB

d16ddd42**.mp4|576*1024|1.87 MB

Technical Specifications

FieldTypeDescription
file_namestringFile name
durationstringDuration
qualitystringResolution
nurse_idstringA unique identifier for the nurse performing the blood collection procedure.
patient_positionstringA description of the patient's specific body position and posture during blood collection.
nurse_posturestringThe body posture of the nurse during the blood collection procedure.
hand_trajectory_pointsjsonA set of data points representing hand movement trajectories during the blood collection process.
glove_usagebooleanIndicates whether the nurse is wearing gloves during the blood collection process.
light_conditionstringA description of the lighting conditions in the blood collection environment.
tool_visibilitybooleanIndicates the visibility of tools (e.g., syringe, swab) used during the blood collection process.
surface_cleanlinessstringA description of the cleanliness level of the surface used for blood collection.

Compliance Statement

Authorization TypeCC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike)
Commercial UseRequires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and AnonymizationNo PII, no real company names, simulated scenarios follow industry standards
Compliance SystemCompliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

Frequently Asked Questions

Which medical and health research fields is this dataset suitable for?
This dataset is suitable for research in posture analysis, hand trajectory tracking, and nursing process optimization in the medical and health fields.
How to use this dataset for posture analysis?
You can analyze the posture of each step by capturing nursing actions in the video to optimize and standardize the nurse blood collection operation process.
How is the hand trajectory data in this dataset acquired?
Hand trajectory data can be extracted from the video through image processing and video analysis techniques to study operation details and efficiency.
How does this dataset assist in optimizing blood collection nurses' procedures?
By analyzing operational steps in the video, improvement points can be identified to enhance the efficiency and accuracy of blood collection procedures by nurses.
What are the key nursing procedures included in the dataset?
The dataset includes the complete process from preparing equipment to blood sample collection, including steps such as disinfection, puncture, and hemostasis.

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Cite this Work

@dataset{Mobiusi2026,
  title={Standard Operating Procedures for Blood Collection Nurses: Posture and Hand Trajectory Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/07ccf74aae371d71fbea334a7b7e4919},
  urldate={2026-02-04},
  keywords={blood collection nurse, hand trajectory, posture analysis, medical video dataset},
  version={1.0}
}

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