Decoding development: the AI frontier in policy crafting: A systematic review by Sofiarti Dyah Anggunia, Jesse Sowell, María Pérez-Ortiz

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Fire ecology database for documenting plant responses to fire events in Australia by José Rafael Ferrer-Paris, Ada Sánchez-Mercado, William K. Cornwell, Mark Ooi, Mark Tozer, Berin D. E. Mackenzie, Renee Woodward, Andrew J. Denham, Tony D. Auld, David A. Keith

“…We demonstrated application of our framework using data from new field surveys and existing data sets in New South Wales, Australia. …”
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A comprehensive dataset of near infrared spectroscopy measurements to predict nitrogen and carbon contents in a wide range of tissues from Brassica napus plants grown under contras... by Sophie Rolland, Françoise Leprince, Solenn Guichard, Françoise Le Cahérec, Anne Laperche, Nathalie Nesi

“…At the same time, reference chemical data for the N and C contents of the same samples were determined by elemental analysis using the Dumas method. …”
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Synthesis of a global daily average gapless land surface temperature dataset from 2003 to 2018 by Xin Pan, Xu Ding, Kevin Tansey, Rufat Guluzade, Penghua Hu, Zi Yang, Suyi Liu, Jie Yuan, Zhanchuan Wang, Ziyu Lv, Wenyi Duan, Yingbao Yang

“…However, due to factors such as cloud, remote sensing LST data often exhibit a significant number of missing values, which can pose challenges to its application. …”
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MelanoDB: A dataset of clinical and molecular features of patients with advanced melanoma treated with MAPK inhibitors by Sarah Dandou, Julie A. Vendrell, Jérôme Solassol, Baptiste Louveau, Céleste Lebbé, Samia Mourah, Florian Rambow, Eric Richard, Stanislas Du Manoir, Alain Mangé, Peter J. Coopman, Ovidiu Radulescu, Romain M. Larive

“…We provide a web application to explore the integrated dataset and data distribution across the collected studies, and we share this dataset with the scientific community according to the Findable, Accessible, Interoperable, Reusable (FAIR) principles.…”
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A high-resolution and whole-body dataset of hand-object contact areas based on 3D scanning method by Zelin Chen, Hanlu Chen, Yiming Ouyang, Chenhao Cao, Wei Gao, Qiqiang Hu, Hu Jin, Shiwu Zhang

“…However, these potential applications are hindered by the constraints of low resolution and incomplete capture of the hand contact data. …”
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Aboveground biomass density maps for post-hurricane Ian forest monitoring in Florida by Inacio T. Bueno, Carlos A. Silva, Caio Hamamura, Victoria M. Donovan, Ajay Sharma, Jiangxiao Qiu, Jinyi Xia, Kody M. Brock, Monique B. Schlickmann, Jeff W. Atkins, Denis R. Valle, Jason Vogel, Andres Susaeta, Mauro A. Karasinski, Carine Klauberg

“…Spatial uncertainty reflecting bootstrap-derived variance remained consistent, with relative standard errors around 90% across the years analyzed. The data are accessible through a web application, RapidFEM4D, enabling researchers and stakeholders to assess AGBD maps for areas of interest. …”
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Generative models of MRI-derived neuroimaging features and associated dataset of 18,000 samples by Sai Spandana Chintapalli, Rongguang Wang, Zhijian Yang, Vasiliki Tassopoulou, Fanyang Yu, Vishnu Bashyam, Guray Erus, Pratik Chaudhari, Haochang Shou, Christos Davatzikos

“…Abstract Availability of large and diverse medical datasets is often challenged by privacy and data sharing restrictions. Successful application of machine learning techniques for disease diagnosis, prognosis, and precision medicine, requires large amounts of data for model building and optimization. …”
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NasalSeg: A Dataset for Automatic Segmentation of Nasal Cavity and Paranasal Sinuses from 3D CT Images by Yichi Zhang, Jing Wang, Tan Pan, Quanling Jiang, Jingjie Ge, Xin Guo, Chen Jiang, Jie Lu, Jianning Zhang, Xueling Liu, Mei Tian, Yuan Qi, Yuan Cheng, Chuantao Zuo

“…It provides an order of magnitude more labeled data, consisting of 130 3D CT scans with pixel-wise annotations of five anatomical structures: the left nasal cavity, right nasal cavity, nasopharynx, left maxillary sinus, and right maxillary sinus. …”
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A large dataset covering the Chinese national sign language for dual-view isolated sign language recognition by Peng Jin, Hongkai Li, Jun Yang, Yazhou Ren, Yuhao Li, Lilan Zhou, Jin Liu, Mei Zhang, Xiaorong Pu, Siyuan Jing

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Building material stocks and embodied carbon dataset for two urban agglomerations in China from 2000 to 2020 by Hanwei Liang, Baizhe Zhang, Xuepeng Qian, Ying Chen, Ye Luo, Yujin Huang, Lu Sun, Chen Zhou, Jie Long, Liang Dong

“…The dataset provides data, theoretical foundation and application scenarios for further research. …”
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Dataset of Smartphone-Based Finger Tapping Test by Ramon Costa Lima, Felipe André da Costa Brito, Rodrigo Luz do Nascimento, Sthephanie Nazaré e Silva Martins, Luis Carlos Monteiro Pereira, Jéssica Portal Seabra, Hugo Leonnardo Chaves Farias, Laenna Morgana Cunha da Silva, Victor Matheus Silva de Miranda, Anderson Belgamo, André dos Santos Cabral, Bianca Callegari, Anselmo de Athayde Costa e Silva, Alex Crisp, Cândida Helena Lopes Alves, Eliza Maria da Costa Brito Lacerda, Givago Silva Souza

“…Participants were asked to perform the FTT using one or both hands, tapping on a central area of a smartphone as many times as possible within a 30-second interval. Data were extracted using an Android application, encompassing details such as touch timing, spatial coordinates, sex, smartphone model, hand used, and age. …”
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Applying the FAIR Principles to computational workflows by Sean R. Wilkinson, Meznah Aloqalaa, Khalid Belhajjame, Michael R. Crusoe, Bruno de Paula Kinoshita, Luiz Gadelha, Daniel Garijo, Ove Johan Ragnar Gustafsson, Nick Juty, Sehrish Kanwal, Farah Zaib Khan, Johannes Köster, Karsten Peters-von Gehlen, Line Pouchard, Randy K. Rannow, Stian Soiland-Reyes, Nicola Soranzo, Shoaib Sufi, Ziheng Sun, Baiba Vilne, Merridee A. Wouters, Denis Yuen, Carole Goble

“…The Workflows Community Initiative’s FAIR Workflows Working Group (WCI-FW), a global and open community of researchers and developers working with computational workflows across disciplines and domains, has systematically addressed the application of both FAIR data and software principles to computational workflows. …”
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Life cycle inventory dataset for energy production and storage technologies: Standardized metrics for environmental modelingZenodo by Elena Rozzi, Paolo Marocco, Marta Gandiglio

“…The dataset is the result of a comprehensive review of peer-reviewed studies, institutional reports, industrial data, and existing LCA databases. Robust average values were derived by consolidating information from multiple sources, thereby addressing a key gap in the literature whereby heterogeneous and fragmented data can make their practical application problematic. …”
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Vis-NIR soil spectral library of the Hungarian Soil Degradation Observation System by János Mészáros, Zsófia Kovács, Péter László, Szilvia Vass-Meyndt, Sándor Koós, Béla Pirkó, Nóra Szűcs-Vásárhelyi, Zsófia Bakacsi, Annamária Laborczi, Kitti Balog, László Pásztor

“…Abstract Since soil spectroscopy is considered to be a fast, simple, accurate and non-destructive analytical method, its application can be integrated with wet analysis as an alternative. …”
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A dataset for 15N natural abundance of soil ammonia volatilization by Lingyun Peng, Chaopu Ti, Bin Yin, Xiao Bai, Miao Li, Limin Tao, Xiaoyuan Yan

“…The presented dataset aims to provide 15N natural abundance (δ15N) data collected from different controlled treatments to fill the knowledge gap between insufficient data of soil δ15N-NH3 and accurately identifying atmospheric NH3 source apportionments. …”
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Dataset of 111 metagenome-assembled genomes from cattle manure, soil and manured soil samplesZenodoNCBI by Eduardo Pérez-Valera, Dana Elhottová

“…This data report presents 111 metagenome-assembled genomes (MAGs) reconstructed from manure, soil and manured soil samples from microcosms after enriching for non-fermenting Gram-negative bacteria (NFGNB). …”
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SUMediPose: A 2D-3D pose estimation datasetDataverse by Chris-Mari Schreuder, Oloff Bergh, Lizé Steyn, Rensu P. Theart

“…The dataset includes 28 participants performing eight strength and conditioning actions at three different speeds, with full image and keypoint data available for 26 participants, while two participants have only keypoint data without accompanying image data. …”
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Daily time series of 12 human thermal stress indices in Greece, aggregated at commune level (1998–2022)Zenodo by Georgios Charvalis, Michalis Koureas, Chloe Brimicombe, Chara Bogogiannidou, Fani Kalala, Varbara Mouchtouri, Christos Hadjichristodoulou

“…Finally, the dataset can support educational purposes, providing a practical example of climate data analysis and geospatial statistics applications.…”
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Dataset on physico-chemical characteristics of Exogenous Organic Matters (EOMs) gathered from various European countriesZenodo by Aurélia Marcelline Michaud, Hélène Van Der Smissen, Lucille Caradec, Elina Tampio, Johanna Laakso, Florent Levavasseur, Karolina Barcauskaite, Donata Drapanauskaite, Maria Valentina Lasorella, Irene Criscuoli, Paulien Van Asperen, Janjo De Haan, Julie Jimenez, Sabine Houot

“…This knowledge is essential for better management of EOM application practices by the farmers in order to increase soil carbon stocks and reduce the reliance on mineral fertilizers.…”
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