college

学院
  • 文章类型: Journal Article
    背景:2014年,英国国家卫生服务局(NHS)发布了五年前进计划1,设想将权力从卫生专业人员转移到患者和公众。作为回应,放射技师学会(SCoR)制作了“病人,影像和放射疗法中的公共和从业者伙伴关系:指导原则”(P4)文件,该文件在放射摄影实践的四个领域内实施;服务提供,服务发展,教育与研究2。该项目探讨了如何实施这些准则;以及是否需要改进质量和范围,导致提出更新文件的建议。
    方法:采用两个阶段的混合方法设计。第1阶段-探索使用P4文件指导原则的调查。没有最大数量的参与者来确保包容性。阶段2-一个焦点小组和四个领域的四个一对一访谈3。
    结果:626名参与者完成了第一阶段调查。18.85%(n=118)的参与者知道该文件,并将其用作实践参考工具,教学,和研究。81.15%(n=508)的参与者表示他们不知道该文件。第二阶段的主题;服务用户参与服务交付和评估的重要性,确保服务用户参与的资源,关于更新P4文件和使用P4文件在放射技师教育中的建议。与会者承认文件中的指导是最佳做法。他们报告了对患者需求的更多认识,以及这对放射技师支持他们需求的影响。
    结论:与会者建议提高文件的知名度。必须在射线照相实践中听到患者和公众的声音。
    结论:本研究的反馈可用于P4文件的未来发展。
    BACKGROUND: In 2014 the National Health Service (NHS) in England released the Five Year Forward plan1, envisioning a shift in power from health professionals to patients and the public. In response the Society and College of Radiographers (SCoR) produced the \"Patient, Public and Practitioner Partnership within Imaging and Radiotherapy: Guiding Principles\" (P4) document which was implemented within four domains of radiography practice; service delivery, service development, education and research2. This project explored how these guidelines were implemented; and whether improvement to the quality and scope were needed, leading to making recommendations for updating the document.
    METHODS: A mixed methods design was adopted with two phases. Phase 1 - a survey exploring use of the P4 document\'s guiding principles. There was no maximum number of participants to ensure inclusivity. Phase 2 - one focus group and four one-to-one interviews from the four domains3.
    RESULTS: 626 participants completed the phase 1 survey. 18.85% (n=118) of participants were aware of the document and used it as a reference tool for practice, teaching, and research. 81.15% (n=508) of participants stated they were unaware of the document. Themes from phase 2; importance of service user involvement in service delivery and evaluation, resources to ensure service user involvement, suggestions to update the P4 document and use of the P4 document in radiographer education. Participants acknowledged guidance in the document was best practice. They reported more awareness of patients\' needs and the effect this has on radiographers in supporting their needs.
    CONCLUSIONS: Participants recommended the document be given greater visibility. The voices of patients and the public must be heard within radiography practice.
    CONCLUSIONS: Feedback from this study can be used for the future development of the P4 document.
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  • 文章类型: Journal Article
    背景:ChatGPT(OpenAI),最先进的大型语言模型,在各种专业应用中表现出卓越的性能。尽管人工智能越来越受欢迎和有效,很少有研究使用Rasch分析的KIDMAP来评估ChatGPT解决多项选择题(MCQ)的能力,这是一种用于评估ChatGPT在MCQ回答中的表现的网站工具。
    目的:本研究旨在(1)展示网站的实用性(Rasch分析,特别是RaschOnline),和(2)确定ChatGPT与正常样品相比所达到的等级。
    方法:使用2023年台湾高考英语考试的10个项目评估了ChatGPT的能力。在Rasch模型下,对300名正态分布的模拟学生进行了模拟,以与ChatGPT的回答进行竞争。RaschOnline用于生成5个视觉演示,包括项目困难,差分项目功能,项目特性曲线,赖特地图,还有KIDMAP,为了实现研究目标。
    结果:研究结果表明:(1)10个项目的难度以单调的方式从更容易到更难增加,用logits(-2.43,-1.78,-1.48,-0.64,-0.1,0.33,0.59,1.34,1.7和2.47)表示;(2)在第5项的性别组之间观察到不同项目功能的证据(P=.04);(3)第5项显示出与Rasch模型的良好拟合(P=.61);(4)由Infit均方误差低于阈值1.5表示;(5)性别组之间获得的测量结果没有显着差异(P=.83);(6)能力等级之间存在显着差异(P<.001);(7)ChatGPT的能力等级为A,超越等级B到E。
    结论:通过使用RaschOnline,这项研究提供的证据表明,与正常样本相比,ChatGPT具有达到A级的能力。它在回答2023年台湾高考英语考试的MCQ方面表现出出色的能力。
    BACKGROUND: ChatGPT (OpenAI), a state-of-the-art large language model, has exhibited remarkable performance in various specialized applications. Despite the growing popularity and efficacy of artificial intelligence, there is a scarcity of studies that assess ChatGPT\'s competence in addressing multiple-choice questions (MCQs) using KIDMAP of Rasch analysis-a website tool used to evaluate ChatGPT\'s performance in MCQ answering.
    OBJECTIVE: This study aims to (1) showcase the utility of the website (Rasch analysis, specifically RaschOnline), and (2) determine the grade achieved by ChatGPT when compared to a normal sample.
    METHODS: The capability of ChatGPT was evaluated using 10 items from the English tests conducted for Taiwan college entrance examinations in 2023. Under a Rasch model, 300 simulated students with normal distributions were simulated to compete with ChatGPT\'s responses. RaschOnline was used to generate 5 visual presentations, including item difficulties, differential item functioning, item characteristic curve, Wright map, and KIDMAP, to address the research objectives.
    RESULTS: The findings revealed the following: (1) the difficulty of the 10 items increased in a monotonous pattern from easier to harder, represented by logits (-2.43, -1.78, -1.48, -0.64, -0.1, 0.33, 0.59, 1.34, 1.7, and 2.47); (2) evidence of differential item functioning was observed between gender groups for item 5 (P=.04); (3) item 5 displayed a good fit to the Rasch model (P=.61); (4) all items demonstrated a satisfactory fit to the Rasch model, indicated by Infit mean square errors below the threshold of 1.5; (5) no significant difference was found in the measures obtained between gender groups (P=.83); (6) a significant difference was observed among ability grades (P<.001); and (7) ChatGPT\'s capability was graded as A, surpassing grades B to E.
    CONCLUSIONS: By using RaschOnline, this study provides evidence that ChatGPT possesses the ability to achieve a grade A when compared to a normal sample. It exhibits excellent proficiency in answering MCQs from the English tests conducted in 2023 for the Taiwan college entrance examinations.
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  • 文章类型: Journal Article
    有限的先前研究,以检查年轻人中处方药滥用与其他物质的共同发生,已经记录了结果,这对于那些共同饮酒率较高的人来说是更成问题的。有必要了解在这个高风险时期的大学生如何在日常生活中滥用处方时使用其他重要物质。
    从事近期处方误用(N=297)的青年大学生在28天的时间内完成了生态瞬时评估(EMA),产生23,578份报告。多层次建模检查了其他瞬时物质使用(包括酒精,尼古丁,能量饮料,和大麻)和日常生活中的处方滥用。分析考虑了人与人之间的特征,有一个当前的焦点处方,以及随着时间的推移报告的影响。参与者性行为也作为主持人进行了探索。
    在调整后的多级模型中,大学生短期使用尼古丁和能量饮料的使用都与他们在日常生活中滥用处方的可能性更大有关。相比之下,暂时使用大麻与误用的可能性较低有关。适度结果表明,男性(而不是女性)在饮酒时不太可能滥用处方。
    根据使用EMA获得的数据绘制,研究结果提供了有关发育期处方药滥用与其他显著物质行为之间现实世界关联的新见解,这对于确定以后的物质使用和健康非常重要.
    UNASSIGNED: Limited prior research to examine co-occurrence of prescription drug misuse with other substances among young adults has documented outcomes that are more problematic for those with higher rates of co-ingesting alcohol. There is a need to understand how college students in this period of heightened risk use other salient substances in moments of their prescription misuse in daily life.
    UNASSIGNED: Young-adult college students who engaged in recent prescription misuse (N = 297) completed ecological momentary assessment (EMA) over a 28-day period, resulting in 23,578 reports. Multilevel modeling examined within-person associations between other momentary substance use (including alcohol, nicotine, energy drinks, and marijuana) and prescription misuse in daily life. Analyses accounted for between-person characteristics, having a current focal prescription, and effects of reporting over time. Participant sex was also explored as a moderator.
    UNASSIGNED: In adjusted multilevel models, college students\' momentary nicotine use and energy drink use each were associated with their greater likelihood of prescription misuse in daily life. In contrast, momentary marijuana use was linked with lower likelihood of misuse. Moderation results indicated that males (but not females) were less likely to engage in prescription misuse in moments of their alcohol use.
    UNASSIGNED: Drawing from data obtained using EMA, findings provide novel insights about the real-world associations between prescription drug misuse and other salient substance behaviors during a developmental period that is important for establishing later substance use and health.
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  • 文章类型: Journal Article
    脑震荡后的早期医疗护理可以最大程度地减少症状持续时间和负担;但是,许多脑震荡未确诊或受伤后诊断延迟。许多脑震荡症状(例如,头痛,头晕)不可见,这意味着早期识别通常取决于个人向医务人员报告他们的伤害。对脑震荡报告时解释因素的类型和水平的基本了解可以帮助确定有希望的干预方向。
    确定预测即时(与延迟)伤害报告的个人和机构因素。
    病例对照研究;证据水平,3.
    这项研究是对脑震荡评估数据的二次分析,研究与教育(CARE)联盟研究。样本包括3213名大学运动员和军校学员,他们在研究期间被诊断患有脑震荡。与会者来自美国的27个民事机构和3个军事机构。机器学习技术用于建立模型,预测谁会在脑震荡事件后立即报告受伤(由运动教练测量,表示受伤被报告为“立即”或“延迟”)。包括个人运动员/学员和机构特征。
    在整个样本中,结合各个因素,可以预测报告的即时性,平均准确度在55.8%到62.6%之间,取决于分类器类型和样本子集;添加机构因素将报告预测准确性提高了1到6个百分点。在个人层面,与损伤相关的精神状态改变和意识丧失对即时报告最具预测性,这可能是可观察到的迹象导致损伤报告被外部介导的结果。在机构层面,重要属性包括体育部门的年收入和运动员与运动教练的比例。
    需要进一步研究有关资源分配的机构决策的途径,包括关于运动医学人员配备的决定,可能有助于报告即时性。更广泛地说,所测试的机器学习模型的准确性相对较低,这表明继续扩展如何理解和促进报告的重要性。
    UNASSIGNED: Early medical attention after concussion may minimize symptom duration and burden; however, many concussions are undiagnosed or have a delay in diagnosis after injury. Many concussion symptoms (eg, headache, dizziness) are not visible, meaning that early identification is often contingent on individuals reporting their injury to medical staff. A fundamental understanding of the types and levels of factors that explain when concussions are reported can help identify promising directions for intervention.
    UNASSIGNED: To identify individual and institutional factors that predict immediate (vs delayed) injury reporting.
    UNASSIGNED: Case-control study; Level of evidence, 3.
    UNASSIGNED: This study was a secondary analysis of data from the Concussion Assessment, Research and Education (CARE) Consortium study. The sample included 3213 collegiate athletes and military service academy cadets who were diagnosed with a concussion during the study period. Participants were from 27 civilian institutions and 3 military institutions in the United States. Machine learning techniques were used to build models predicting who would report an injury immediately after a concussive event (measured by an athletic trainer denoting the injury as being reported \"immediately\" or \"at a delay\"), including both individual athlete/cadet and institutional characteristics.
    UNASSIGNED: In the sample as a whole, combining individual factors enabled prediction of reporting immediacy, with mean accuracies between 55.8% and 62.6%, depending on classifier type and sample subset; adding institutional factors improved reporting prediction accuracies by 1 to 6 percentage points. At the individual level, injury-related altered mental status and loss of consciousness were most predictive of immediate reporting, which may be the result of observable signs leading to the injury report being externally mediated. At the institutional level, important attributes included athletic department annual revenue and ratio of athletes to athletic trainers.
    UNASSIGNED: Further study is needed on the pathways through which institutional decisions about resource allocation, including decisions about sports medicine staffing, may contribute to reporting immediacy. More broadly, the relatively low accuracy of the machine learning models tested suggests the importance of continued expansion in how reporting is understood and facilitated.
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  • 文章类型: Journal Article
    目标:研究2020年至2023年加拿大大专学生自我报告心理困扰的趋势。参与者和方法:使用通过加拿大校园健康调查(CCWS)从大专学生(n=103,936)收集的数据,多水平回归模型被拟合以确定痛苦水平,根据凯斯勒心理困扰量表,CCWS的六个时间点有所不同。结果:在整个周期中,学生报告了高水平的痛苦(跨周期的平均值=26.16,SD=8.61).考虑到时间对痛苦的影响,与COVID-19大流行前相比,2020年秋季(β=1.4,p<.001),2021年春季(β=1.2,p<.001),2022年春季(β=1.6,p<.001),2023年春季(β=0.80,p<.017)的痛苦水平明显较高。痛苦程度与祖先有关,年龄,性别,和性取向。结论:必须制定策略并分配资源,以解决加拿大大专生中的高度心理困扰。
    Objective: To examine trends in self-reported psychological distress among Canadian postsecondary students between 2020 and 2023. Participants and Methods: Using data collected from postsecondary students (n = 103,936) through the Canadian Campus Wellbeing Survey (CCWS), multilevel regression models were fitted to determine how distress levels, as measured by the Kessler Psychological Distress Scale, differed across six-time points of the CCWS. Results: Across the cycles, students reported high levels of distress (mean across cycles = 26.16, SD = 8.61). Considering the impact of time on distress, when compared to pre-COVID-19 pandemic, Fall 2020 (β = 1.4, p < .001), Spring 2021 (β = 1.2, p < .001), Spring 2022 (β = 1.6, p < .001), and Spring 2023 (β = 0.80, p < .017) had significantly higher levels of distress. Distress levels were associated with ancestry, age, gender, and sexual orientation. Conclusion: It is imperative to develop strategies and allocate resources to address the high levels of psychological distress among Canadian postsecondary students.
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  • 文章类型: Journal Article
    研究表明,大学生普遍存在不健康的饮食习惯,构成长期健康风险。这项在历史悠久的黑人学院和大学(HBCU)进行的研究旨在探索大学生健康饮食的障碍和促进因素,使用社会生态模型(SEM)。通过焦点小组讨论和关键线人访谈,这项研究发现了健康饮食的几个障碍,包括获取联邦粮食援助资源方面的挑战,营养知识的差距,成本问题,校园食物种类有限,很难进入杂货店,缺乏烹饪技能。为了解决这些障碍,与会者提出了各种解决方案,例如实施烹饪示范,提供营养教育,增加校园里的食物种类,提供园艺机会,调整自助餐厅时间以提高灵活性,让新鲜农产品在校园里更多地可用,帮助学生获得联邦食品援助计划,并提供到附近杂货店的交通工具。研究结果强调需要有针对性的干预措施,以促进大学生更健康的饮食行为,特别是那些参加HBCU的人。通过解决已确定的障碍并实施建议的解决方案,可以制定倡议来支持学生做出更健康的食物选择,最终降低与不健康饮食习惯相关的长期健康风险。
    Research indicates widespread unhealthy eating habits among college students, posing long-term health risks. This study at a Historically Black College and University (HBCU) aimed to explore the perceived obstacles and facilitators to healthy eating among college students, using the social ecological model (SEM). Through focus group discussions and key informant interviews, the study identified several barriers to healthy eating, including challenges in accessing federal food assistance resources, gaps in nutrition knowledge, cost concerns, limited food variety on campus, difficulty accessing grocery stores, and a lack of cooking skills. To address these barriers, participants suggested various solutions, such as implementing cooking demonstrations, providing nutrition education, increasing food variety on campus, offering gardening opportunities, adjusting cafeteria hours for more flexibility, making fresh produce more available on campus, assisting students in accessing federal food assistance programs, and providing transportation to nearby grocery stores. The findings highlight the need for targeted interventions to promote healthier dietary behaviors among college students, particularly those attending HBCUs. By addressing the identified barriers and implementing the suggested solutions, initiatives can be developed to support students in making healthier food choices, ultimately reducing long-term health risks associated with unhealthy eating habits.
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  • 文章类型: Journal Article
    患有多动症的大学生比没有多动症的同龄人有情绪调节困难,学术技能较差;然而,关于ADHD症状之间的关系知之甚少,适应不良认知情绪调节策略(CERS),和学习的有效性。
    我们检查了适应不良的CERS是否可以预测学习效果,以及ADHD症状是否缓解了这种关系。
    横断面在线调查。
    八所大学的大学生(N=4,183;法师=19.24;70.1%的女性)完成了一项大型研究的一部分。
    我们的ADHD升高组的大学生使用了明显更多的适应不良的CERS,并且在学习效果的三个领域中表现更差(即,学术自我效能感[ASE],组织和注意研究[OAS],压力和时间按[STP])比我们非多动症组的大学生。Further,ADHD症状缓解了适应不良CERS和OAS之间的关系,这样,ADHD症状水平最高的个体受到适应不良的CERS的影响较小。
    增加使用适应不良的CERS是ADHD特有的,而不是缺乏自适应CERS。此外,适应不良的CERS和低多动症症状相互作用,以预测不良的OAS。对大学生的干预,不管多动症的状态,应纳入情绪调节成分,以提高学习效果。
    UNASSIGNED: College students with ADHD have difficulties with emotion regulation and have poorer academic skills than peers without ADHD; however, less is known regarding the relation between ADHD symptoms, maladaptive cognitive emotion regulation strategies (CERS), and learning effectiveness.
    UNASSIGNED: We examined whether maladaptive CERS predicted learning effectiveness, and whether this relation was moderated by ADHD symptoms.
    UNASSIGNED: A cross-sectional online survey.
    UNASSIGNED: College students (N = 4,183; Mage = 19.24; 70.1% female) at eight universities completed a battery as part of a larger study.
    UNASSIGNED: College students in our elevated ADHD group used significantly more maladaptive CERS and performed worse in three domains of learning effectiveness (i.e., Academic Self-Efficacy [ASE], Organization and Attention to Study [OAS], Stress and Time Press [STP]) than college students in our non-ADHD group. Further, ADHD symptoms moderated the relation between maladaptive CERS and OAS, such that individuals with the highest levels of ADHD symptoms were less impacted by maladaptive CERS.
    UNASSIGNED: Increased use of maladaptive CERS is unique to ADHD rather than lack of adaptive CERS. Also, maladaptive CERS and low ADHD symptoms interact to predict poor OAS. Interventions for college students, regardless of ADHD status, should incorporate emotion regulation components to improve learning effectiveness.
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  • 文章类型: Journal Article
    利用高中纵向研究,美国高中生的全国代表性样本,这项研究调查了预测性别数学能力的不同信念的因素,以及学生选择进入性别隔离科学的潜在后果,技术,工程,和大学数学(STEM)专业。在其他结果中,分析表明,虽然大约25%的学生报告了传统上对男性优势的刻板印象,大约20%的人表示反对女性优势的陈规定型观念;在女学生中,这种信念在黑人学生中更为普遍。Further,模型揭示了持有反陈规定型观念与女性选择生物科学专业的可能性之间的强烈关联,女性占主导地位,与非STEM字段相比。在男性中,持有反陈规定型观念与物理科学专业的可能性较低有关,计算机科学,数学,和工程领域,男性占主导地位,与非STEM字段。讨论了STEM领域对性别不平等的影响。
    Utilizing the High School Longitudinal Study, a nationally representative sample of U.S. high school students, this study investigates the factors that predict different beliefs about gendered math ability and the potential consequences for students\' choices to enter gender-segregated science, technology, engineering, and mathematics (STEM) majors in college. Among other results, analyses reveal that while about 25 percent of students report a traditionally stereotypical belief in male superiority, about 20 percent report a counter-stereotypical belief in female superiority; among female students, such beliefs are more common among black students. Further, models reveal a robust association between holding counter-stereotypical beliefs and the likelihood that women choose biological science majors, which are female dominated, compared to non-STEM fields. Among men, holding counter-stereotypical beliefs is associated with a lower likelihood of majoring in physical science, computer science, math, and engineering fields, which are strongly male dominated, versus non-STEM fields. Implications for gender inequality in STEM fields are discussed.
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  • 文章类型: Journal Article
    运动是医学®校园(EIM-OC)国际运动利用大学资源(例如,健康中心,娱乐,和运动学系)鼓励学生,教员,和员工将体育活动融入校园文化。这涉及在健康访问期间评估学生的身体活动水平,并建立运动处方的转诊系统。EIM-OC允许大学获得分级认可(金牌,银色,或青铜)基于他们的校园体育活动促进和整合。对于黄金识别,学校必须将常规体育活动评估纳入其卫生系统,最终将医疗保健提供者与健康/健身专业人员(HFP,例如,校园娱乐专业人士,运动学教授)。这项研究通过HFPs的观点揭示了推动EIM-OC校园合作的关键因素。
    HFPs(n=11)在黄金级机构(在美国n=10)全职工作。半结构化,在2022年6月至9月之间完成了对通用定性研究设计的缩放记录访谈。
    主要专题调查结果包括切实支持的重要性(例如,人员),跨校园遇到信任和紧张,积极的学生发展机会,以及结果报告和计划评估的变化。教职员工强调需要获得和维持计划资金的方法。与会者还表达了跨学科合作的重要性,以增加EIM-OC对学生健康和整体大学成功的集体影响。
    HFP扩展了他们的EIM-OC经验和计划维持或增长要求。随着跨学科合作的增加,严格的结果报告,和有形的资源,EIM-OC对学生健康结果和大学整体成功的集体影响可能会大大延续。
    UNASSIGNED: The Exercise is Medicine® On Campus (EIM-OC) international campaign leverages university resources (e.g., health centers, recreation, and kinesiology departments) to encourage students, faculty, and staff to integrate physical activity into campus culture. This involves evaluating student physical activity levels during health visits and establishing referral systems for exercise prescriptions. EIM-OC allows universities to earn tiered recognition (Gold, Silver, or Bronze) based on their on-campus physical activity promotion and integration. For Gold recognition, schools must incorporate routine physical activity assessments into their health system, ultimately connecting healthcare providers with health/fitness professionals (HFPs, e.g., campus recreation professionals, kinesiology professors). This research worked to uncover pivotal factors driving EIM-OC on-campus collaborations through HFPs\' perspectives.
    UNASSIGNED: HFPs (n = 11) working full-time at a Gold-level institution (n = 10 in United States) participated. Semi-structured, Zoom-recorded interviews with a generic qualitative research design were completed between June and September 2022.
    UNASSIGNED: Major thematic findings included the importance of tangible support (e.g., personnel), encounters with both trust and tension cross-campus, positive student development opportunities, and variations in outcome reporting and program evaluation. Faculty and staff emphasized the need for methods to obtain and sustain program funding. Participants also expressed the importance of interdisciplinary collaboration to increase the collective impact of EIM-OC on student health and overall collegiate success.
    UNASSIGNED: HFPs expanded on their EIM-OC experiences and program sustainment or growth requirements. With increased interdisciplinary collaboration, rigor in outcome reporting, and tangible resources, the collective impact of EIM-OC on student health outcomes and overall collegiate success could be greatly perpetuated.
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  • 文章类型: Journal Article
    大量饮酒是一个主要的问题,可预防的问题,对美国年轻人的身心健康产生不利影响。寻求饮酒风险因素的研究通常集中在参加4年制住宿大学课程(4YCP)的年轻人身上,即使大多数高中毕业生加入了劳动力大军,军事,或者社区学院.我们通过纵向遵循从青春期到成年的8年饮酒模式,检查了来自国家青少年酒精与神经发育联合会(NCANDA)的106名研究不足的年轻人(USYA)和4534YCP。所有参与者在高中期间都是不喝酒的人。而4YCP个体在大学期间更有可能开始大量饮酒,USYA参与者后来这样做了。使用高中期间记录的心理健康指标,机器学习预测了高中毕业后开始大量饮酒的个人风险。人口统计学匹配的USYA和4YCP个体之间以及性别之间的危险因素不同。USYA饮酒者的预测因素是性虐待,对女孩的身体虐待,和外向的男孩,而4YCP饮酒者是通过识别面部情绪的能力来预测的,对于男孩来说,更大的开放性。因此,酒精预防计划需要特别考虑那些加入劳动力的人,军事,或者社区学院,他们占这个年龄段的大多数。
    Heavy alcohol drinking is a major, preventable problem that adversely impacts the physical and mental health of US young adults. Studies seeking drinking risk factors typically focus on young adults who enrolled in 4-year residential college programs (4YCP) even though most high school graduates join the workforce, military, or community colleges. We examined 106 of these understudied young adults (USYA) and 453 4YCPs from the National Consortium on Alcohol and NeuroDevelopment in Adolescence (NCANDA) by longitudinally following their drinking patterns for 8 years from adolescence to young adulthood. All participants were no-to-low drinkers during high school. Whereas 4YCP individuals were more likely to initiate heavy drinking during college years, USYA participants did so later. Using mental health metrics recorded during high school, machine learning forecasted individual-level risk for initiating heavy drinking after leaving high school. The risk factors differed between demographically matched USYA and 4YCP individuals and between sexes. Predictors for USYA drinkers were sexual abuse, physical abuse for girls, and extraversion for boys, whereas 4YCP drinkers were predicted by the ability to recognize facial emotion and, for boys, greater openness. Thus, alcohol prevention programs need to give special consideration to those joining the workforce, military, or community colleges, who make up the majority of this age group.
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