Seid Mohammad Alavi-Siney , Jalal Saba , Alireza Fotuhi Siahpirani , Jaber Nasiri
{"title":"Supervised and unsupervised machine learning approaches for prediction and geographical discrimination of Iranian saffron ecotypes based on flower-related and phytochemical attributes","authors":"Seid Mohammad Alavi-Siney , Jalal Saba , Alireza Fotuhi Siahpirani , Jaber Nasiri","doi":"10.1016/j.inpa.2023.12.002","DOIUrl":"10.1016/j.inpa.2023.12.002","url":null,"abstract":"<div><div>A two-year field experiment (2014–2016; Zanjan, Iran) was conducted to monitor potential diversity pattern and adaptability power among 18 Iranian saffron ecotypes under Zanjan climatological conditions using seven flower-related and three qualitative traits (crocin, picrocrocin, and safranal, determined by UV–visible spectra), and analyzed by supervised and unsupervised approaches. A range of variability was recorded among the ecotypes, and despite some exceptions, overall, saffron corms produced higher amounts of studied features across the second year. The Feizabad ecotype was recommended to acquire maximum qualitative criteria (category I; based on ISO Normative 3632 grading system), while for flower-related parameters several ecotypes (e.g., Ghaien, Bardeskan, Torbat-Jam, and Gonabad) could be applied for Zanjan climatological conditions. Based on the results of Leave-One-Out Cross-Validation (LOOCV), various prediction values were computed for all 10 classifiers of LDA, QDA, FDA, MDA, RDA, Naive Bayes, Decision Tree, Linear SVM, Radial SVM, and Random Forest in terms of accuracy, sensitivity and specificity parameters. Among which, Random Forest and LDA with the values of 0.91 and 0.78 possessed the highest and the lowest amounts of accuracy, respectively. Finally, considering the highest accuracy value of the superior classification model of Random forest, both feature subsets of “FFW, FDW, Picrocrocin, Safranal, and Crocin” and “SFW, FDW, Picrocrocin, Safranal, and Crocin” were nominated as the most powerful elements (comparing to the remaining 1021 feature subsets) to make accurate discrimination between Khorasan and non-Khorasan saffron ecotypes. The results, overall, revealed that saffron ecotypes followed different responses under Zanjan climatological circumstances, and Random Forest is more suitable for accurately predicting saffron corms from different provenances.</div></div>","PeriodicalId":53443,"journal":{"name":"Information Processing in Agriculture","volume":"12 1","pages":"Pages 1-16"},"PeriodicalIF":7.7,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138609531","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mayra L. Pazmiño , Leticia Chico-Santamarta , Andrea Boero , Angel D. Ramirez
{"title":"Environmental life cycle assessment and potential improvement measures in the shrimp and prawn aquaculture sector: A literature review","authors":"Mayra L. Pazmiño , Leticia Chico-Santamarta , Andrea Boero , Angel D. Ramirez","doi":"10.1016/j.aaf.2024.06.003","DOIUrl":"10.1016/j.aaf.2024.06.003","url":null,"abstract":"<div><div>The shrimp and prawn aquaculture sector is a growing component of the global food supply. However, this ongoing growth can lead to environmental implications. Life Cycle Assessment (LCA) enables the assessment of these consequences by providing environmental information about the entire value chain. Furthermore, LCA highlights the improvements in environmental performance. This study aims to analyze the literature on LCA of shrimp production at different locations to assess methodological approaches such as functional unit and system boundaries, inventory data collection, impact categories evaluated, and main findings. A literature review in Scopus databases is performed to achieve this aim. Among the reviewed studies, it is observed that the scope of most of them encompasses everything from hatchery to farm gate. Some cases include packaging and transport to the point of destination. The consumption and waste treatment stages have been included in only two cases. The most analyzed impact categories are climate change, eutrophication, and acidification. The critical spots identified are feed formulation and farm energy use. The shrimp aquaculture sector could enhance its environmental performance by incorporating raw materials that replace the consumption of fishmeal and soybean meal in feeds with more sustainable alternatives. The adequate adjustment of the feed conversion ratio could support mitigating the amount of sediment and unconsumed feed, thereby reducing nutrient concentration in discharges. Renewable energy sources could be employed to cover the on-farm demands.</div></div>","PeriodicalId":36894,"journal":{"name":"Aquaculture and Fisheries","volume":"10 2","pages":"Pages 183-201"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141707790","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
遗传Pub Date : 2025-03-01DOI: 10.16288/j.yczz.24-201
Min Chen, Na Han, Yu Miao, Yujun Qiang, Wen Zhang, Pengbo Liu, Qiyong Liu, Dongmei Li
{"title":"Differential transcriptome profiling of <i>Bartonella</i> spp. influenced by the species divergence factors.","authors":"Min Chen, Na Han, Yu Miao, Yujun Qiang, Wen Zhang, Pengbo Liu, Qiyong Liu, Dongmei Li","doi":"10.16288/j.yczz.24-201","DOIUrl":"10.16288/j.yczz.24-201","url":null,"abstract":"<p><p>To reveal the differences in transcript levels of <i>Bartonella</i> spp. from different species and hosts and their impacts on phylogenetic relationships, we focus on 27 strains from four <i>Bartonella</i> species (<i>B. henselae</i>, <i>B. koehlerae</i>, <i>B. clarridgeiae</i> and <i>B. quintana</i>) and three hosts (<i>Felis catus</i>, <i>Homo sapiens</i> and <i>Macaca mulatta</i>) to conduct the transcriptome sequencing using Illumina high-throughput sequencing technology. Gene expression differences between strains from different species and hosts are analyzed, and the results of phylogenetic analysis at the transcriptome and genome levels are compared. The results show significant differences in gene transcription between strains from different species and hosts. Twelve genes are screened, including <i>virB10</i>, <i>bepC</i> and <i>virB4</i>, which may facilitate host-specific recognition. Furthermore, phylogenetic analysis based on SNPs within the core genes of the transcriptome demonstrate species-specific clustering patterns among strains. Further analysis indicate that host factors influence the genetic divergence of strains, while geographic factors exert a small impact on this process. These findings are congruent with the phylogenetic analysis of SNPs in the core genes of the genome. Our study uses differential transcriptome analysis to reveal the genetic divergence and phylogenetic relationships of <i>Bartonella</i> species. And the observed regular differences between strains from different species and hosts are found to correspond with the results of traditional genome analysis. Thus, our results indicate the utility of transcriptome data in efficiently investigating the genetic divergence between species.</p>","PeriodicalId":35536,"journal":{"name":"遗传","volume":"47 3","pages":"366-381"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143606514","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Mining and analysis of key genes related to rice seed longevity in NJ9108 based on transcriptomics.","authors":"Chaofei Han, Ling Chen, Yuanxiu Wang, Qian Cheng, Sheng Zuo, Huabin Liu, Chengliang Wang","doi":"10.16288/j.yczz.24-243","DOIUrl":"10.16288/j.yczz.24-243","url":null,"abstract":"<p><p>Seed longevity is the period over which seeds remain viable and capable of gemination, and is an important trait of seed quality. Longevity changes in seed directly affect the germination rate, seedling morphology, and storage time. Therefore, the identification of seed longevity genes has significant value for cultivating seeds that are storage-resistant and have long lifespan. The study found that NJ9108 seeds are a type of rice that is resistant to aging; Using transcriptomic technology, the annotated genes were subjected to mfuzz fuzzy clustering and divided into 6 subtypes, with a total of 8,384 genes upregulated/downregulated by aging induction. These differentially expressed genes are enriched into biological processes (BP), cellular components (CC), and molecular functions (MF), with 42 genes enriched in phenylpropanoid biosynthesis, 31 genes enriched in sugar signaling, and 42 genes enriched in plant hormone signaling pathways. They are the most important pathways involved in the aging resistance process of NJ9108. qRT-PCR results showed that compared with <i>ZH11</i>, <i>4CL5</i>, <i>CAD5</i>, <i>PRX3</i> and <i>PRX86</i> in the phenylpropanoid biosynthesis pathway were significantly upregulated in NJ9108 after aging; <i>BGLU18</i>, <i>BGLU22</i> and <i>TPP3</i> in the sugar signaling pathway were significantly upregulated in NJ9108; <i>RR12</i> and <i>SAPK5</i> involved in the plant hormone signaling pathway were significantly upregulated after aging, while <i>IAA12</i> and <i>IAA20</i> were significantly downregulated in NJ9108 seeds. The expression trends of these genes are consistent with transcriptomic results, suggesting that these genes regulating rice seed longevity. <i>BGLU18</i>, <i>BGLU22</i>, <i>OsRR12</i>, and <i>TPP3</i>, as the new identified seed longevity genes, can be further studied in the future. Above all, the experimental results provide a theoretical basis for understanding the regulatory network of rice seed longevity and for breeding rice varieties that are resistant to aging.</p>","PeriodicalId":35536,"journal":{"name":"遗传","volume":"47 3","pages":"351-365"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143606552","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Meijuan Shi , Xiucai Hu , Rongrong Liu , Yanjing Yang, Aijun Lv
{"title":"Characterization of gill transcriptome, SSR/SNP markers and expression analysis of lysozyme LysC gene from Carassius auratus upon Aeromonas hydrophila infection","authors":"Meijuan Shi , Xiucai Hu , Rongrong Liu , Yanjing Yang, Aijun Lv","doi":"10.1016/j.aaf.2023.08.011","DOIUrl":"10.1016/j.aaf.2023.08.011","url":null,"abstract":"<div><div>The gills are large mucosal surfaces and play primary roles in respiration and immune defences. However, the molecular mechanism for gills of fish needs still to be explored. In the present study, transcriptomic analysis and identification of SSR and SNP markers were performed in the gills of crucian carp <em>Carassius auratus</em>. The results showed a total of 84,259 unigenes were annotated to NCBI NR, KEGG and GO databases for 55,283, 39,303, 33,388, respectively. Enriched KEGG pathway analyses for the identified genes showed the mainly functional modules such as metabolism, cellular processes, environmental adaptation, genetic processing, organismal and immune systems. Moreover, 22,102 SSRs (simple sequence repeats) were potentially identified and 9776 (44.2%) were accounted for the most dinucleotides. Transition and transversion sites of SNPs (single nucleotide polymorphisms) were also observed. Tissue distribution showed that the expression level of lysozyme <em>LysC</em> gene was relatively high in intestine, liver, spleen and kidney tissues and up-regulated in gills, skin and brain after the <em>A. hydrophila</em> infection. We discovered the immune-related pathways through the transcriptome analysis in the gills of crucian carp, some potential SSR/SNP markers were identified, and lysozyme gene predominantly expressed in mucosal immune organs (eg., gills, skin, intestine) responded to <em>A. hydrophila</em> infection. To the best of our knowledge, this was the detailed report on the molecular characteristics in crucian carp gills with transcriptome analysis, which will not only provide a scientific reference for further understanding the local defense mechanism, but also lay a foundation for molecular marker-assisted breeding in fish.</div></div>","PeriodicalId":36894,"journal":{"name":"Aquaculture and Fisheries","volume":"10 2","pages":"Pages 219-227"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134962148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fabio Meurer , Jailson Novodworski , Robie Allan Bombardelli
{"title":"Protein requirements in Nile tilapia (Oreochromis niloticus) during production and reproduction phases","authors":"Fabio Meurer , Jailson Novodworski , Robie Allan Bombardelli","doi":"10.1016/j.aaf.2024.03.004","DOIUrl":"10.1016/j.aaf.2024.03.004","url":null,"abstract":"<div><div>The accelerated growth of global aquaculture has boosted the production chain of Nile tilapia (<em>Oreochromis niloticus</em>), currently the third most cultivated species worldwide. This fish plays a crucial role in global food security. Protein is the main fish diet nutrient, and its quality, as well as protein level variations, directly and significantly affect the productive chain of this species. In this study, we conducted a comprehensive review of protein requirements at different tilapia development stages, underscoring the fundamental importance of a balanced diet to promote efficient growth. The study identified protein requirement variations based on weight, age, and different tilapia farming systems. In addition, the challenges associated with formulating balanced diets are discussed, especially in the face of the scarcity of traditional protein sources, such as fishmeal. Several factors are considered in this review, including tilapia development stage, rearing system, stocking density, ingredient quality, specific tilapia nutritional requirements and strains, feed management, temperature, and water quality. A gradual decrease in protein requirements is observed as fish grow and reach a minimum point during the growth phase, followed by a slight increase during the subsequent fattening phase. Tilapia protein requirements are influenced by various factors, including growth phase and farming system characteristics. Identifying the ideal protein levels at each stage is crucial for guiding sustainable tilapia aquaculture practices and enhancing the overall production efficiency of the species.</div></div>","PeriodicalId":36894,"journal":{"name":"Aquaculture and Fisheries","volume":"10 2","pages":"Pages 171-182"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140794975","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Improvement of oilseed Brassica crops by Trichoderma use: Gene transfer and direct interaction","authors":"Tamara Sánchez-Gómez, Jorge Martín-García, Óscar Santamaría, Jorge Poveda","doi":"10.1016/j.ocsci.2025.02.001","DOIUrl":"10.1016/j.ocsci.2025.02.001","url":null,"abstract":"<div><div>Global agriculture must urgently adopt a new approach to ensure adequate food production for the increasing population in the current context of adverse conditions, while prioritizing environmental sustainability. This change requires innovative and environmentally conscious methods, such as symbiotic-microorganisms-based products. Among these organisms, the genus <em>Trichoderma</em> stands out, as these fungal endophytes reside within many plant species including those in the Brassicaceae family and interact with them positively. Brassicaceae encompass numerous taxa of special agricultural and food interest, such as those known as oilseed brassicas (OSBs). Among these group are crops for obtaining canola and mustard seeds, commonly used for oil and spices production, respectively. OSBs are of greater interest for food because they are rich source of vitamins and minerals, and have also a great antimicrobial, antioxidant and antitumor potential application. Therefore, the improvement of these plant species (or of their cultivation methods) may ultimately lead to an improvement in human food and, accordingly, human health. This progress could go hand in hand with the <em>Trichoderma</em> fungal genus, either based on transgenesis with some of their genes, or using these fungi to formulate and produce bioinoculants. In relation to transgenesis, the most widely studied are those based on <em>Trichoderma</em> genes encoding endochitinases and Kelch-like family proteins, in both cases to achieve an antifungal effect against pathogenic fungi. With regard to <em>Trichoderma</em>-based products, these can be aimed at promoting plant growth, protecting crops against pathogens by acting as biological control agents (BCAs), or even reducing contaminants in the soil, such as heavy metals. The purpose of the present literature review is to analyse and discuss most of the existing studies to date on the interaction between OSB crops and <em>Trichoderma</em> fungi.</div></div>","PeriodicalId":34095,"journal":{"name":"Oil Crop Science","volume":"10 1","pages":"Pages 51-63"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143682333","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Broadening the gene base of peanut breeding using incompatible wild species","authors":"Chunjiao Jiang, Jiakai Li, Haojie Sun, Zhiwei Wang, Zhen Yang, Chuantang Wang","doi":"10.1016/j.ocsci.2024.11.004","DOIUrl":"10.1016/j.ocsci.2024.11.004","url":null,"abstract":"<div><div>The cultivated peanut (<em>Arachis hypogaea</em> L.) is a significant edible oilseed crop. Although substantial progress has been made in breeding new peanut varieties through conventional methods, the narrow gene base of the cultivated peanut (stemming from six evolutionary bottlenecks) poses growing challenges for developing breakthrough varieties via intraspecific hybridization alone. Consequently, extensive efforts have been directed towards the utilization of incompatible wild <em>Arachis</em> species. In this study, we present the first genetic diversity assessment of 30 progenies derived from intersectional crosses between the high-oleic peanut cultivar Huayu 665 and two wild species, <em>A. paraguariensis</em> and <em>A. appresipilla</em>, alongside 32 cultivated materials and 29 wild accessions, using transposon element markers. The hybrids demonstrated greater genetic diversity than the cultivars, expanding the gene base for peanut breeding. Hybrid progenies with enhanced insect pest resistance and elevated levels of both oleic acid and oil/protein content were tentatively obtained. This work lays the groundwork for the future development of high-yielding, high-quality peanut varieties through the utilization of crop wild relatives.</div></div>","PeriodicalId":34095,"journal":{"name":"Oil Crop Science","volume":"10 1","pages":"Pages 44-50"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143682334","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Oil Crop SciencePub Date : 2025-03-01DOI: 10.1016/j.ocsci.2024.11.002
Yaqi Deng , Zhiwen Zhang , Lili Liu , Tonghua Wang , Mei Li , Dawei Zhang , Mingli Yan
{"title":"The research process of clubroot disease and related control strategies in Brassica","authors":"Yaqi Deng , Zhiwen Zhang , Lili Liu , Tonghua Wang , Mei Li , Dawei Zhang , Mingli Yan","doi":"10.1016/j.ocsci.2024.11.002","DOIUrl":"10.1016/j.ocsci.2024.11.002","url":null,"abstract":"<div><div><em>Brassica</em> clubroot caused by <em>Plasmodiophora brassicae</em> has been identified as a severe soil-borne disease that poses a significant threat to plants root systems. The disease results in the formation of tumorous enlargements in the roots, leading to wilting and eventual plant death. Consequently, crop yield is drastically reduced, causing substantial economic losses in agriculture. The current study aims to provide a comprehensive overview of recent research process on <em>Brassica</em> clubroot, focusing on the biological characteristics, physiological race identification, and pathogenic mechanism of <em>P. brassicae</em>. Furthermore, it covers the latest advancements in the comprehensive prevention and clubroot control. The insights gained from this study are expected to contribute to the future research on clubroot and the development of resistance breeding strategies.</div></div>","PeriodicalId":34095,"journal":{"name":"Oil Crop Science","volume":"10 1","pages":"Pages 9-17"},"PeriodicalIF":0.0,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143682329","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kaiyu Li , Yuzhaobi Song , Xinyi Zhu , Lingxian Zhang
{"title":"A severity estimation method for lightweight cucumber leaf disease based on DM-BiSeNet","authors":"Kaiyu Li , Yuzhaobi Song , Xinyi Zhu , Lingxian Zhang","doi":"10.1016/j.inpa.2024.03.003","DOIUrl":"10.1016/j.inpa.2024.03.003","url":null,"abstract":"<div><div>Accurately estimating the severity of cucumber diseases is crucial for improving cucumber quality and minimizing economic losses. Deep learning techniques have shown promising results in automatically extracting disease image features for severity estimation. However, existing methods still face challenges in accurately estimating disease severity under complex backgrounds and achieving real-time performance.This paper presents a lightweight severity estimation method called DM-BiSeNet to address these challenges. The proposed method utilizes BiSeNet V2 as the base network and incorporates depthwise separable convolutional blocks to optimize the detail branch. A simplified MobileNet V3 network is also constructed to optimize the semantic branch. The model training process is accelerated using the AdamW optimizer. To evaluate the performance of DM-BiSeNet, a dataset consisting of cucumber powdery mildew and downy mildew disease images collected in natural scenes is utilized. Experimental results demonstrate that DM-BiSeNet achieves higher accuracy in severity estimation, with an <em>R<sup>2</sup></em> value of 0.9407 and an RMSE of 1.0680, outperforming the comparison methods. Moreover, DM-BiSeNet exhibits a complexity of 1.54 GFLOPs and is capable of reasoning 94 disease images per second.The proposed DM-BiSeNet model offers a lightweight and effective solution for accurate and rapid severity estimation of cucumber diseases under complex backgrounds. It provides a valuable technical tool for quantitative disease estimation, offering significant potential for practical applications.</div></div>","PeriodicalId":53443,"journal":{"name":"Information Processing in Agriculture","volume":"12 1","pages":"Pages 68-79"},"PeriodicalIF":7.7,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143534658","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}