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Assessing transgenerational gene editing capacity for enhancing aquaculture productivity in decapod crustaceans 评估转代基因编辑能力,提高十足类甲壳动物的水产养殖生产力
IF 8.8 1区 农林科学 Q1 FISHERIES Pub Date : 2024-07-11 DOI: 10.1111/raq.12951
Nickolis Black, Thomas M. Banks, Tomer Ventura

In the wake of global population increases and stagnating capture fishery production, there exists a requirement for novel biotechnologies to increase aquaculture productivity to offset demand. Through recognition of limitations imposed by aquaculture—increased incidence of disease, stress, cannibalism, and mortality in captivity—researchers continue to investigate RNA interference (RNAi) and clustered regularly interspaced short palindromic repeat (CRISPR) technologies for their potential to alleviate these at a genetic level. In decapods, with the exception of generating desirable all-male monosex populations in Macrobrachium rosenbergii, RNAi and CRISPR technologies have yet to provide a significant commercial use case. This literature review provides a comprehensive examination of RNAi and CRISPR in decapods, along with popular delivery methods (injection/microinjection; electroporation; receptor-mediated ovary transduction of cargo [ReMOT]; and nanoparticles). It identifies a number of limitations including scalability bottlenecks imposed by RNAi delivery methods, and deferred gene editing progress as a result of CRISPR's infancy. Finally, it recognises gene editing induced gene silencing (GEiGS®) as a novel method for silencing gene expression, and suggests an interim examination of transgenerational gene silencing (TGS) (‘parental RNAi’) in decapods to enhance aquaculture productivity.

在全球人口增长和捕捞渔业产量停滞不前的情况下,需要新型生物技术来提高水产养殖的生产力,以满足需求。研究人员认识到水产养殖带来的限制--疾病、压力、食人行为和圈养死亡率的增加--因此继续研究 RNA 干扰(RNAi)和聚类有规则间隔短回文重复(CRISPR)技术,以了解它们在基因水平上缓解这些限制的潜力。在十足目动物中,除了在鲭鱼中产生理想的全雄性单性种群外,RNAi 和 CRISPR 技术尚未提供重要的商业应用案例。本文献综述全面考察了 RNAi 和 CRISPR 在十足目动物中的应用,以及流行的传递方法(注射/微量注射;电穿孔;受体介导的卵巢货物转导 [ReMOT];纳米颗粒)。报告指出了一些局限性,包括 RNAi 传递方法造成的可扩展性瓶颈,以及 CRISPR 尚处于起步阶段造成的基因编辑进展延迟。最后,报告认为基因编辑诱导基因沉默(GEiGS®)是一种沉默基因表达的新方法,并建议对十足目动物中的跨代基因沉默(TGS)("亲代 RNAi")进行中期检查,以提高水产养殖的生产力。
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引用次数: 0
Navigating aquaculture losses: Tackling fish-killing phytoflagellates in a changing global landscape 驾驭水产养殖损失:在不断变化的全球环境中应对杀死鱼类的藻鞭藻
IF 8.8 1区 农林科学 Q1 FISHERIES Pub Date : 2024-07-04 DOI: 10.1111/raq.12947
Malihe Mehdizadeh Allaf, Kevin J. Erratt

Aquaculture has emerged as a pivotal alternative for seafood production, addressing the challenges posed by depleting wild fish stocks. However, the industry faces substantial challenges, notably the presence of harmful algal blooms (HABs), which can cause serious economic consequences. The proliferation of major species of phytoflagellates leading to massive fish mortality is on the rise, possibly attributed to increasing global temperatures and eutrophication. This underscores the critical need for robust detection, prevention, and mitigation strategies to safeguard the aquaculture industry. This contribution offers valuable insights into comprehending and addressing the challenges posed by HABs in the fish aquaculture sector in an era of global change.

水产养殖已成为海产品生产的重要替代方式,可应对野生鱼类资源枯竭带来的挑战。然而,水产养殖业也面临着巨大的挑战,尤其是有害藻华(HABs)的出现,可能会造成严重的经济后果。可能是由于全球气温升高和富营养化,导致大量鱼类死亡的主要藻类增殖呈上升趋势。这突出表明,迫切需要强有力的检测、预防和缓解战略来保护水产养殖业。这篇论文为理解和应对全球变化时代鱼类水产养殖业中有害藻华带来的挑战提供了宝贵的见解。
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引用次数: 0
More than just geosmin and 2-methylisoborneol? Off-flavours associated with recirculating aquaculture systems 不只是地奥司明和 2-甲基异龙脑?与循环水产养殖系统有关的异味
IF 8.8 1区 农林科学 Q1 FISHERIES Pub Date : 2024-07-03 DOI: 10.1111/raq.12949
Pedro Martínez Noguera, Matteo Egiddi, Julia Södergren, Mariana Rodrigues da Silva, Jonathan Beauchamp, Mikael Agerlin Petersen, Andrea Buettner, Niels O. G. Jørgensen

The consumption of seafood is driven by flavour, yet achieving its high quality remains a challenge for many species reared in recirculating aquaculture systems (RAS). A comprehensive knowledge of off-odour sources in aquatic foods is indispensable in ensuring flavour quality standards. At the beginning of the production chain, early post-harvest lipid oxidation products develop into endogenous off-odours and accumulate over time. These malodours add to those already absorbed exogenously, namely from the water and feeds, although the information on the interactions between these sources is currently scarce. Despite geosmin and 2-methylisoborneol receiving significant attention in relation to fish off-flavour, only limited knowledge on the molecular and ecological mechanisms driving their production in aquatic environments has been reported. Moreover, RAS-hosted bacteria have been associated with a wide range of other odour-active compounds, such as pyrazines, terpenoids, and other degradation byproducts that are frequently overlooked when studying flavour taint in fish. The influence of aquaculture feeds on the flavour of fish flesh has been underestimated, too, both as a source of off-odours but also as a novel modulator strategy to achieve desirable aquatic food flavours. Finally, the influence of water treatment processes widely used in RAS operations, such as advance oxidation process, ozone, ultraviolet and hydrogen peroxide disinfections, is greatly underexplored with respect to odour quality. This article reviews the current scientific evidence with supporting data on the chemical diversity of off-odours found in aquaculture fish worldwide and their potential sources and highlights knowledge gaps that should be addressed in future research.

海产品的消费是由风味驱动的,但对于许多在循环水养殖系统(RAS)中饲养的物种来说,实现高品质的风味仍然是一项挑战。全面了解水产食品中的异味来源对于确保风味质量标准不可或缺。在生产链的最初阶段,收获后的早期脂质氧化产物会发展成内源性异味,并随着时间的推移不断积累。这些异味会增加已经被外源吸收的异味,即从水和饲料中吸收的异味,但目前有关这些来源之间相互作用的信息还很少。尽管地奥司明和 2-甲基异龙脑在鱼类异味方面受到了极大的关注,但有关其在水生环境中产生的分子和生态机制的知识却十分有限。此外,RAS寄主细菌还与其他多种气味活性化合物有关,如吡嗪类、萜类和其他降解副产物,这些在研究鱼类异味时经常被忽视。水产饲料对鱼肉风味的影响也被低估了,它既是异味的来源,也是实现理想水产食品风味的新型调节策略。最后,在 RAS 操作中广泛使用的水处理工艺(如高级氧化工艺、臭氧、紫外线和过氧化氢消毒)对气味质量的影响也没有得到充分的研究。这篇文章回顾了当前的科学证据,以及世界各地水产养殖中发现的异味化学多样性及其潜在来源的支持数据,并强调了未来研究中应解决的知识差距。
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引用次数: 0
Why aquaculture needs immunology 为什么水产养殖需要免疫学
IF 8.8 1区 农林科学 Q1 FISHERIES Pub Date : 2024-07-02 DOI: 10.1111/raq.12946
Geert F. Wiegertjes

Health of farmed fish and shellfish deserves a top priority. To help prevent and fight the global disease crisis in aquaculture, it is high time to further explore immunology. And high time for immunologists specialized in aquaculture to start taking aquaculture more seriously. As a first step forward, find here some challenges and many opportunities.

养殖鱼类和贝类的健康理应成为重中之重。为了帮助预防和应对全球水产养殖业的疾病危机,现在是进一步探索免疫学的时候了。水产养殖领域的免疫学家也应该开始更加认真地对待水产养殖。作为迈出的第一步,我们在这里发现了一些挑战和许多机遇。
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引用次数: 0
Indicators for ecological carrying capacity of bivalve and seaweed aquaculture 双壳贝类和海藻养殖的生态承载能力指标
IF 8.8 1区 农林科学 Q1 FISHERIES Pub Date : 2024-06-27 DOI: 10.1111/raq.12945
Carrie J. Byron, Sophie J. I. Koch, Myriam D. Callier, Lotta Kluger, Dror L. Angel, Jan Vanaverbeke, Ramon Filgueira

Within the framework of Ecosystem Approach to Aquaculture (EAA), ecological carrying capacity (ECC) is a key concept that helps to determine the upper limit of production without compromising ecosystem functioning. The implementation of ECC is complex as ECC differs between type of farms and location and standardised methods should be developed for management. There is therefore a clear need for operational indicators. The objectives of this paper were: (1) to carry out a systematic literature review on shellfish and seaweed aquaculture-environment interactions to list the most used environmental indicators, (2) to classify the indicators according to the effects they measure (i.e., benthic, water quality, food web interactions, cultured organism health, resource use) and the scale at which they are applied, and (3) to assess their potential based on four indicator criteria categories: sensitivity, accuracy and precision, feasibility and utility, and ecosystem-level scalability. Overall, indicators describing benthic effects were the most highly cited and scored. Indicators identified for bivalve and seaweed culture were discussed and compared to previous work on salmon aquaculture indicators to highlight similarities and differences across trophic levels. In addition, questions related to the challenges of ECC indicators implementation were presented to a panel of experts. The scoring and consultation provided the source of discussion on environmental management consistent with EAA.

在水产养殖生态系统方法(EAA)框架内,生态承载力(ECC)是一个关键概念,有助于在不损害生态系统功能的情况下确定生产上限。生态承载力的实施非常复杂,因为不同类型的养殖场和不同地点的生态承载力各不相同,应制定标准化的管理方法。因此,显然需要制定操作指标。本文的目标是(1) 对贝类和海藻水产养殖与环境的相互作用进行系统的文献综述,列出最常用的环境指标,(2) 根据指标测量的效果(即底栖、水质、食物网相互作用、养殖生物健康、资源利用)和应用规模对指标进行分类,(3) 根据四个指标标准类别评估其潜力:灵敏度、准确性和精确度、可行性和实用性以及生态系统级可扩展性。总体而言,描述底栖生物影响的指标被引用和评分最多。对双壳贝类和海藻养殖指标进行了讨论,并将其与以前的鲑鱼养殖指标进行了比较,以突出不同营养级的异同。此外,还向专家小组提出了与实施环境协调委员会指标的挑战有关的问题。评分和咨询为讨论与 EAA 一致的环境管理提供了源泉。
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引用次数: 0
Role of β-glucan on finfish and shellfish health and well-being: A systematic review and meta-analysis β-葡聚糖对鳍鱼和贝类健康和福祉的作用:系统回顾和荟萃分析
IF 8.8 1区 农林科学 Q1 FISHERIES Pub Date : 2024-06-25 DOI: 10.1111/raq.12944
Hien Van Doan, Md Afsar Ahmed Sumon, Hung Quang Tran, Chinh Xuan Le, Eman Y. Mohammady, Ehab R. El-Haroun, Seyed Hossein Hoseinifar, Einar Ringo, Vlastimil Stejskal, Mahmoud A. O. Dawood

This study aimed to conduct a systematic review and meta-analysis evaluating the inclusion of β-glucan in aquaculture animal diets and its impact on their health outcomes. Relevant studies were identified from Scopus and Web of Science databases. A total of 82 primary studies published between 1996 and 2024 were reviewed, of which 70 were included in the meta-analysis. The results revealed that the application of β-glucan to aquaculture animal's diets significantly enhanced specific growth rate (SGR; mean effect, g = 2.71; p < 0.001), feed conversion ratio (FCR; g = −3.88; p < 0.0001) and lowered mortality after exposure to pathogens. Likewise, β-glucan had a positive influence (p < 0.0001) on innate immune parameters (lysozyme and phagocyte activity, NBT, ACH50, and IgM). The study found that the effects of β-glucans varied among marine and freshwater fish where freshwater fishes (g = 2.05–6.57) exhibit better performance. This study also found a negative correlation between fish's innate immune response and trophic level, suggesting that fish with higher trophic levels may be less efficient at absorbing this bio-stimulant. Even though there were high heterogeneity (I2 = 73%–97%, p < 0.05) due to the diversity of tested organisms and publication bias, our model and findings are valid. The findings suggest that the dietary application of β-glucans can have beneficial effects on growth and immune responses especially for freshwater species. The validity of these observations needs to be confirmed by further prospective studies.

本研究旨在对水产养殖动物日粮中添加β-葡聚糖及其对其健康结果的影响进行系统回顾和荟萃分析。从 Scopus 和 Web of Science 数据库中找到了相关研究。共审查了 1996 年至 2024 年间发表的 82 项主要研究,其中 70 项被纳入荟萃分析。结果显示,在水产养殖动物日粮中添加β-葡聚糖可显著提高特定生长率(SGR;平均效应,g = 2.71;p <;0.001)、饲料转化率(FCR;g = -3.88;p <;0.0001),并降低接触病原体后的死亡率。同样,β-葡聚糖对先天性免疫参数(溶菌酶和吞噬细胞活性、NBT、ACH50 和 IgM)也有积极影响(p < 0.0001)。研究发现,β-葡聚糖对海水鱼和淡水鱼的影响各不相同,其中淡水鱼(g = 2.05-6.57)的表现更好。这项研究还发现,鱼类的先天免疫反应与营养级之间存在负相关,这表明营养级越高的鱼类吸收这种生物刺激剂的效率越低。尽管由于受测生物的多样性和发表偏差而存在高度异质性(I2 = 73%-97%, p <0.05),但我们的模型和研究结果是有效的。研究结果表明,膳食中添加β-葡聚糖对淡水物种的生长和免疫反应有好处。这些观察结果的有效性还需要进一步的前瞻性研究来证实。
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引用次数: 0
The problems with pin bones: Intermuscular bone development and function in salmonids and their implications for aquaculture 针骨的问题:鲑鱼肌间骨的发育和功能及其对水产养殖的影响
IF 8.8 1区 农林科学 Q1 FISHERIES Pub Date : 2024-06-22 DOI: 10.1111/raq.12942
Brianne A. Lyall, P. Eckhard Witten, Chris G. Carter, Matthew R. Perrott, Jane E. Symonds, Seumas P. Walker, Zac Waddington, Gianluca Amoroso

A healthy skeletal system is fundamental to fish welfare and performance and a key physiological feature of a robust fish. The presence of skeletal deformities in farmed salmonids is a persistent welfare problem in aquaculture, and one which threatens to impede industry growth. Deformities of the fine bones of fish, such as ribs and intermuscular bones (IBs), have received less attention than vertebral body deformities, despite their potential to compromise fish welfare and product quality. IBs, commercially known as pin bones, are small spicule-like bones embedded in the muscle fillets of salmonids, cyprinids and other basal teleost species. In farmed basal teleosts, they impact fish processing, have negative effects on the economic value of fish and present a potential consumer health concern if ingested. Current understanding of IB development and function in teleosts has mostly relied on morphological research. More recently, advances in our understanding of molecular mechanisms of IB development in cyprinids have been made, largely due to the exploration of breeding IB-free fish for use in aquaculture. In this review, we explore the existing literature on IBs in teleosts, highlight the points of contention within this field of research and identify the significant knowledge gaps about the development and function of salmonid IBs. To our knowledge, there is no available research on the function of IBs and scarce research concerning IB development in salmonids. Future research on teleost IBs would benefit from the use of consistent terminology to facilitate interdisciplinary collaboration and identify research outputs in this field.

健康的骨骼系统是鱼类福利和性能的基础,也是健壮鱼类的关键生理特征。养殖鲑鱼的骨骼畸形是水产养殖中一个长期存在的福利问题,有可能阻碍行业发展。尽管肋骨和肌间骨(IBs)等鱼类细骨畸形有可能损害鱼类福利和产品质量,但与椎体畸形相比,它们受到的关注较少。肌间骨在商业上被称为针骨,是嵌在鲑科鱼类、鲤科鱼类和其他基干远东鱼类肌肉片中的小刺状骨骼。在养殖的基干远洋鱼类中,它们会影响鱼类的加工,对鱼类的经济价值产生负面影响,而且一旦摄入会对消费者的健康造成潜在威胁。目前,对远洋鱼类 IB 发育和功能的了解主要依赖于形态学研究。最近,我们对鲤科鱼类 IB 发育的分子机制的了解取得了进展,这主要归功于在水产养殖中培育无 IB 鱼类的探索。在这篇综述中,我们探讨了有关俊鱼类 IB 的现有文献,强调了这一研究领域的争议点,并指出了有关鲑鱼 IB 发育和功能的重大知识空白。据我们所知,目前还没有关于IB功能的研究,有关鲑鱼IB发育的研究也很少。使用统一的术语来促进跨学科合作并确定该领域的研究成果,将有益于未来有关远足类动物 IB 的研究。
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引用次数: 0
Understanding the sources, fate and effects of microplastics in aquatic environments with a focus on risk profiling in aquaculture systems 了解微塑料在水生环境中的来源、归宿和影响,重点是水产养殖系统中的风险分析
IF 8.8 1区 农林科学 Q1 FISHERIES Pub Date : 2024-06-19 DOI: 10.1111/raq.12941
Naveed Nabi, Ishtiyaq Ahmad, Adnan Amin, Mohd Ashraf Rather, Imtiaz Ahmed, Younis Ahmad Hajam, Saba Khursheed, Monisa Mehboob Malik, Adnan Abubakr

The upsurge in the usage of plastics on a global scale has led to the widespread occurrence of microplastics (MPs) in aquatic environments. This review starts by outlining the current global scenario of plastic production. It then delves into the various sources of plastics and their entry into aquatic systems, including their impact on fisheries and the aquaculture sector. The detailed analysis of plastic entry and various methods of degradation into small sized, MPs followed by their transport, uptake and trophic transference have been reviewed systematically. Besides, the review summarizes the current knowledge on impacts of MPs, their additives and associated contaminants on organisms living in the aquatic environment, particularly fish thriving in cultured conditions. The analysis of effects of MPs alone and in association with other contaminants like heavy metals, organic pollutants and leachates reveal serious effects such as cytotoxicity, immune response, oxidative stress, neurotoxicity, barrier attributes and genotoxicity among various aquatic species particularly, fish. In addition, the present review discusses MPs invasion into aquaculture systems, explores risk assessment both in terms of exposure risk and toxicological risks associated with biochemical nature, size, shape and concentration of MPs. Besides, risk management strategies and future prospective to control MPs associated hazards have also been highlighted. In summary, the present review outlines the various sources, fate, impact of MPs in aquatic environment highlighting the need to recognize MPs pollution as a serious threat to aquatic organisms and to formulate strategies including prevention, reduce, reuse and safe disposal of plastic material.

随着全球范围内塑料使用量的激增,水生环境中出现了大量的微塑料(MPs)。本综述首先概述了当前全球塑料生产的情况。然后深入探讨塑料的各种来源及其进入水生系统的情况,包括对渔业和水产养殖业的影响。报告系统地分析了塑料进入水生系统的详细情况,以及降解成小尺寸多孔塑料的各种方法,以及塑料的运输、吸收和营养转移。此外,该综述还总结了目前关于多孔塑料、其添加剂和相关污染物对水生环境中生物,尤其是养殖条件下的鱼类的影响的知识。通过分析 MPs 单独或与其他污染物(如重金属、有机污染物和沥滤液)一起产生的影响,可以发现 MPs 对各种水生物种(尤其是鱼类)产生了严重影响,如细胞毒性、免疫反应、氧化应激、神经毒性、屏障属性和遗传毒性。此外,本综述还讨论了 MPs 入侵水产养殖系统的问题,探讨了与 MPs 的生化性质、大小、形状和浓度有关的暴露风险和毒理学风险评估。此外,还强调了控制 MPs 相关危害的风险管理策略和未来前景。总之,本综述概述了 MPs 在水生环境中的各种来源、归宿和影响,强调有必要认识到 MPs 污染对水生生物的严重威胁,并制定包括预防、减少、再利用和安全处置塑料材料在内的策略。
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引用次数: 0
Arabic Abstracts 阿拉伯文摘要
IF 10.4 1区 农林科学 Q1 FISHERIES Pub Date : 2024-06-18 DOI: 10.1111/raq.12929
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引用次数: 0
Science or science-fiction? Playing with ChatGPT to predict the future of the aquafeed industry 科学还是科幻?用 ChatGPT 预测水产饲料行业的未来
IF 10.4 1区 农林科学 Q1 FISHERIES Pub Date : 2024-06-18 DOI: 10.1111/raq.12935
Sara M. Pinho, Giovanni M. Turchini
<p>Technology continually reshapes our interactions with others and the broader society, with the environment, with the way we work and play, and possibly even the way we think. This continuous change seems to have recently accelerated by the widespread introduction of artificial intelligence (AI) tools. For those like us who are not AI experts, a simpler way to understand AI might be as a combination of algorithms and technologies that enable machines to mimic human-like cognitive functions, including problem-solving, learning from experience, and recognising patterns, all guided by human commands.<span><sup>1</sup></span> Advanced AI capabilities, including complex machine learning algorithms and specialised decision-making processes, are predominantly found in paid platforms, tailored for industrial and collaborative use. Whereas other AI tools are freely available to the public and most of them engage with users in natural language conversations, that is, chatbots. Examples of such open-source AIs include Gemini (Google-based), Meta.ai (developed by Meta and integrated with their social media platforms), and ChatGPT (OpenAI). While each platform offers distinct features and functionalities, ChatGPT has notably revolutionised how the general public perceives and utilises AI tools.<span><sup>2</sup></span> Since its release in November 2022, ChatGPT has been adopted for conversational interactions and widely used for knowledge searches, marking a significant shift in the accessibility and usability of AI for everyday users.</p><p>In the context of aquaculture, AI has the potential to help us drive the activity towards more sustainable practices.<span><sup>3</sup></span> ChatGPT, for example, has surely been a source of information for many aquaculture students and farmers, and an additional tool for writing and researching for scientists. Most of us have probably used ChatGPT at least once for fun and curiosity, but possibly also to summarise information, provide definitions, interpret or translate a text, revise a code, or for searching an explanation on an unfamiliar concept related to aquaculture. These are general functionalities offered by ChatGPT, and other chatbots, and are mostly based on information available online. In this editorial of <i>Reviews in Aquaculture</i>, we wanted to go beyond the search for solely past information and, in a mix of scientific curiosity and trying to add extra fun in our daily research tasks, we asked ChatGPT to predict the future. We specifically explored its potential in predicting future trends in the aquafeed industry, inspired by the 6 out of 20 papers published in the current issue that directly focused on aquafeed or fish nutrition.<span><sup>4-9</sup></span> For that, we asked two questions on future prediction and research guidance, and limited the output to 250 words. Prompts and responses are presented below:</p><p><b>Q1. What will the aquafeed industry look like by the end of the century?</b></
为确保水产饲料在 2100 年前实现可持续发展,我应优先考虑的三大关键领域是什么?调查和开发替代蛋白质来源,如昆虫粉、单细胞蛋白和藻类,以减少对传统鱼粉和大豆配料的依赖。优化生产方法,确保可扩展性、营养质量和成本效益,同时最大限度地减少对环境的影响:探索水产饲料行业的循环经济模式,包括水产养殖和其他行业副产品和废物流的回收和再循环。研究将有机废物转化为优质饲料原料的创新技术,从而减少对原始资源的依赖,减轻环境污染:利用营养科学和饲料添加剂方面的进步,重点通过精准投喂技术对水产饲料配方进行微调。开发针对特定物种、生命阶段和环境条件的个性化投喂策略,以优化饲料转化效率,最大限度地减少营养流失,并降低对环境的总体影响。"通过分析第一份预测,我们认为 ChatGPT 以一种乐观和有点理想化的科幻视角(如果不是乌托邦式的)展示了创新和可持续发展的未来,技术驱动的解决方案将解决所有问题。虽然它强调了近期研究中反映出的雄心勃勃的行业目标,但这种预测似乎忽略了可能影响可行性的重要因素。例如,一些研究重点关注创新蛋白质配料,水产饲料行业已经出现减少使用野生鱼类配料的趋势。然而,需要强调纳入这些新配料的复杂性,主要是为了扩大生产规模、确保营养充足、了解其流变和感官特性以及在饲料生产过程中与其他原料的相互作用,并解决大规模养殖或生产这些原料的潜在生态影响。此外,人工智能产出反映了科学界长期存在的一种假设,即循环方法总是能保证环境的可持续性,尽管没有足够的科学或定量证据支持这种假设。另一个关键问题是对纵向一体化的强调,这很可能成为现实,因此需要进一步考虑,因为这可能导致垄断控制和缺乏多样性,掩盖而不是促进当地社会经济的可持续性。但在这里,我们几乎看不到想象力,也看不到类似科幻小说的建议,这令人欣慰地证明,人类的想象力和创造力很可能还没有被计算机取代的风险,至少目前是这样。ChatGPT 总结了近年来水产养殖营养研究人员瞄准的三个众所周知的热门话题。关于 "替代蛋白质来源"、"循环经济方法 "和 "营养优化与精准投喂 "的研究都很有意义,也很受欢迎,因为它们确实有助于提高水产饲料的可持续性。然而,ChatGPT似乎没有从根本上认识到,推进水产饲料可持续性主要取决于生态、社会和经济视角的整合,从而有可能开发出针对不同环境和利益相关者需求的具体解决方案。我们可以从这项工作中获得的启示之一是,人工智能是一个非常有用的工具,现在和将来都会越来越多地用于科学和研发领域。与算盘、计算器、个人电脑、写作和电子表格程序一样,不使用它将毫无意义。同样值得注意的是,人工智能的输出结果将始终取决于用户和提示的制定方式,正如我们在练习中看到的那样,我们将输出结果限制为几个字,这可能会限制解释的深度。在比较两个预测时,这种限制就变得很明显了,因为第一个预测没有提到可扩展性,而第二个预测却提到了。因此,我们认为应该向所有同时也是 ChatGPT 发烧友的研究人员提出警告:对这一工具可能存在的误解和误用,例如,将其用于解释研究结果和概念化研究,不太可能产生任何有影响力或新颖的研究。
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Reviews in Aquaculture
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