Prediction of the severity of child abuse using nationwide survey data from Child Guidance Centers in Japan: focus on infancy and preschool age

Yasukazu Ogai, Ryoko Nakajima-Yamaguchi, Hirotsuna Ohashi, Kentaro Niwa, Toyoo Sakurayama, Nobuaki Morita
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Abstract

The present study conducted a secondary data analysis of a comprehensive survey from Child Guidance Centers in Japan to identify factors that are associated with child abuse severity in infancy (0–3 years, 1,868 cases) and preschool age (4–6 years, 1,529 cases). A predictive model for abuse severity was developed.The data originated from a nationwide survey that was conducted in April 2013, consisting of details of abuse cases, including child characteristics, abuser attributes, and family situation. Abuse severity was assessed on a five-level scale (suspected, mild, moderate, severe, and life-threatening) that was converted into a binary outcome. Logistic regression analysis was used to create a predictive model using two-thirds of the data, which was validated with the remaining third of the data.As a result, in infancy, risks of severity increased with younger age of the abused child, physical abuse, neglect, witnessing domestic violence, and the involvement of Child Guidance Centers or hospitals in detection. The abuser's mental problems and cumulative child damage contributed to severity. For preschool age, similar factors applied, with additional risks that included abuse overlap and guardian separation. Cumulative abuser issues and child physical damage impacted severity. Validation yielded moderate prediction accuracy (areas under the curve: 0.703 and 0.714).
利用日本儿童指导中心的全国调查数据预测虐待儿童的严重程度:重点关注婴儿和学龄前儿童
本研究对日本儿童指导中心的一项综合调查进行了二次数据分析,以确定与婴儿期(0-3 岁,1,868 例)和学龄前期(4-6 岁,1,529 例)儿童虐待严重程度相关的因素。数据来源于 2013 年 4 月进行的一项全国性调查,其中包括虐待案例的详细信息,包括儿童特征、施虐者属性和家庭状况。虐待严重程度按五级量表(疑似、轻度、中度、重度和危及生命)进行评估,并转换为二元结果。结果显示,在婴儿期,受虐儿童年龄越小、遭受身体虐待、被忽视、目睹家庭暴力以及儿童指导中心或医院参与检测,受虐严重程度的风险就越高。施虐者的精神问题和对儿童的累积伤害也会导致严重程度增加。对于学龄前儿童来说,也存在类似的因素,但更多的风险包括虐待重叠和监护人分离。施虐者的累积问题和儿童的身体伤害也会影响严重程度。验证结果表明预测准确度适中(曲线下面积:0.703 和 0.714)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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