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Non-random mating behaviour between diverging littoral and pelagic three-spined sticklebacks in an invasive population from Upper Lake Constance. 康斯坦斯湖上游入侵种群中濒海和远洋三刺鱼的非随机交配行为。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-01-15 eCollection Date: 2025-01-01 DOI: 10.1098/rsos.241252
Tobias Zeidler, Albert Ros, Samuel Roch, Arne Jacobs, Juergen Geist, Alexander Brinker

Adaptive divergence and increased genetic differentiation among populations can lead to reproductive isolation. In Lake Constance, Germany, a population of invasive three-spined stickleback (Gasterosteus aculeatus) is currently diverging into littoral and pelagic ecotypes, which both nest in the littoral zone. We hypothesized that assortative mating behaviour contributes to reproductive isolation between these ecotypes and performed a behavioural experiment in which females could choose between two nest-guarding males. Behaviour was recorded, and data on traits relevant to mate choice were collected. Both females of the same and different ecotypes were courted with equal vigour. However, there was a significant interaction effect of male and female ecotypes on the level of aggression in females. Littoral females were more aggressive towards pelagic males, and pelagic females were more aggressive towards littoral males. This indicates rejection of males of different ecotypes in spite of the fact that littoral males were larger, more intensely red-coloured and more aggressive than the pelagic males-all mating traits female sticklebacks generally select for. This study documents the emergence of behavioural barriers during early divergence in an invasive and rapidly diversifying stickleback population and discusses their putative role in facilitating reproductive isolation and adaptive radiation within this species.

种群间的适应性分化和遗传分化增加可导致生殖隔离。在德国的康斯坦斯湖,入侵的三刺鱼(Gasterosteus aculeatus)种群目前正分化为沿海生态型和远洋生态型,它们都在沿海地区筑巢。我们假设,选择性交配行为导致了这些生态型之间的生殖隔离,并进行了一项行为实验,在实验中,雌性可以在两个守巢的雄性之间进行选择。行为被记录下来,并收集了与配偶选择有关的特征数据。相同生态型和不同生态型的雌性都以同样的精力被追求。然而,雄性和雌性生态型对雌性的攻击水平有显著的交互作用。沿海雌鱼对远洋雄鱼更具攻击性,而远洋雌鱼对沿海雄鱼更具攻击性。这表明,尽管沿海的雄性比远洋的雄性体型更大、颜色更红、更具攻击性——这些都是雌性棘鱼通常选择的交配特征——但不同生态型的雄性被拒绝了。本研究记录了入侵性和快速多样化的棘鱼种群在早期分化过程中出现的行为障碍,并讨论了它们在促进该物种的生殖隔离和适应性辐射中的可能作用。
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引用次数: 0
Development of reed-based cellulose aerogel: a sustainable solution for crude oil spill clean-up. 芦苇基纤维素气凝胶的开发:原油泄漏清理的可持续解决方案。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-01-15 eCollection Date: 2025-01-01 DOI: 10.1098/rsos.241207
Huong Le Thi Thanh, An Tran Nguyen Minh, Hoang Tran Huu

This study focused on fabricating a cellulose aerogel for oil spill clean-up, using common reed (Phragmites australis) as the cellulose source. The process involved isolating cellulose from reed via traditional Kraft pulping, considering the effects of key factors on the isolated cellulose content. After a two-stage HP bleaching sequence, the highest cellulose content achieved was 27.2%, with 80% ISO brightness and 1% ash content under mild Kraft pulping conditions of 30% sulfidity, 20% active alkali (AA), sustained cooking at 165°C for 3 h, and a liquor-to-reed ratio of 8 : 1. Subsequently, reed-based cellulose aerogel was fabricated via a freeze-drying method using an eco-friendly NaOH/poly(ethylene glycol) aqueous solvent system, which was then modified with methyltrimethoxysilane. The resulting aerogel exhibited remarkable characteristics, including a low density of 0.04 g cm-3, high porosity of 96%, high hydrophobicity with a water contact angle (WAC) of 141°, and a superior crude oil adsorption capacity of 35 g g-1. Comprehensive characterizations of the fabricated materials, including scanning electron microscopy, Fourier transform infrared spectroscopy, thermogravimetric analysis/differential scanning calorimetry, and WAC measurements, were evaluated. This interdisciplinary study explores the commercial promise of reed-based cellulose aerogel as a sustainable solution for oil spill clean-up efforts.

本研究以芦苇(芦苇属)为纤维素源,制备了一种用于石油泄漏清理的纤维素气凝胶。采用传统的硫酸盐制浆法从芦苇中分离纤维素,并考虑了影响分离纤维素含量的关键因素。经过两段HP漂白后,在磺化度为30%、活性碱(AA)为20%、蒸煮温度为165℃3 h、液芦苇比为8:1的温和硫酸盐制浆条件下,纤维素含量最高为27.2%,ISO亮度为80%,灰分含量为1%。随后,采用环保型NaOH/聚乙二醇水溶液体系,通过冷冻干燥法制备芦苇基纤维素气凝胶,并用甲基三甲氧基硅烷对其进行改性。制备的气凝胶具有低密度0.04 g cm-3、高孔隙度96%、高疏水性(水接触角为141°)、35 g g-1的原油吸附能力等显著特点。对制备的材料进行了全面的表征,包括扫描电子显微镜、傅里叶变换红外光谱、热重分析/差示扫描量热法和WAC测量。这项跨学科的研究探索了芦苇基纤维素气凝胶作为溢油清理工作的可持续解决方案的商业前景。
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引用次数: 0
Is musical ability related to second-language acquisition? A meta-analysis. 音乐能力与第二语言习得有关吗?一个荟萃分析。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-01-15 eCollection Date: 2025-01-01 DOI: 10.1098/rsos.241193
Rachel M Thompson, Lauren K Salig, L Robert Slevc

In our multicultural and interconnected world, the ability to learn new languages is important. However, there are significant differences in how successfully adults can learn aspects of non-native languages. Given robust relationships between musical ability and native-language processing, musical ability might also contribute to successful second-language acquisition. However, while several studies have assessed this relationship in various ways, the consistency and robustness of the relationship between musical ability and second-language learning remains unclear. Thus, we synthesized 184 effects across 57 independent studies (n =3181) with a robust variance estimation multivariate meta-analysis, and we narratively summarized partial correlation effects across 12 studies. The available evidence suggests that musical ability is indeed positively related to second-language learning, even after factoring in publication bias revealed by the meta-analysis. Although future work with more diverse participant populations and methodologies is needed to further disentangle this relationship, it is apparent that individuals with better musical ability are generally more successful at second-language learning.

在我们这个多元文化和相互联系的世界里,学习新语言的能力很重要。然而,成年人在学习非母语方面的成功程度存在显著差异。鉴于音乐能力和母语处理之间的密切关系,音乐能力也可能有助于成功的第二语言习得。然而,虽然有几项研究以不同的方式评估了这种关系,但音乐能力与第二语言学习之间的关系的一致性和稳健性仍不清楚。因此,我们综合了57项独立研究(n =3181)的184个效应,并对12项研究的部分相关效应进行了叙述性总结。现有的证据表明,音乐能力确实与第二语言学习呈正相关,即使在元分析显示的出版偏差因素之后也是如此。尽管未来需要更多不同的参与者群体和方法来进一步理清这种关系,但很明显,音乐能力较好的人在第二语言学习方面通常更成功。
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引用次数: 0
Application of a new composite genetic marker semen-specific methylation-microhaplotype in the analysis of semen-vaginal fluid mixtures. 一种新的复合遗传标记——精液特异性甲基化微单倍型在精液-阴道液混合物分析中的应用。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-01-15 eCollection Date: 2025-01-01 DOI: 10.1098/rsos.241565
Dan Wen, Hao Xing, Xuan Tang, Yue Wang, Bowei Jiang, Jienan Li, Ying Liu, Lagabaiyila Zha

DNA mixtures containing semen and vaginal fluid are common biological samples in forensic analysis. However, the analysis of semen-vaginal fluid mixtures remains challenging. In this study, to solve these problems, it is proposed to combine semen-specific CpG sites and closely related microhaplotype sites to form a new composite genetic marker (semen-specific methylation-microhaplotype). Six methylation-microhaplotype loci were selected. To further improve discrimination power, five methylation-SNP loci were also included. The methylation levels and genotypes of these selected loci were obtained using massively parallel sequencing technology. Except for loci MMH04ZHA019 and MMH17ZHA059, the remaining nine loci were successfully sequenced. For the successfully sequenced loci, they performed well in identifying individuals and body fluids. An allele categorization model was developed using K-nearest neighbour algorithm, which was then used to predict allele types in semen-vaginal fluid mixtures. These loci were able to confirm the presence of semen and link semen to a true donor in semen-vaginal fluid mixtures with mixing ratios of 10:1, 9:1, 5:1, 4:1, 1:1, 1:3, 1:4, 1:8 and 1:9 (semen:vaginal fluid). This preliminary study suggests that this new composite genetic marker has great potential as a supplementary tool to commonly used genetic markers (STR, etc.) for analysing semen-vaginal fluid mixtures.

含有精液和阴道液的DNA混合物是法医分析中常见的生物样本。然而,精液-阴道液体混合物的分析仍然具有挑战性。为了解决这些问题,本研究提出将精液特异性CpG位点与密切相关的微单倍型位点结合,形成一个新的复合遗传标记(精液特异性甲基化-微单倍型)。选择了6个甲基化微单倍型位点。为了进一步提高辨别能力,我们还纳入了5个甲基化snp位点。这些位点的甲基化水平和基因型通过大规模平行测序技术得到。除MMH04ZHA019和MMH17ZHA059位点外,其余9个位点测序成功。对于成功测序的基因座,它们在识别个体和体液方面表现良好。使用k近邻算法建立了等位基因分类模型,然后将其用于预测精液-阴道液混合物中的等位基因类型。这些基因座能够确认精液的存在,并在混合比例为10:1、9:1、5:1、4:1、1:1、1:3、1:4、1:8和1:9(精液:阴道液)的精液-阴道液混合物中将精液与真正的捐赠者联系起来。这一初步研究表明,这种新的复合遗传标记作为常用遗传标记(STR等)的补充工具,在分析精液-阴道液混合物方面具有很大的潜力。
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引用次数: 0
Multi-modal integration of MRI and global chamber charge density mapping for the evaluation of atrial fibrillation. MRI多模态集成和房颤的全房电荷密度成像评估。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-01-15 eCollection Date: 2025-01-01 DOI: 10.1098/rsos.241048
Alexander J Sharp, Michael T B Pope, Andre Briosa E Gala, Richard Varini, Timothy R Betts, Abhirup Banerjee

Atrial fibrillation (AF) is the most prevalent clinical arrhythmia, posing significant mortality and morbidity challenges. Outcomes of current catheter ablation treatment strategies are suboptimal, highlighting the need for innovative approaches. A major obstacle lies in the inability to comprehensively assess both structural and functional remodelling in AF. Combining magnetic resonance imaging (MRI)'s detailed structural insights with global chamber charge density mapping (CDM)'s functional mapping capabilities holds promise for advancing AF management. Our research introduces a novel tool for three-dimensional reconstruction of left atrial geometries from MRI, facilitating integration into CDM systems. We comprehensively assess our tool by generating three-dimensional left atrial meshes from MRIs of eight patients with AF and compare them with the established CDM intra-chamber ultrasound approach utilizing both geometric and clinical parameters. We apply the CDM inverse algorithm to both sets of reconstructions in order to compare derived conductions across various heart rhythms and AF conduction patterns. Finally, we explore the potential utility of our integrated pipeline through an exploration of the relationship between AF conduction patterns and their proximity to adjacent thoracic structures. Ultimately, this multifaceted approach aims to unveil insights into AF mechanisms, potentially improving treatment outcomes through personalized ablation strategies targeting arrhythmogenic atrial substrate.

心房颤动(AF)是最常见的临床心律失常,具有显著的死亡率和发病率挑战。目前导管消融治疗策略的结果是不理想的,强调需要创新的方法。一个主要的障碍在于无法全面评估房颤的结构和功能重构。将磁共振成像(MRI)的详细结构洞察与全局腔室电荷密度映射(CDM)的功能映射能力相结合,有望推进房颤的管理。我们的研究引入了一种新的工具,用于从MRI中三维重建左心房几何形状,促进与CDM系统的整合。我们通过从8名房颤患者的mri中生成三维左心房网格来全面评估我们的工具,并将其与利用几何和临床参数建立的CDM腔内超声方法进行比较。我们将CDM逆算法应用于两组重建,以比较不同心律和AF传导模式的衍生传导。最后,我们通过探讨心房颤动传导模式与其邻近胸腔结构的接近程度之间的关系,探讨了我们的综合管道的潜在效用。最终,这种多方面的方法旨在揭示房颤机制,通过针对致心律失常心房底物的个性化消融策略,潜在地改善治疗结果。
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引用次数: 0
Modelling pacemaker oscillations in lymphatic muscle cells: lengthened action potentials by two distinct system effects. 模拟淋巴肌肉细胞的起搏器振荡:通过两种不同的系统效应延长动作电位。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-01-08 eCollection Date: 2025-01-01 DOI: 10.1098/rsos.241714
Edward J Hancock, Charlie Macaskill, Scott D Zawieja, Michael J Davis, Christopher D Bertram

Lymphatic system failures contribute to cardiovascular and various other diseases. A critical function of the lymphatic vascular system is the active pumping of fluid from the interstitium back into the blood circulation by periodic contractions of lymphatic muscle cells (LMCs) in the vessel walls. As in cardiac pacemaking, these periodic contractions can be interpreted as occurring due to linked pacemaker oscillations in the LMC membrane potential (M-clock) and calcium concentration (C-clock). We previously reported a minimal model of synchronized dual-clock-driven oscillations. While this qualitatively replicated the period of oscillations under different conditions, it did not replicate the action potential shape as it varied under those conditions, particularly as regards the extent or lack of a systolic plateau. Here, we modify the model to replicate the plateau behaviour. Using phase-plane analysis we show two qualitatively different dynamical mechanisms that could account for plateau formation, one largely M-clock-driven, the other largely C-clock-driven. The second case occurs with the introduction of a ryanodine receptor; in both cases, we find improved predictions for calcium levels. With enhanced fidelity to the experimental data, the improved model has the potential to help determine opportunities for pharmacological treatment of lymphatic system pumping defects.

淋巴系统衰竭会导致心血管疾病和其他各种疾病。淋巴血管系统的一个关键功能是通过血管壁淋巴肌细胞的周期性收缩,主动将液体从间质泵回血液循环。与心脏起搏一样,这些周期性收缩可以解释为LMC膜电位(m时钟)和钙浓度(c时钟)的起搏器振荡相关。我们之前报道了同步双时钟驱动振荡的最小模型。虽然这定性地复制了不同条件下的振荡周期,但它并没有复制在这些条件下动作电位形状的变化,特别是在收缩平台的程度或缺乏方面。在这里,我们修改模型以复制平台行为。使用相平面分析,我们展示了两种定性不同的动力机制,可以解释高原的形成,一个主要是m时钟驱动,另一个主要是c时钟驱动。第二种情况发生在引入良诺定受体时;在这两种情况下,我们都发现对钙水平的预测有所改善。随着实验数据保真度的提高,改进的模型有可能帮助确定淋巴系统泵缺陷的药物治疗机会。
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引用次数: 0
Ultrasensitive turn-off fluorescent sensor for estimation of the new influenza antiviral prodrug baloxavir marboxil in its pharmaceutical formulation. 用于估计新型流感抗病毒前药巴洛韦马博西在其制剂中的超灵敏关闭荧光传感器。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-01-08 eCollection Date: 2025-01-01 DOI: 10.1098/rsos.241634
Amira S Gouda, Mamdouh R Rezk, Ahmed M Abdel-Megied, Hoda M Marzouk

Carbon quantum dots (CQDs) are a recently developed class of fluorescent nanoparticles made from carbon. Co-doping with heteroatoms such as nitrogen and sulfur improved the properties and generated a high quantum yield. In the proposed study, we utilized a simple, cost-effective, single-stage hydrothermal approach to produce extreme photoluminescence co-doped, nitrogen and sulfur, CQDs (N,S-CODs). Thiosemicarbazide was used as a nitrogen and sulfur source, while citric acid was used as a carbon source to produce fluorescent probes. The prepared N,S-CQDs were subjected to extensive characterization. The generated N,S-CQDs yielded strong fluorescence emission at λ em 430.0 nm after excitation at λ ex 360.0 nm, with a relatively high quantum yield of 41.3% utilizing quinine sulfate as a reference fluorescent compound. These N,S-CQDs were applied as fluorescent nanosensors for the ultrasensitive spectrofluorimetric determination of baloxavir marboxil (BXM) directly without pre-derivatization for the first time. BXM effectively quenches the native fluorescence of N,S-CQDs. Considering the optimal conditions, the fluorescence intensity reduction of N,S-CQDs exhibited a 'turn-off' response to BXM at concentrations of 10.0-100.0 ng ml-1, with detection limits of 1.88 ng ml-1 and quantitation limits of 5.69 ng ml-1, respectively. The proposed method determined BXM successfully in its tablet dosage form and further expanded to confirm the content uniformity of the tablet units in agreement with USP guidelines.

碳量子点(CQDs)是最近发展起来的一类由碳制成的荧光纳米颗粒。与氮和硫等杂原子共掺杂改善了性能并产生了高量子产率。在本研究中,我们利用一种简单、经济、单阶段的水热方法制备了氮和硫共掺杂的极端光致发光CQDs (N,S-CODs)。以硫脲为氮源和硫源,柠檬酸为碳源制备荧光探针。所制备的N,S-CQDs进行了广泛的表征。在λ ex 360.0 nm激发后,生成的N,S-CQDs在λ em 430.0 nm处有较强的荧光发射,以硫酸奎宁作为参考荧光化合物,量子产率较高,达到41.3%。利用N,S-CQDs作为荧光纳米传感器,首次实现了不经预衍生直接超灵敏荧光法测定巴洛沙韦马博西(BXM)。BXM有效地抑制了N,S-CQDs的天然荧光。在最佳条件下,N,S-CQDs在浓度为10.0 ~ 100.0 ng ml-1时对BXM的荧光强度降低呈“关闭”反应,检测限为1.88 ng ml-1,定量限为5.69 ng ml-1。该方法成功地测定了BXM片剂剂型,并进一步扩展以确认片剂单位的含量均匀性符合USP指南。
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引用次数: 0
Recent advances in metal-catalysed oxidation reactions. 金属催化氧化反应的最新进展。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-01-08 eCollection Date: 2025-01-01 DOI: 10.1098/rsos.241215
Aleena Raju, Subhiksha Jothish, Kokila Sakthivel, Shachi Mishra, R J Gana, Kotaro Kikushima, Toshifumi Dohi, Fateh V Singh

Oxidation reactions are vital tools in synthetic organic chemistry. Oxidation of organic species such as alcohols, phenols, aldehydes and ketones provides synthetically valuable organic compounds, especially synthetic intermediates for several biologically active compounds. Some of these synthetic intermediates have shown their synthetic utility in the total synthesis of natural products. Several classical and modern synthetic approaches have been used to achieve these oxidation reactions. In this review article, various oxidation reactions achieved by metal catalysis are highlighted.

氧化反应是合成有机化学的重要手段。有机物质如醇类、酚类、醛类和酮类的氧化提供了有合成价值的有机化合物,特别是几种生物活性化合物的合成中间体。其中一些合成中间体在天然产物的全合成中显示出它们的合成用途。一些经典的和现代的合成方法已经被用来实现这些氧化反应。本文重点介绍了金属催化氧化的各种反应。
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引用次数: 0
Unexpected stability of the iron(II) complex by an asymmetrical Schiff base from Fe(III): structure, magnetic and Mössbauer investigations. 来自Fe(III)的不对称席夫碱的铁(II)配合物的意外稳定性:结构,磁性和Mössbauer研究。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-01-08 eCollection Date: 2025-01-01 DOI: 10.1098/rsos.241334
Dawit Tesfaye, Mamo Gebrezgiabher, Jonas Braun, Taju Sani, Sebastien Diliberto, Pascal Boulet, Nandakumar Kalarikkal, Christopher E Anson, Annie K Powell, Madhu Thomas

The asymmetric Schiff base prepared in situ from ethylenediamine and pyridine-2-carboxaldehyde reacts with Fe(ClO4)3·6H2O to form the Fe(II) complex [FeL2](ClO4)2 with L = N,N-diethyl-N'-(pyridin-2-yl)methylene)ethane-1,2-diamine, where the Fe(III) starting material has been unexpectedly reduced to Fe(II). This complex was characterized by elemental analysis, infrared spectra, single crystal and powder X-ray diffraction measurements, variable temperature DC magnetic measurement and room temperature Mössbauer spectroscopy. The asymmetric ligand L coordinates in a tridentate fashion through its pyridyl, azomethine and amino nitrogen atoms, generating a distorted octahedral geometry around the central metal ion. Variable temperature magnetic studies and a Mössbauer measurement show that the iron is locked in the low spin Fe(II) states.

由乙二胺和吡啶-2-甲醛原位制备的不对称席夫碱与Fe(ClO4)3·6H2O反应生成Fe(II)配合物[FeL2](ClO4)2与L = N,N-二乙基-N'-(吡啶-2-基)亚甲基乙烷-1,2-二胺,其中Fe(III)原料意外还原为Fe(II)。通过元素分析、红外光谱、单晶和粉末x射线衍射、变温直流磁测量和室温Mössbauer光谱对该配合物进行了表征。不对称配体L通过其吡啶、亚甲基和氨基氮原子以三叉戟方式配位,在中心金属离子周围产生扭曲的八面体几何形状。变温磁研究和Mössbauer测量表明,铁被锁定在低自旋Fe(II)态。
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引用次数: 0
AI Thinking: a framework for rethinking artificial intelligence in practice. AI Thinking:在实践中重新思考人工智能的框架。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-01-08 eCollection Date: 2025-01-01 DOI: 10.1098/rsos.241482
Denis Newman-Griffis

Artificial intelligence is transforming the way we work with information across disciplines and practical contexts. A growing range of disciplines are now involved in studying, developing and assessing the use of AI in practice, but these disciplines often employ conflicting understandings of what AI is and what is involved in its use. New, interdisciplinary approaches are needed to bridge competing conceptualizations of AI in practice and help shape the future of AI use. I propose a novel conceptual framework called AI Thinking, which models key decisions and considerations involved in AI use across disciplinary perspectives. AI Thinking addresses five practice-based competencies involved in applying AI in context: motivating AI use, formulating AI methods, assessing available tools and technologies, selecting appropriate data and situating AI in the sociotechnical contexts it is used in. A hypothetical case study is provided to illustrate the application of AI Thinking in practice. This article situates AI Thinking in broader cross-disciplinary discourses of AI, including its connections to ongoing discussions around AI literacy and AI-driven innovation. AI Thinking can help to bridge between the work of diverse disciplines, contexts and actors in the AI space, and shape AI efforts in education, industrial development and policy.

人工智能正在改变我们跨学科和跨实践环境处理信息的方式。现在有越来越多的学科参与研究、开发和评估人工智能在实践中的应用,但这些学科往往对人工智能是什么以及人工智能的使用涉及到什么有相互矛盾的理解。需要新的跨学科方法来弥合实践中人工智能概念的竞争,并帮助塑造人工智能使用的未来。我提出了一个新的概念框架,称为人工智能思维,它模拟了跨学科视角下人工智能使用的关键决策和考虑因素。《人工智能思维》涉及到在情境中应用人工智能的五种基于实践的能力:激励人工智能的使用,制定人工智能方法,评估可用的工具和技术,选择适当的数据,以及将人工智能置于使用它的社会技术环境中。提供了一个假设的案例研究来说明人工智能思维在实践中的应用。本文将人工智能思维置于更广泛的人工智能跨学科话语中,包括它与围绕人工智能素养和人工智能驱动创新的持续讨论的联系。人工智能思维有助于在人工智能领域不同学科、背景和参与者的工作之间架起桥梁,并在教育、产业发展和政策方面塑造人工智能工作。
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引用次数: 0
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