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Unveiling the biochemical potential of Acacia jacquemontii as a therapeutic agent in parkinson's disease: A multi-model in Vitro, In Vivo, and In Silico Study. 揭示金合欢作为帕金森病治疗剂的生化潜力:一项体外、体内和计算机多模型研究。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-19 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0334312
Andleeb Asghar, Tahir Ali Chohan, Aisha Qayyum, Sibghat Mansoor Rana, Khuram Ashfaq, Hafiz Muhammad Mazhar Asjad, Talha Ali Chohan, Abdulwahab Alamri, Ahmed Alsolami, Fawwaz F Alshammrie, Hammad Saleem, Sirajudheen Anwar

Parkinson's disease (PD) is a progressive neurodegenerative disorder marked by oxidative stress, inflammation, and the degeneration of dopaminergic neurons. Current treatments focus more on symptom management rather than disease prevention. Acacia jacquemontii, rich in antioxidants, may offer a novel therapeutic approach for PD. This study aims to investigate the phytochemical composition, antioxidant capacity, anti-Parkinsonian efficacy, and in-silico validation of Acacia jacquemontii methanol extract (AJME) using liquid chromatography-mass spectrometry (LC-MS). Secondary metabolites were identified, and total alkaloid, phenolic, and flavonoid contents were quantified. LC-MS was used for detailed compound profiling. Antioxidant activity was evaluated using the DPPH assay. In vivo tests on Wistar rats modeled PD through haloperidol administration. AJME's anti-Parkinsonian effects were assessed via histological, biochemical, and behavioral analyses. In-silico techniques, including molecular docking, structural interaction fingerprinting, ADME prediction, DFT, MESP studies, and molecular dynamics (MD) simulations, were employed to understand AJME molecules' binding interactions and electronic properties. In vivo, AJME improved locomotor activity, memory, exploratory behavior, oxidative stress markers (SOD, CAT, GSH, MDA), and neurotransmitter levels (dopamine, noradrenaline, serotonin) in rats. In-silico validation identified CP21 as a potent ligand. MD simulations indicated stable AJME-AChE complexes, with enhanced binding affinity through hydrophobic and van der Waals interactions. A. jacquemontii exhibits significant phytochemical, antioxidant, and anti-Parkinsonian properties. The combined in vitro, in vivo, and in silico studies, supported by LC-MS analysis, suggest that AJME could provide a promising option for developing new therapeutic approaches for PD. However, clinical evaluation is necessary to establish its efficacy and safety in human subjects.

帕金森病(PD)是一种以氧化应激、炎症和多巴胺能神经元变性为特征的进行性神经退行性疾病。目前的治疗更侧重于症状管理,而不是疾病预防。金合欢含有丰富的抗氧化剂,可能为帕金森病的治疗提供新的途径。本研究旨在利用液相色谱-质谱联用技术(LC-MS)研究刺槐(Acacia jacquemontii)甲醇提取物(AJME)的植物化学成分、抗氧化能力、抗帕金森病疗效,并对其进行硅质验证。鉴定次生代谢产物,并定量测定总生物碱、酚类和类黄酮含量。采用LC-MS进行详细的化合物谱分析。采用DPPH法测定抗氧化活性。氟哌啶醇给药Wistar大鼠PD模型的体内实验。通过组织学、生化和行为分析评估AJME的抗帕金森效应。采用分子对接、结构相互作用指纹、ADME预测、DFT、MESP研究和分子动力学(MD)模拟等硅技术来了解AJME分子的结合相互作用和电子性质。在体内,AJME改善了大鼠的运动活动、记忆、探索行为、氧化应激标志物(SOD、CAT、GSH、MDA)和神经递质水平(多巴胺、去甲肾上腺素、血清素)。硅验证鉴定CP21是一个有效的配体。MD模拟表明,稳定的AJME-AChE配合物通过疏水和范德华相互作用增强了结合亲和力。花香草具有显著的植物化学、抗氧化和抗帕金森病特性。在LC-MS分析的支持下,结合体外,体内和计算机研究表明,AJME可以为开发新的PD治疗方法提供有希望的选择。然而,临床评价是必要的,以确定其有效性和安全性在人类受试者。
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引用次数: 0
Evaluation of dentists' awareness, knowledge, and clinical practices regarding early-stage oral cancer lesions in Türkiye: A cross-sectional study. 评估牙科医生对早期口腔癌病变的认识、知识和临床实践:一项横断面研究。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-19 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0341849
Sayna Behkar, Paniz Golchini, Ömer Faruk Kocamaz, Serpil Altundoğan

This cross-sectional study aimed to evaluate dentists' awareness, knowledge, and clinical practices regarding early-stage oral cancer lesions, with an emphasis on diagnostic behavior, patient education, and referral approaches. A total of 263 dentists from public and private institutions in Ankara, Türkiye, participated in the survey, which included a content-validated 36-item questionnaire covering demographic data, examination habits, knowledge of lesion features, biopsy practices, and educational experience. The data were analyzed via descriptive statistics, chi-square tests, and Monte Carlo simulations to explore associations between professional characteristics and clinical behaviors. While 78% of the participants acknowledged the dentist's role in reducing oral cancer mortality, only 17.5% reported performing routine oral cancer screenings. Biopsy practice was limited, with only 11% indicating that they had ever performed a biopsy, and 36.9% preferred to monitor lesions instead of referring them immediately. Experienced dentists were significantly more likely to examine their lymph nodes (p = 0.006) and conduct routine screenings (p < 0.001). Although tobacco and alcohol use are widely recognized as risk factors, only 27.7% of the participants routinely examined high-risk anatomical areas. Patient education was reported by 92.4% of the participants, but brochures and visual aids were rarely used. Fewer than one-third of the participants rated their undergraduate training on oral cancer as sufficient, and most supported mandatory continuing education. The findings reveal considerable gaps in dentists' preparedness and implementation of early detection strategies despite high awareness levels. Strengthening diagnostic education in undergraduate programs and promoting structured continuing education may improve early detection efforts and reduce oral cancer-related morbidity and mortality.

本横断面研究旨在评估牙医对早期口腔癌病变的认识、知识和临床实践,重点是诊断行为、患者教育和转诊方法。来自土耳其安卡拉的263名公立和私立机构的牙医参与了调查,其中包括一份内容有效的36项问卷,涵盖人口统计数据、检查习惯、病变特征知识、活检实践和教育经历。通过描述性统计、卡方检验和蒙特卡罗模拟来分析数据,以探讨职业特征与临床行为之间的关系。虽然78%的参与者承认牙医在降低口腔癌死亡率方面的作用,但只有17.5%的人报告进行了常规口腔癌筛查。活检实践是有限的,只有11%的人表示他们曾经做过活检,36.9%的人更喜欢监测病变,而不是立即转诊。经验丰富的牙医更有可能检查他们的淋巴结(p = 0.006)并进行常规筛查(p = 0.006)
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引用次数: 0
Correction: Poor reporting quality of randomized controlled trials comparing treatments of COVID-19-A retrospective cross-sectional study on the first year of publications. 更正:比较covid -19治疗方法的随机对照试验报告质量较差-发表第一年的回顾性横断面研究。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-19 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0343360
Linda Grüßer, Charlotte Eißing, Ana Kowark, András P Keszei, Julia Wallqvist, Rolf Rossaint, Sebastian Ziemann

[This corrects the article DOI: 10.1371/journal.pone.0292860.].

[此更正文章DOI: 10.1371/journal.pone.0292860.]。
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引用次数: 0
Early psychometric characteristics of the NUrsing Behavioral Engagement (NuBE) Scale in cancer settings: A three-phases validation study. 护理行为参与(NuBE)量表在癌症环境中的早期心理测量特征:一项三期验证研究。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-19 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0342693
Loris Bonetti, Angela Tolotti, Andrea Bonanomi, Dario Valcarenghi, Davide Sari, Sarah Jayne Liptrott, Serena Barello

Background: Patient engagement in cancer care is increasingly recognized as essential for improving clinical outcomes. Nurses play a crucial role in fostering patient engagement, yet there is a lack of validated instruments to assess which nursing behaviors are most effective in promoting engagement from the patient's perspective.

Objective: This study aimed to develop and test the psychometric characteristics of the Nurses' Behavioral Engagement Scale, a tool designed to measure nursing behaviors that support patient engagement in oncology settings, from patients' point of view.

Methods: The study followed a three-phase exploratory sequential mixed-methods design. In the first phase, 53 items were generated based on findings from a previous qualitative study and a systematic review of the literature. In the second phase, the items underwent content validation through a modified e-Delphi procedure with 19 experts in oncology nursing, patient engagement, tool development, and linguistics. Forty-eight items were deemed relevant and tested in the third phase with a sample of 250 cancer patients to evaluate construct validity, internal consistency, and convergent validity.

Results: Exploratory Factor Analysis revealed a four-factor structure, collectively explaining 70.0% of the total variance: Factor 1 - Acknowledgment of Patient's Uniqueness, Factor 2 - Meeting Patient's Knowledge Expectations, Factor 3 - Fostering Patient's Motivation, and Factor 4 - Valuing Patient's Informal Caregivers. The final Nurses' Behavioral Engagement Scale comprises 29 items. Internal consistency was excellent, with Cronbach's alpha coefficients of 0.953, 0.890, 0.942, and 0.920 for the four factors, respectively. The Nurses' Behavioral Engagement Scale demonstrated significant and meaningful correlations with the Health Care Climate Questionnaire and items assessing satisfaction with nursing care, supporting its convergent validity.

Conclusion: The Nurses' Behavioral Engagement Scale provides a psychometrically sound measure of nursing behaviors that promote patient engagement in oncology care. This tool has the potential to inform targeted interventions and quality improvement initiatives, ultimately enhancing patient-centered care and improving health outcomes in cancer patients.

背景:越来越多的人认识到患者参与癌症治疗对改善临床结果至关重要。护士在促进患者参与方面发挥着至关重要的作用,然而,从患者的角度来看,缺乏有效的工具来评估哪种护理行为在促进参与方面最有效。目的:本研究旨在开发和测试护士行为参与量表的心理测量特征,该量表旨在从患者的角度衡量支持肿瘤环境中患者参与的护理行为。方法:采用三期探索性顺序混合方法设计。在第一阶段,根据先前的定性研究和文献系统综述的结果产生了53个项目。在第二阶段,19位肿瘤学护理、患者参与、工具开发和语言学专家通过修改后的e-Delphi程序对项目进行内容验证。在第三阶段以250名癌症患者为样本,对48个项目进行相关测试,以评估结构效度、内部一致性和收敛效度。结果:探索性因子分析显示,因子1 -承认患者的独特性,因子2 -满足患者的知识期望,因子3 -培养患者的动机,因子4 -重视患者的非正式照顾者,共解释了总方差的70.0%。最终的护士行为参与量表包括29个项目。4个因子的Cronbach’s alpha系数分别为0.953、0.890、0.942、0.920,内部一致性极好。护士行为投入量表与卫生保健氛围问卷和护理满意度评估项目存在显著的相关,支持其收敛效度。结论:护士行为参与量表为促进肿瘤护理患者参与的护理行为提供了一种心理计量学上有效的测量方法。该工具有可能为有针对性的干预措施和质量改进举措提供信息,最终加强以患者为中心的护理,改善癌症患者的健康结果。
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引用次数: 0
The effect of patient experience with nurses and ward type on intention to recommend: Focusing on integrated nursing and caring service wards and general wards, 2020-2022. 护士患者体验与病房类型对推荐意向的影响:2020-2022年以综合护理服务病房和普通病房为重点
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-19 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0342582
Jinsun Kim, Seungju Kim

Objective: This study aimed to compared inpatients' intention to recommend hospitals between integrated nursing and caring service wards (INCSW) and general wards (GW), and examined between patients' experiences with nurses and recommendation intention.

Methods: This study analyzed 943 inpatients (INCSW = 223, GW = 720) using the Korea Medical Service Experience Survey (2020-2022). Intention to recommend and nurse experience were measured on 5-point Likert scales and treated as approximately continuous, a common approach that supports the use of multivariable linear regression. Ward differences were assessed using t-tests, and effect sizes were summarized using Cohen's d.

Results: Patients in INCSW reported higher recommendation intention than those in GW (Mean 4.11 vs 3.98), with a small effect size (Cohen's d = 0.27). However, ward type was not independently associated with recommendation intention in the fully adjusted model. All nurse experience domains were positively associated with recommendation intention, with courtesy showing the largest coefficient (β = 0.27, 95% CI 0.17-0.37).

Conclusion: Although recommendation intention was slightly higher among INCSW patients in unadjusted comparisons, ward type was not independently associated with willingness to recommend after adjustment. In contrast, all nurse experience domains were positively and significantly associated with patients' willingness to recommend the hospital. Strengthening nurse communication competencies, supported by ward-level monitoring and feedback-based training, may enhance patient experience and willingness to recommend.

目的:本研究旨在比较综合护理护理病房(INCSW)与普通病房(GW)住院患者推荐医院的意向,并考察患者与护士的接触经历与推荐意向之间的关系。方法:采用韩国医疗服务体验调查(2020-2022)对943例住院患者(INCSW = 223, GW = 720)进行分析。推荐意向和护士经验采用5点李克特量表进行测量,并作为近似连续处理,这是一种支持使用多变量线性回归的常用方法。使用t检验评估病房差异,并使用Cohen’s d总结效应量。结果:INCSW患者报告的推荐意愿高于GW患者(平均值4.11 vs 3.98),效应量较小(Cohen’s d = 0.27)。然而,在完全调整后的模型中,病房类型与推荐意向并不独立相关。所有护士经验领域都与推荐意向呈正相关,其中礼貌表现出最大的系数(β = 0.27, 95% CI 0.17-0.37)。结论:虽然未调整对照中INCSW患者的推荐意愿略高,但调整后的病房类型与推荐意愿没有独立相关。相比之下,所有护士经验领域都与患者推荐医院的意愿呈正相关。加强护士沟通能力,辅以病房监测和反馈培训,可提高患者体验和推荐意愿。
{"title":"The effect of patient experience with nurses and ward type on intention to recommend: Focusing on integrated nursing and caring service wards and general wards, 2020-2022.","authors":"Jinsun Kim, Seungju Kim","doi":"10.1371/journal.pone.0342582","DOIUrl":"https://doi.org/10.1371/journal.pone.0342582","url":null,"abstract":"<p><strong>Objective: </strong>This study aimed to compared inpatients' intention to recommend hospitals between integrated nursing and caring service wards (INCSW) and general wards (GW), and examined between patients' experiences with nurses and recommendation intention.</p><p><strong>Methods: </strong>This study analyzed 943 inpatients (INCSW = 223, GW = 720) using the Korea Medical Service Experience Survey (2020-2022). Intention to recommend and nurse experience were measured on 5-point Likert scales and treated as approximately continuous, a common approach that supports the use of multivariable linear regression. Ward differences were assessed using t-tests, and effect sizes were summarized using Cohen's d.</p><p><strong>Results: </strong>Patients in INCSW reported higher recommendation intention than those in GW (Mean 4.11 vs 3.98), with a small effect size (Cohen's d = 0.27). However, ward type was not independently associated with recommendation intention in the fully adjusted model. All nurse experience domains were positively associated with recommendation intention, with courtesy showing the largest coefficient (β = 0.27, 95% CI 0.17-0.37).</p><p><strong>Conclusion: </strong>Although recommendation intention was slightly higher among INCSW patients in unadjusted comparisons, ward type was not independently associated with willingness to recommend after adjustment. In contrast, all nurse experience domains were positively and significantly associated with patients' willingness to recommend the hospital. Strengthening nurse communication competencies, supported by ward-level monitoring and feedback-based training, may enhance patient experience and willingness to recommend.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":"21 2","pages":"e0342582"},"PeriodicalIF":2.6,"publicationDate":"2026-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146228135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sources of individual variability in a pragmatic reference game: Effects of logical reasoning and Theory of Mind. 语用参照游戏中个体变异的来源:逻辑推理和心理理论的影响。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-19 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0339899
Alexandra Mayn, Vera Demberg

While in theory people are expected to adhere to rational communicative principles, a growing body of work shows that people vary widely in their tendency to draw pragmatic inferences. It has been suggested that these differences may, in part, stem from depth of reasoning: Previous work has shown that individual participants' response patterns in a pragmatic reference game are predicted by three probabilistic pragmatic models of different reasoning depth. However, those models are agnostic to the cognitive traits which underlie those differences. In this study, we systematically investigate sources of individual variation in a pragmatic reference game, where participants are required to draw ad-hoc implicatures of various complexity. We relate the observed variability in reference game performance to cognitive traits, specifically logical reasoning ability, working memory and Theory of Mind, as well as to the strategies reported by participants. We find a positive effect of logical reasoning and Theory of Mind on pragmatic inference. We do not find evidence for an effect of working memory.

虽然从理论上讲,人们应该遵循理性的交际原则,但越来越多的研究表明,人们在进行语用推理的倾向上存在很大差异。有人认为,这些差异可能部分源于推理深度:先前的研究表明,在语用参考游戏中,个体参与者的反应模式是由三种不同推理深度的概率语用模型预测的。然而,这些模型对于隐藏在这些差异背后的认知特征是不可知的。在这项研究中,我们系统地调查了一个语用参考游戏中个体差异的来源,参与者需要绘制各种复杂性的特定含义。我们将观察到的参考游戏表现的可变性与认知特征联系起来,特别是逻辑推理能力、工作记忆和心理理论,以及参与者报告的策略。我们发现逻辑推理和心理理论对语用推理有积极的影响。我们没有发现工作记忆有影响的证据。
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引用次数: 0
Total mercury contamination in fish species of Northwestern Ecuador and potential human health risks. 厄瓜多尔西北部鱼类的总汞污染和潜在的人类健康风险。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-19 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0342455
Gabriela S Yánez-Jácome, Andrés Merino-Viteri, Eduardo Rebolledo Monsalve, Roberto Xavier Supe Tulcan, Laurence Maurice, Hugo Navarrete

Gold mining activities are often suspected to increase mercury pollution-associated with human health and ecological risks in aquatic ecosystems. The objective of this study was to quantify total mercury (THg) concentrations in fish from four different sampling sectors along the Cayapas River watershed that varied according to different exposure levels to artisanal and small-scale gold mining (ASGM) activities. We analyzed 142 samples from eight freshwater fish species (Bryconamericus dahli, Brycon sp., Brycon dentex, Chaetostoma marginatum, Pimelodella modestus, Rhamdia quelen, Gobiomorus maculatus, and Mesoheros festae). Potential human exposure and health risks from fish consumption in three population groups (children, women, and men) was also evaluated to estimate intake rates and determine fish consumption with minimal risk to the population's health. We found different THg concentrations among feeding habits and sampling sectors. Carnivorous fish species (Pimelodella modestus, Rhamdia quelen, Gobiomorus maculatus, and Mesoheros festae) showed higher THg concentrations (0.063 ± 0.021 µg.g-1) and periphyton-feeder species (Chaetostoma marginatum) revealed the lowest levels (0.018 ± 0.007 µg.g-1). Downstream sites showed the highest levels of THg compared to the other upstream sites, despite some sites being directly impacted by ASGM activities. Regarding human exposure, no significant potential health risk was found for the exposed population over a lifetime. However, the THg of a Rhamdia quelen sample slightly exceeded the FDA-EPA Hg reference value in fish across all sites, representing a potential risk for children. Our results suggest that the THg concentrations in the studied fish species are independent of ASGM activities. The accumulation rates may be due to other parameters such as land uses, local hydrology, fishing pressure or natural habitats modification. Further ecological and physiological studies, including spatial and seasonal distribution of Hg in the surface sediment, water column and fish species, should be investigated to assess and modulate the impacts of the ASGM in the Santiago-Cayapas watershed compared with other land uses that contribute to the Hg inputs, bioaccumulation, and biomagnification in ichthyofauna.

人们常常怀疑金矿开采活动会增加与人类健康和水生生态系统生态风险相关的汞污染。本研究的目的是量化来自卡亚帕斯河流域四个不同采样部门的鱼类中总汞(THg)浓度,该浓度根据不同的接触水平而变化。我们分析了8种淡水鱼类142份样本(dahli Bryconamericus、Brycon sp.、Brycon dentex、Chaetostoma marginatum、Pimelodella modestus、Rhamdia quelen、Gobiomorus maculatus和Mesoheros festae)。还评估了三个人群(儿童、妇女和男子)食用鱼类的潜在人类接触和健康风险,以估计摄入量并确定对人口健康风险最小的鱼类消费。我们发现不同饲养习惯和取样部门的THg浓度不同。肉食性鱼类(Pimelodella modestus、Rhamdia quelen、Gobiomorus maculatus和Mesoheros festae) THg浓度较高(0.063±0.021µg)。g-1)和周边植物食性物种(Chaetostoma marginatum)中含量最低(0.018±0.007µg-1)。尽管一些地点直接受到ASGM活动的影响,但与其他上游地点相比,下游地点的THg水平最高。关于人类接触,未发现接触人群在一生中存在重大的潜在健康风险。然而,Rhamdia quelen样本的THg在所有地点的鱼类中略高于FDA-EPA汞参考值,对儿童有潜在风险。我们的研究结果表明,所研究鱼类的THg浓度与ASGM活性无关。累积率可能受其他参数影响,例如土地用途、当地水文、捕鱼压力或自然生境的改变。进一步的生态和生理研究,包括汞在地表沉积物、水柱和鱼类中的空间和季节分布,应进行调查,以评估和调节圣地亚哥-卡亚帕斯流域ASGM的影响,并将其与其他土地利用方式对汞的输入、生物积累和生物放大的影响进行比较。
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引用次数: 0
Barriers to healthcare access among women in sub-Saharan Africa: A pooled analysis of multi-country DHS data (2019-2023). 撒哈拉以南非洲妇女获得医疗保健的障碍:对多国人口健康调查数据的汇总分析(2019-2023年)。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-19 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0331328
Gebreeyesus Abera Zeleke, Enyew Getaneh Mekonen, Bewuketu Terefe, Mulugeta Wassie, Agazhe Aemro, Alebachew Ferede Zegeye, Mohammed Seid Ali, Berhan Tekeba, Tadesse Tarik Tamir, Belayneh Shetie Workneh

Background: Barriers to accessing healthcare have significantly contributed to the high rates of maternal and child mortality and morbidity in developing regions, particularly in Sub-Saharan Africa. Access to healthcare is influenced by multiple factors, including financial constraints, geographic location, the availability of services, and the quality of care provided. This study aimed to assess the magnitude of these barriers and to identify the factors influencing healthcare access among women of reproductive age in Sub-Saharan Africa.

Methods: This study utilized secondary data from the most recent Demographic and Health Surveys conducted between 2019 and 2023 across Sub-Saharan Africa. A weighted sample of 134,470 women of reproductive age was included in the analysis. Data were analyzed using Stata version 14, employing a multilevel mixed-effects logistic regression model. Factors associated with barriers to healthcare access were considered statistically significant at P-values less than 0.05. Adjusted odds ratios (AORs) with 95% confidence intervals (CIs) were used to interpret the results.

Results: In this study, the prevalence of barriers to healthcare access among women found to be 55.84% (95% CI:55.57, 56.10). Husband educational status (AOR=1.23, 95% CI: 1.15, 1.30), media exposure (AOR=1.17, 95% CI: 1.11, 1.24), antenatal care visit (AOR=1.31,95% CI: 1.10, 1.55), delivery place (AOR=1.33, 95% CI:1.24, 1.43), health insurance (AOR=1.18, 95% CI: 1.11, 1.26), wealth index(AOR=2.29, 95% CI 2.14, 2.45), (AOR=1.57, 95CI: 1.46, 1.68) and visiting health facility within the past 12 months (AOR=0.91,95% CI:0.87, 0.97) were individual level factors associated with outcome variable. In addition, place of residence (AOR=1.30, 95% CI:1.22, 1.39), community literacy level (AOR=1.13, 95% CI:1.03, 1.24), community poverty level (AOR=1.12, 95% CI:1.02, 1.22), and Region were community level factors associated with barriers to healthcare access.

Conclusion: In this study, over half of women in Sub-Saharan Africa face significant barriers to healthcare access. Educational status, media exposure, place of residence, antenatal care attendance, place of delivery, health insurance coverage, wealth index, recent visits to health facilities, community literacy levels, community wealth status, and regional differences were determinant factors. These findings highlight the need for Sub-Saharan African governments to prioritize these determinants when formulating policies and strategies aimed at reducing preventable barriers to healthcare access in the region.

背景:在发展中区域,特别是在撒哈拉以南非洲,获得保健服务方面的障碍是造成产妇和儿童死亡率和发病率高的重要原因。获得保健的机会受到多种因素的影响,包括财政限制、地理位置、服务的可得性和所提供的保健质量。本研究旨在评估这些障碍的严重程度,并确定影响撒哈拉以南非洲育龄妇女获得医疗保健的因素。方法:本研究利用了2019年至2023年在撒哈拉以南非洲进行的最新人口与健康调查的二手数据。134,470名育龄妇女的加权样本被纳入分析。数据分析使用Stata version 14,采用多级混合效应logistic回归模型。在p值小于0.05时,认为与获得医疗保健障碍相关的因素具有统计学意义。采用校正优势比(AORs)和95%置信区间(CIs)来解释结果。结果:在本研究中,女性获得医疗保健的障碍患病率为55.84% (95% CI:55.57, 56.10)。丈夫受教育程度(AOR=1.23, 95% CI: 1.15, 1.30)、接触媒体(AOR=1.17, 95% CI: 1.11, 1.24)、产前保健就诊(AOR=1.31,95% CI: 1.10, 1.55)、分娩地点(AOR=1.33, 95% CI:1.24, 1.43)、健康保险(AOR=1.18, 95% CI: 1.11, 1.26)、财富指数(AOR=2.29, 95% CI 2.14, 2.45)、(AOR=1.57, 95CI: 1.46, 1.68)和过去12个月内就诊(AOR=0.91,95% CI:0.87, 0.97)是与结局变量相关的个体水平因素。此外,居住地(AOR=1.30, 95% CI:1.22, 1.39)、社区文化水平(AOR=1.13, 95% CI:1.03, 1.24)、社区贫困水平(AOR=1.12, 95% CI:1.02, 1.22)和地区是与获得医疗保健障碍相关的社区水平因素。结论:在这项研究中,撒哈拉以南非洲一半以上的妇女在获得医疗保健方面面临重大障碍。教育状况、媒体接触、居住地、产前护理、分娩地点、健康保险覆盖率、财富指数、最近到卫生设施就诊、社区识字率、社区财富状况和地区差异是决定因素。这些发现突出表明,撒哈拉以南非洲各国政府在制定旨在减少该地区可预防的医疗保健障碍的政策和战略时,需要优先考虑这些决定因素。
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引用次数: 0
Investigating the predictive power of seismic statistical features using ensemble learning. 利用集成学习研究地震统计特征的预测能力。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-19 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0342765
Wei Quan, Denise Gorse

Earthquake prediction is an extremely challenging problem, one that has been in the past (and sometimes still is) claimed to be impossible. Given this undisputed high level of difficulty, work that reports a high level of prediction success might reasonably be regarded with a degree of caution. We will discuss here how these results may in many cases be due to data leakage. However, a recent paper co-authored by one of us has shown a promising level of predictive ability even when its methodology strictly controls for possible overfitting and data leakage. We here build on that prior work by asking if the demonstrated predictive value of the seismic statistical features used there is due to their being able to capture domain-specific knowledge. Specifically, we compare the value of the same set of 60 seismic statistical features used in the aforementioned previous work to the value of a set of 428 generic time series features from the tsfresh package. We train an XGBoost model to predict if there will be an earthquake of magnitude M ≥ 5 in the following 15 days, and find models using the seismic statistical features can attain AUCs of up to 0.87, while models using the tsfresh features alone cannot obtain results substantially better than random. It therefore does appear that seismic-specific catalogue features are able to capture valuable information about subsurface conditions prior to an impending earthquake. We do not attempt to carry out operational earthquake prediction, considering it premature at this time. However, the demonstrated seismic-specific origin of the predictive power of our features gives hope that by augmenting and enhancing them such prediction may become feasible, and we conclude by discussing some novel directions for future work.

地震预测是一个极具挑战性的问题,在过去(有时仍然是)一直被认为是不可能的。鉴于这种无可争议的高难度,报告高水平预测成功的工作可能会被合理地谨慎对待。我们将在这里讨论这些结果在许多情况下是如何由于数据泄漏造成的。然而,我们其中一人最近共同撰写的一篇论文显示,即使在其方法严格控制可能的过拟合和数据泄漏的情况下,预测能力也有很大的希望。我们在此以先前的工作为基础,询问地震统计特征的预测价值是否由于它们能够捕获特定领域的知识。具体来说,我们比较了上述工作中使用的同一组60个地震统计特征与来自tsfresh包的一组428个通用时间序列特征的值。我们训练了一个XGBoost模型来预测在接下来的15天内是否会发生M≥5级地震,并发现使用地震统计特征的模型可以获得高达0.87的auc,而单独使用tsfresh特征的模型不能获得比随机更好的结果。因此,似乎地震特有的目录特征能够在地震即将来临之前捕捉到有关地下状况的宝贵信息。我们不打算进行可操作的地震预测,考虑到现在还为时过早。然而,我们的特征预测能力的特定地震起源证明了希望,通过增加和增强它们,这种预测可能是可行的,我们最后讨论了未来工作的一些新方向。
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引用次数: 0
Knowledge flows from science to AI technology: Identifying core and brokerage technological roles. 知识从科学流向人工智能技术:确定核心和中介技术角色。
IF 2.6 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-19 eCollection Date: 2026-01-01 DOI: 10.1371/journal.pone.0341005
Seokhui Lee, Jisoo Hur, Junseok Hwang, Dieter F Kogler, Keungoui Kim

The rapid advancement of artificial intelligence (AI) technologies has not only driven convergence with diverse technological domains but also swiftly spread across various industrial sectors. As a knowledge-intensive field, AI is particularly shaped by the flow of knowledge from scientific research to technological development, yet remains insufficiently examined in a systematic and structural way. This study addresses this gap by investigating science-to-technology knowledge flow that underpins AI's technological evolution. We propose a semantic science-technology exploration framework specifically designed for the AI domain, consisting of the two stages: technology classification and semantic topic exploration. First, AI patents are classified into four categories using centrality measures derived from a CPC co-occurrence network. Then, we extract abstracts from both patents and their cited scientific publications to apply BERTopic modelling and generate topic labels using generative AI. Analyzing AI-related patents filed from 2002 to 2021, we trace key technological trends and elucidate the structural pathways of knowledge flow science to technology. The findings offer practical implications for corporate R&D strategies and innovation policy design in the era of AI.

人工智能(AI)技术的快速发展不仅推动了不同技术领域的融合,而且在各个产业领域迅速蔓延。作为一个知识密集型领域,人工智能特别受到从科学研究到技术开发的知识流动的影响,但在系统和结构方面仍然缺乏充分的研究。本研究通过调查支撑人工智能技术进化的科学到技术的知识流动来解决这一差距。我们提出了一个专门针对人工智能领域的语义科学技术探索框架,该框架包括两个阶段:技术分类和语义主题探索。首先,使用CPC共现网络衍生的中心性度量将人工智能专利分为四类。然后,我们从专利及其引用的科学出版物中提取摘要,应用BERTopic建模,并使用生成式人工智能生成主题标签。通过对2002年至2021年人工智能相关专利申请的分析,我们追溯了关键技术趋势,并阐明了知识从科学流向技术的结构路径。研究结果对人工智能时代的企业研发战略和创新政策设计具有现实意义。
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引用次数: 0
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PLoS ONE
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