高催乳素血症MRI原始数据集
2012-2021年加拿大轻度高催乳素血症患者MRI检查回顾性数据,评估过早进行MRI的比例。

基本信息
资源简介
高催乳素血症MRI原始数据集
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集,收录 1 个文件、合计 333.95 KB,主题涵盖 statistically significant difference、spurious elevation prior、second prolactin measurement、retrospective chart review、repeat prolactin level,可用于统计建模、特征工程与队列分析,CC BY 4.0 许可开放获取。
【数据集背景】
本数据集源站标题为《File containing raw dataset.》。源站首次发布:2026-04-08。
【数据内容】
源站原始描述:Background Hyperprolactinemia is a common biochemical finding detected in primary care, and guidelines suggest confirmation with a second prolactin measurement to rule out spurious elevation prior to further workup. Premature magnetic resonance imaging (MRI) is a costly potential consequence of improperly worked-up hyperprolactinemia. We aimed to quantify the proportion of prematurely ordered MRI for isolated hyperprolactinemia without confirmation. Methods A retrospective chart review was perfo…
【数据结构与技术规格】
文件数 1 个,合计 333.95 KB。pone.0346134.s001.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,333.95 KB。数据集 DOI:10.1371/journal.pone.0346134.s001。
【主题与分类】
源站学科分类:Medicine、Cell Biology、Neuroscience、Physiology、Biotechnology、Developmental Biology。主题标签:statistically significant difference、spurious elevation prior、second prolactin measurement、retrospective chart review、repeat prolactin level、healthcare system burden、guidelines suggest confirmation、generates incidental findings、costly potential consequence、males &# 8805。
【适用方向】
结构化表格数据可直接用于统计建模、特征工程与队列分析。
【获取与许可】
源站页面:https://plos.figshare.com/articles/dataset/_p_File_containing_raw_dataset_p_/31966054
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Mann, Jennifer A.; Galloway, Jared; Ghaznavi, Sana; Campbell, David J. T.; Lysack, John; Lithgow, Kirstie (2026). File containing raw dataset.. PLOS ONE. Dataset
下载信息
注册下载
需要注册 Kaggle 账号并登录后下载,适合需要跟踪下载记录和使用 API 的用户。
暂未开放公开下载
无需注册即可直接获取公开样本或文档,适合快速预览和评估数据集质量。
免登录有偿下载
公开数据集受托下载与技术交付服务。
提供高速下载与技术交付服务(收技术服务费,非数据销售)
暂未开放当前数据集主要来源为 Kaggle 公开托管,完整影像包建议通过原始链接或 Kaggle API 获取。
使用方式
数据集获取(Figshare)
- 源站标题:<p>File containing raw dataset.</p>
- DOI:10.1371/journal.pone.0346134.s001
- 发布日期:2026-04-08
- 文件数:1 个
- 文件总体积:333.95 KB
- 源站页面:https://plos.figshare.com/articles/dataset/_p_File_containing_raw_dataset_p_/31966054
命令行下载
curl -L -o "pone.0346134.s001.xlsx" "https://ndownloader.figshare.com/files/63566164"
文件清单
pone.0346134.s001.xlsx(333.95 KB)
文件总体积 333.95 KB(源站 API 实测)。
数据加载示例(图像类)
from PIL import Image
import glob, os
files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
+ glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
+ glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)
# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path) # 要求 子目录=类别
目录组织与标注格式以源站说明和下载后实际文件为准。
数据说明
Background
Hyperprolactinemia is a common biochemical finding detected in primary care, and guidelines suggest confirmation with a second prolactin measurement to rule out spurious elevation prior to further workup. Premature magnetic resonance imaging (MRI) is a costly potential consequence of improperly worked-up hyperprolactinemia. We aimed to quantify the proportion of prematurely ordered MRI for isolated hyperprolactinemia without confirmation.
Methods
A retrospective chart review was performed between 2012–2021 in Alberta, Canada. We identified cases of mildly elevated serum prolactin (18 years who underwent MRI brain or sella following prolactin measurement. MRI was classified as “clinically appropriate” or “premature” based on clinical indication. Clinically appropriate and premature groups were compared based on patient age, sex, and scan year.
Results
We identified 1,730 cases meeting inclusion criteria with a single prolactin measurement prior to MRI; over half (56.1%, n = 970) were categorized as “premature.” Of the MRIs in the premature cohort, 39.4% (n = 382) reported at least one abnormal finding, most commonly microadenoma (n = 200). There was no statistically significant difference between premature and clinically appropriate groups for patient sex (p = 0.12) or year of MRI (p = 0.35), but patients in the premature group were significantly older (p Conclusions
MRI for investigation of mild hyperprolactinemia is often ordered prematurely without confirmation by repeat prolactin level and generates incidental findings of uncertain clinical significance to the presenting issue. To reduce patient stress and healthcare system burden, providers should ensure proper workup of hyperprolactinemia with repeat prolactin measurement prior to ordering MRI.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0346134.s001(source: https://plos.figshare.com/articles/dataset/_p_File_containing_raw_dataset_p_/31966054)。
数据缺失?
依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。
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