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0 | Introduction. Depressive disorder is one of the most widespread forms of mental disorders which lead to a significant public health concern, such as disability, suicide, and so on. Its etiology remains vague but it is believed that depressive disorder is a multifactorial disease which is induced by the interaction of s... | [
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1 | Effects of different nose types on class II treatments for female patients. BACKGROUND: The aim of this study was to evaluate the effect of different nose types on the perception of facial aesthetics following camouflage treatment and orthognathic surgery for skeletal class II female patients.METHODS: A pre-treatment p... | [
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2 | [Effect of moxibustion pretreatment at different time on ovarian function in rats with dimini-shed ovarian reserve]. OBJECTIVE: To observe the effect of moxibustion pretreatment at different time on serum hormone levels in diminished ovarian reserve (DOR) rats, so as to explore its protective mechanisms.METHODS: Forty ... | [
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3 | [Effect of electroacupuncture or moxibustion of "Tianshu" (ST25) on intragastric pressure in rats]. OBJECTIVE: To observe the effect of electroacupunctur (EA) and moxibustion of left or right "Tian-shu" (ST25) on intragastric pressure (IGP) in normal rats.METHODS: Twenty male SD rats were equally and randomly divided i... | [
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4 | [Analysis on the distribution of pressure- and heat-sensitive acupoints in patients with allergic rhinitis]. OBJECTIVE: To explore the distribution of pressure- and heat-sensitive acupoints of the Large Intestine of Hand-Yangming, Stomach Meridian of Foot-Yangming and the Lung Meridian of Hand-Taiyin below the elbow an... | [
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5 | [Effect of "Buqi Yixue" needling on neurological function and nerve conduction velocity in patients with diabetic peripheral neuropathy]. OBJECTIVE: To observe the efficacy of "Buqi Yixue "needling on clinical symptoms, neurological function and nerve conduction velocity in patients with diabetic peripheral neuropathy.... | [
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6 | [Influence of different courses of electroacupuncture treatment on compliance and therapeutic outcome of patients with cervical type cervical spondylosis: a small-sample randomized controlled trial]. OBJECTIVE: To investigate the influence of different courses of electroacupuncture treatment on the compliance and thera... | [
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7 | [Effect of "Yinqi Guiyuan" needling on primary insomnia]. OBJECTIVE: To observe the clinical effect of "Yinqi Guiyuan" needling in the treatment of primary insomnia.METHODS: A total of 79 primary insomnia outpatients were randomly divided into treatment group (n=40) and control group (n=39). The patients in the control... | [
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8 | "[A modified device for transcutaneous electrical auricular concha stimulation in rats]. In the pres(...TRUNCATED) | [0.03656454011797905,0.009432254359126091,0.10014492273330688,-0.004774351138621569,-0.0011644758051(...TRUNCATED) |
9 | "Experimental transmission of infectious spleen and kidney necrosis virus (ISKNV) from freshwater or(...TRUNCATED) | [-0.012377495877444744,0.023897146806120872,0.013174067251384258,-0.04926488548517227,0.060539435595(...TRUNCATED) |
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BioASQ-BEIR Vector Database Dataset (1024d, 1M)
Generated embeddings dataset for vector database training and evaluation.
Dataset Summary
This dataset contains 1,000,000 text samples with vector embeddings (1024 dimensions) generated from the BioASQ-BEIR dataset using Qwen/Qwen3-Embedding-8B.
Dataset Structure
- Base dataset: 1,000,000 samples with embeddings
- Embedding dimension: 1024
Repository Structure
parquet/
base.parquet- Main dataset with text and embeddings
Usage
from datasets import load_dataset
dataset = load_dataset("maknee/bioasq_bier_1024_1m")
base_data = dataset["train"]
import numpy as np
embeddings = np.array(base_data["embedding"])
texts = base_data["text"]
Dataset Information
- Source: BioASQ-BEIR
- Size: 1,000,000 samples
- Dimension: 1024
- Format: Parquet
Citation
@dataset{huggingface_embeddings_maknee_bioasq_bier_1024_1m,
title={BioASQ-BEIR Vector Database Embeddings Dataset},
author={Henry Zhu},
year={2026},
url={https://huggingface.co/datasets/maknee/bioasq_bier_1024_1m}
}
License
MIT License.
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