基于 1963 年至 2023 年 PubMed 摘要的司法健康研究人口特征:文本挖掘研究。

IF 2 Q3 HEALTH CARE SCIENCES & SERVICES JMIR Formative Research Pub Date : 2024-11-22 DOI:10.2196/60878
Wilson Lukmanjaya, Tony Butler, Patricia Taflan, Paul Simpson, Natasha Ginnivan, Iain Buchan, Goran Nenadic, George Karystianis
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引用次数: 0

摘要

背景:流行病犯罪学(或司法健康研究)领域是在过去十年中兴起的,研究公共卫生和司法系统之间的交叉问题。为确保研究工作重点突出、公平公正,对该领域的成果进行反思并弥补知识差距非常重要:本研究旨在考察大量已发表成果样本中被研究人群的特征,并找出研究差距和偏差:方法:对 1963 年至 2023 年发表的 34,481 篇 PubMed 摘要采用基于规则的文本挖掘方法,以识别 4 种人群特征(性别、年龄、罪犯类型和国籍):我们在随机抽样的 100 篇 PubMed 摘要中评估了我们的方法。在 4 个特征中,微观精确度为 94.3%,微观召回率为 85.9%,微观 F1 分数为 89.9%。34,481 篇摘要中有一半(n=17,039,49.4%)没有提及任何特征,只有 1.3%(n=443)报告了性别、年龄、罪犯类型和国籍。在 5170 份(14.9%)报告年龄的摘要中,3581 份(69.3%)提到了年轻人(18 岁以下),3037 份(58.7%)提到了成年人。自 1990 年以来,报告纯女性人群的研究有所增加,到 2023 年,这些研究几乎占研究成果的一半(105/216,48.6%),而纯男性人群的研究成果仅占 33.3%(72/216)。北欧国家(瑞典、挪威、芬兰和丹麦)的论文摘要数量与监禁人口数量成正比。患有精神疾病的罪犯是最常见的关注群体(840/4814,17.4%),从 1990 年开始有所增加:结论:尽管女性占被监禁人口的 5%,但有关女性人口的研究报告有所增加,超过了涉及男性的研究报告;这表明对男性囚犯的研究不足。尽管有人呼吁司法健康领域应更多地关注年轻人,但我们的研究结果显示,在报告年龄的摘要中,大多数都提到了年龄在 35 岁以下的人群。
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Population Characteristics in Justice Health Research Based on PubMed Abstracts From 1963 to 2023: Text Mining Study.

Background: The field of epidemiological criminology (or justice health research) has emerged in the past decade, studying the intersection between the public health and justice systems. To ensure research efforts are focused and equitable, it is important to reflect on the outputs in this area and address knowledge gaps.

Objective: This study aimed to examine the characteristics of populations researched in a large sample of published outputs and identify research gaps and biases.

Methods: A rule-based, text mining method was applied to 34,481 PubMed abstracts published from 1963 to 2023 to identify 4 population characteristics (sex, age, offender type, and nationality).

Results: We evaluated our method in a random sample of 100 PubMed abstracts. Microprecision was 94.3%, with microrecall at 85.9% and micro-F1-score at 89.9% across the 4 characteristics. Half (n=17,039, 49.4%) of the 34,481 abstracts did not have any characteristic mentions and only 1.3% (n=443) reported sex, age, offender type, and nationality. From the 5170 (14.9%) abstracts that reported age, 3581 (69.3%) mentioned young people (younger than 18 years) and 3037 (58.7%) mentioned adults. Since 1990, studies reporting female-only populations increased, and in 2023, these accounted for almost half (105/216, 48.6%) of the research outputs, as opposed to 33.3% (72/216) for male-only populations. Nordic countries (Sweden, Norway, Finland, and Denmark) had the highest number of abstracts proportional to their incarcerated populations. Offenders with mental illness were the most common group of interest (840/4814, 17.4%), with an increase from 1990 onward.

Conclusions: Research reporting on female populations increased, surpassing that involving male individuals, despite female individuals representing 5% of the incarcerated population; this suggests that male prisoners are underresearched. Although calls have been made for the justice health area to focus more on young people, our results showed that among the abstracts reporting age, most mentioned a population aged <18 years, reflecting a rise of youth involvement in the youth justice system. Those convicted of sex offenses and crimes relating to children were not as researched as the existing literature suggests, with a focus instead on populations with mental illness, whose rates rose steadily in the last 30 years. After adjusting for the size of the incarcerated population, Nordic countries have conducted proportionately the most research. Our findings highlight that despite the presence of several research reporting guidelines, justice health abstracts still do not adequately describe the investigated populations. Our study offers new insights in the field of justice health with implications for promoting diversity in the selection of research participants.

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来源期刊
JMIR Formative Research
JMIR Formative Research Medicine-Medicine (miscellaneous)
CiteScore
2.70
自引率
9.10%
发文量
579
审稿时长
12 weeks
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