Matches in Nanopublications for { ?s <http://www.w3.org/2000/01/rdf-schema#comment> ?o ?g. }
- R1.3-Explanation comment "Where community standards or best practices for data archiving and sharing exist, they should be followed. Several disciplinary communities have defined Minimal Information Standards describing most often the minimal set of metadata items required to assess the quality of the data acquisition and processing and to facilitate reproducibility. Such standards are a good start, noting that true (interdisciplinary) reusability will generally require richer metadata. For a list of such standards, consult FAIRsharing (https://fairsharing.org/standards/, doi:10.1038/s41587-019-0080-8)." assertion.
- R1-Explanation comment "On its surface, principle R1 appears very similar to principle F2. However, the rationale behind principle F2 is to enable effective attribute-based search and query (findability), while the focus of R1 is to enable machines and humans to assess if the discovered resource is appropriate for reuse, given a specific task. For example, not all gene expression data for a given locus are relevant to a study of the effects of heat stress. While inappropriate data may be discovered by the agent’s initial search (principle F2) for expression data about a given gene, here we address the ability to assess the discovered data based on suitability-for-purpose. This reiterates the need for providers to consider not only high-level metadata facets, that will assist in generic search, but also to consider more detailed metadata that will provide much more ‘operational’ instructions for re-use. In this setting, a wide variety of factors may be needed to determine whether a resource is suitable for inclusion in an analysis, and how to adequately process it. " assertion.
- F1-Challenge-1 comment "The community should define identifier registration service(s) that ensure global uniqueness for its digital resources." assertion.
- F1-Choice comment "The community should choose identifier registration service(s) that ensure global uniqueness for its digital resources." assertion.
- assertion comment ""misidentification of an animal that should have been identied as Vogtia serrata（ Moser, 1925） being reported as V. pentacantha（GenBank ID: AY937362）（personal observation from data in Dunn et al. 2005, unpublished sequences of V. serrata from Japan, and in situ images of the ROV-collected specimen from Monterey Bay）" reported in Lindsay et al. 2015. Corroborated by Phil Pugh on 2015-02-06 Reference Lindsay, D.J., Grossmann, M.M., Nishikawa, J., Bentlage, B. and A.G. Collins (2015) DNA barcoding of pelagic cnidarians: current status and future prospects. Bulletin of the Plankton Society of Japan 62(1): 39–43." assertion.
- assertion comment "misidentification of an animal that should have been identied as Vogtia serrata（ Moser, 1925） being reported as V. pentacantha（GenBank ID: AY937362）（personal observation from data in Dunn et al. 2005, unpublished sequences of V. serrata from Japan, and in situ images of the ROV-collected specimen from Monterey Bay）" reported in Lindsay et al. 2015. Corroborated by Phil Pugh on 2015-02-06" assertion.
- LCA comment "A life cycle assessment (LCA) is a systematic analysis of a product or process's environmental impact throughout its entire life cycle. An LCA is performed in accordance with ISO guidelines and is based on compilation of an inventory of inputs and outputs and calculation of a range of mid-point and/or end-point measures of the environmental impact of the product or process. " assertion.
- assertion comment "misidentification of an animal that should have been identied as Vogtia serrata（ Moser, 1925） being reported as V. pentacantha（GenBank ID: AY937362）（personal observation from data in Dunn et al. 2005, unpublished sequences of V. serrata from Japan, and in situ images of the ROV-collected specimen from Monterey Bay）" reported in Lindsay et al. 2015. Corroborated by Phil Pugh on 2015-02-06" assertion.
- assertion comment ""misidentification of an animal that should have been identied as Vogtia serrata（ Moser, 1925） being reported as V. pentacantha（GenBank ID: AY937362）（personal observation from data in Dunn et al. 2005, unpublished sequences of V. serrata from Japan, and in situ images of the ROV-collected specimen from Monterey Bay）" reported in Lindsay et al. 2015. Corroborated by Phil Pugh on 2015-02-06 Reference Lindsay, D.J., Grossmann, M.M., Nishikawa, J., Bentlage, B. and A.G. Collins (2015) DNA barcoding of pelagic cnidarians: current status and future prospects. Bulletin of the Plankton Society of Japan 62(1): 39–43." assertion.
- ImmPort-CyTOF-Derived-Data comment "A template that captures and annotates the assay results for a sample by linking sample, experiment, and interpreted results together. It allows users to describe CyTOF (Mass Cytometry) results in a format to facilitate sharing of results." assertion.
- ImmPort-HLA-Results comment "A template that captures and annotates assay results from HLA typing experiments by linking samples, reagents, and results to experiments. This same template also appears on the web with other names like 'HLA Typing'." assertion.
- ImmPort-CyTOF-Experiment comment "A template to describe and annotate the results of CyTOF (Cytometry by Time-of-Flight) experiments, linking biological samples, experimental details, and assay outcomes in the ImmPort system. The template provides a flexible way to either document new experiments and biological samples or connect existing ones with new assay results. Each experiment sample entry must have a unique ID, ensuring that it is not already stored in ImmPort. " assertion.
- ImmPort-CyTOF-Reagents comment "A template that defines and annotates detailed information about the mass tagged antibody reagents used in a CyTOF (Mass cytometry) experiment. This same template also appears on the web with other names like 'Mass Cytometry Reagent'." assertion.
- KnowledgeGraph comment "A knowledge graph is a knowledge base that uses a graph-structured data model or topology to represent and operate on data. Knowledge graphs are often used to store interlinked descriptions of entities – objects, events, situations or abstract concepts – while also encoding the free-form semantics or relationships underlying these entities." assertion.
- SINTEF comment "SINTEF is one of Europe's largest research institutes, with multidisciplinary expertise within technology, natural sciences and social sciences. SINTEF is an independent foundation which, since 1950, has created innovation through development and research assignments for business and the public sector at home and abroad. SINTEF offers world-leading expertise in the field of materials technology. Our research covers the entire value chain, from ores and raw materials, state-of-the-art and environmentally-friendly production processes, to casting and moulding, assembly, and other advanced production processes." assertion.
- DLite comment "A lightweight data-centric framework for semantic interoperability. DLite is a C implementation of the SINTEF Open Framework and Tools (SOFT), which is a set of concepts and tools for using data models (aka Metadata) to efficiently describe and work with scientific data." assertion.
- UoB_CERJ comment "The University of Birmingham is an ambitious global top 100 university. Since our foundation in 1900 we have established a reputation for high quality fundamental research, research that addresses the challenges of our time and innovative, research-integrated teaching. The Centre for Environmental Research and Justice unites experts from many disciplines to address the escalating global issue of environmental pollution. CERJ's innovative work in regulatory and governance spaces combined with state-of-the-art scientific and data managemnet approaches is advancing the assessment of chemical pollution risks, remediation efforts, and supporting the right to a healthy environment." assertion.
- assertion comment "wrong way to publish an introduction" assertion.
- assertion comment "duplicated" assertion.
- assertion comment "double" assertion.
- NESDA comment "Netherlands Study of Depression and Anxiety (NESDA)" assertion.
- assertion comment "This was just for testing." assertion.
- 10564463 comment "This research investigates the impact of missing data on the performance of machine learning algorithms, with a particular focus on the MIMIC-IV dataset. This project aims to investigate the extent to which missing data negatively impacts the training of machine learning algorithms, and whether demographic groups with a higher proportion of missing data (i.e.,ethnicity) have lower predictive accuracy. Using advanced machine learning and data analysis techniques, our results highlight important considerations related to missing data in medical datasets and provide useful insights for improving predictive modeling and decision support systems in clinical practice offers. Major findings:This investigation leveraged the MIMIC-IV v2.2 dataset—containing de-identified data from 73,141 ICU admissions at Beth Israel Deaconess Medical Center—to study the impact of missing data on machine learning. The research found that while electronic health records (EHRs) offer massive clinical datasets, they are often non-standardized and riddled with missing values. By predicting hospital Length of Stay (LOS), the study showed that as data is missing "not at random," algorithm performance (measured by RMSE) degrades. Specifically, when datasets were intentionally biased to have more missing entries for certain racial groups (Asian, Black, Hispanic, etc.), the predictive error for those specific groups increased in 83% of "aggressive" data removal tests. This highlights that simply imputing or completing missing data can entrench existing healthcare inequities." assertion.
- 10564463 comment "This research investigates the impact of missing data on the performance of machine learning algorithms, with a particular focus on the MIMIC-IV dataset. This project aims to investigate the extent to which missing data negatively impacts the training of machine learning algorithms, and whether demographic groups with a higher proportion of missing data (i.e.,ethnicity) have lower predictive accuracy. Using advanced machine learning and data analysis techniques, our results highlight important considerations related to missing data in medical datasets and provide useful insights for improving predictive modeling and decision support systems in clinical practice offers. Major findings:This investigation leveraged the MIMIC-IV v2.2 dataset—containing de-identified data from 73,141 ICU admissions at Beth Israel Deaconess Medical Center—to study the impact of missing data on machine learning. The research found that while electronic health records (EHRs) offer massive clinical datasets, they are often non-standardized and riddled with missing values. By predicting hospital Length of Stay (LOS), the study showed that as data is missing "not at random," algorithm performance (measured by RMSE) degrades. Specifically, when datasets were intentionally biased to have more missing entries for certain racial groups (Asian, Black, Hispanic, etc.), the predictive error for those specific groups increased in 83% of "aggressive" data removal tests. This highlights that simply imputing or completing missing data can entrench existing healthcare inequities." assertion.
- 10747392 comment "The freeze-thaw cycle of near-surface soils significantly affects energy and water exchanges between the atmosphere and land surface. Passive microwave remote sensing is commonly used to observe the freeze-thaw state. However, existing algorithms face challenges in accurately monitoring near-surface soil freeze/thaw in alpine zones. This article proposes a framework for enhancing freeze/thaw detection capability in alpine zones, focusing on band combination selection and parameterization. The proposed framework was tested in the three river source region (TRSR) of the Qinghai-Tibetan Plateau. Results indicate that the framework effectively monitors the freeze/thaw state, identifying horizontal polarization brightness temperature at 18.7 GHz (TB18.7H) and 23.8 GHz (TB23.8H) as the optimal band combinations for freeze/thaw discrimination in the TRSR. The framework enhances the accuracy of the freeze/thaw discrimination for both 0 and 5-cm soil depths. In particular, the monitoring accuracy for 0-cm soil shows a more significant improvement, with an overall discrimination accuracy of 90.02%, and discrimination accuracies of 93.52% for frozen soil and 84.68% for thawed soil, respectively. Furthermore, the framework outperformed traditional methods in monitoring the freeze-thaw cycle, reducing root mean square errors for the number of freezing days, initial freezing date, and thawing date by 16.75, 6.35, and 12.56 days, respectively. The estimated frozen days correlate well with both the permafrost distribution map and the annual mean ground temperature distribution map. This study offers a practical solution for monitoring the freeze/thaw cycle in alpine zones, providing crucial technical support for studies on regional climate change and land surface processes. The findings show that the use of satellite microwave signals at 18.7 GHz and 23.8 GHz provides highly accurate tracking of ground freezing and thawing in mountain regions. This method reaches 90% accuracy at the soil surface and identifies seasonal changes much more reliably than older tools. These precise measurements help track how environmental changes affect water and land in cold, high-altitude climates." assertion.
- assertion comment "this was just for testing." assertion.
- assertion comment "The sequenced strain ID103354 was isolated from a soil sample by Centro Ricerche del Gruppo Lepetit, Italy, or Naicons Srl/Milano, Italy." assertion.
- assertion comment "this was just for testing" assertion.
- ROFR comment "The Registry of Registries (RofR, pronounced rover) is a web portal provided on behalf of the International Virtual Observatory Alliance (IVOA) and overseen by the IVOA Registry Working Group. It is targeted to VO registry providers and VO application developers that wish to interact with registries. " assertion.
- wellcomeopenres.21252.2 comment "This paper is important for developing a human behaviour ontology that we can reuse for our projects in Precision Psychiatry roadmap aiming at biology based biomarkers" assertion.
- OHTCommunity comment "The OECD Harmonised Templates (OHTs) are standard data formats for reporting information on chemicals to determine their properties or effects on human health and the environment (e.g. toxicokinetics, skin irritation, repeated dose toxicity, biodegradation in soil, metabolism of residues in crops, etc.) and also to describe their use and related exposure to workers, consumers and the environment. They can be used as specifications for data entry screens in data management systems (e.g. IUCLID). Data elements, which could be relevant for the risk assessment of chemicals, are listed as well as the format in which the information should be entered and stored electronically, together with field-specific help texts intended to guide end users. The OHTs constitute harmonised tools that are useful to developers and maintainers of databases on chemicals. Harmonisation in this context means that these templates can be used as models for reporting studies and other information on any type of chemicals (e.g. pesticides, biocides, industrial chemicals, food/feed additives)." assertion.
- FITS comment "This standard defines a digital file format useful for storage, transmission and processing of scientific and other images in astronomy. Unlike many image formats, FITS is designed specifically for scientific data and hence includes many provisions for describing photometric and spatial calibration information, together with image origin metadata. A major feature of the FITS format is that image metadata is stored in a human-readable ASCII header, so that an interested user can examine the headers to investigate an archived file of unknown provenance. " assertion.
- CDS_Policy comment "Strasbourg Astronomy Data Centre for the collection and distribution of the astronomical data it manages. It is made up of several services in particular: SIMBAD, VizieR, and Aladin. It serves as a de facto standard set of services and registries compliant with IVOA standards. It's policy is therefore the origin of standard metadata preservation policy." assertion.
- FITS comment "This standard defines a digital file format useful for storage, transmission and processing of scientific and other images in astronomy. Unlike many image formats, FITS is designed specifically for scientific data and hence includes many provisions for describing photometric and spatial calibration information, together with image origin metadata. A major feature of the FITS format is that image metadata is stored in a human-readable ASCII header, so that an interested user can examine the headers to investigate an archived file of unknown provenance. " assertion.
- IVOA-UAT comment "This is a re-publication of the Unified Astronomy Thesaurus (see https://astrothesaurus.org), in particular using human-readable URIs and with availability in Desise." assertion.
- IVOA-UAT comment "This is a re-publication of the Unified Astronomy Thesaurus (see https://astrothesaurus.org), in particular using human-readable URIs and with availability in Desise." assertion.
- IVOA-ObjectTypeOntology comment "The Semantic Web and ontologies are emerging technologies which enable advanced knowledge management and sharing. Their application to Astronomy can offer new ways of sharing information between astronomers, but also between machines or software components and allow inference engines to perform reasoning on an astronomical knowledge base. This document presents the current status of an ontology describing knowledge about astronomical object types, originally based on the standardization of object types used in the SIMBAD database. Specifically, this ontology of defined concepts is designed to enable advanced reasoning on astronomical object types. The possibilities offered by such a system are semi-automatic or fully-automatic applications such as checking the semantic consistency of databases entries, providing new means of building or refining queries and suggesting object types matching a description. " assertion.
- MMODA-Astrophysical-Workflow-Ontology comment "IVOA kindly provides various data and object types, but very little is availble about workflow types. It is possible to combine function types (e.g. https://fno.io) with data types. In this ontology we define supporting types, our own versions of some of the generic types, and anything else needed to descrie Astrophysical Analysis Workflows. Please refer to https://odahub.io/docs/guide-ontology/ for instructions on how to contribute." assertion.
- ToxTemp comment "ToxTemp is a web-accessible template and database designed for documenting in vitro test methods while integrating different readiness levels and a structured review workflow. It was developed initially under the EU-ToxRisk and developed further under RISK-HUNT3R (both EC-funded Horizon 2020 projects). The test method template (ToxTemp) provides a standardized framework for documenting test methods and assessing their readiness status, guided by a structured questionnaire. By offering a user-friendly approach, ToxTemp helps test developers, especially those less familiar with regulatory requirements to describe their assays in sufficient detail. It also facilitates the comparison of different testing methods, including those targeting the same endpoint. Widespread adoption of ToxTemp could not only support test developers by providing clear documentation guidance but also drive a cultural shift toward more consistent and transparent method documentation." assertion.
- FAIRsharing.07cf72 comment "The WorkflowHub is a registry of scientific workflows. WorkflowHub aims to facilitate discovery and re-use of workflows in an accessible and interoperable way. This is achieved through extensive use of open standards and tools, including CWL, RO-Crate, Bioschemas and GA4GH's TRS API, in accordance with the FAIR principles. WorkflowHub supports workflows of any type in its native repository." assertion.
- ToxTemp comment "ToxTemp is a web-accessible template and database designed for documenting in vitro test methods while integrating different readiness levels and a structured review workflow. It was developed initially under the EU-ToxRisk and developed further under RISK-HUNT3R (both EC-funded Horizon 2020 projects). The test method template (ToxTemp) provides a standardized framework for documenting test methods and assessing their readiness status, guided by a structured questionnaire. By offering a user-friendly approach, ToxTemp helps test developers, especially those less familiar with regulatory requirements to describe their assays in sufficient detail. It also facilitates the comparison of different testing methods, including those targeting the same endpoint. Widespread adoption of ToxTemp could not only support test developers by providing clear documentation guidance but also drive a cultural shift toward more consistent and transparent method documentation." assertion.
- assertion comment "New retraction for testing purposes" assertion.
- F2A-CS6-DOA1 comment "The climate change adaptation strategy 2025 for Bremen and Bremerhaven." assertion.
- F2A-CS6-DOA2 comment "Heavy precipitation maps for Bremen in three different rain scenarios." assertion.
- F2A-CS6-DOA3 comment "Stadtklimaanalyse is a report based on a climate simulation providing climate related variables as maps and recommendations for climate adapation measures. " assertion.
- Aggregated-Data comment "Aggregated data are data values that result from applying an aggregation operation to multiple individual observations, producing a summary value for a defined group, interval, or spatial unit." assertion.
- F2ACS6DO5 comment "Count of annual heavy precipitation days over 10 mm precipitation in Bremen and Bremerhaven from 1961 until today." assertion.
- F2ACS6DO5 comment "Count of annual heavy precipitation days over 10 mm precipitation in Bremen and Bremerhaven from 1961 until today." assertion.
- F2A-CS6-DO4 comment "Count of annual hot days over 30 °C in Bremen and Bremerhaven from 1961 until today" assertion.
- F2A-CS6-DOA4 comment "Count of annual hot days over 30 °C in Bremen and Bremerhaven from 1961 until today" assertion.
- F2A-CS6-DOA5 comment "Count of annual heavy precipitation days over 10 mm precipitation in Bremen and Bremerhaven from 1961 until today." assertion.
- F2A-CS6-DOA5 comment "Count of annual heavy precipitation days over 10 mm precipitation in Bremen and Bremerhaven from 1961 until today." assertion.
- F2A-CS6 comment "Climate adaptation strategies are essential for guiding responses to climate-related risks at local and regional levels. These strategies often serve as reference documents for policymakers, practitioners, and other stakeholders involved in planning and implementing adaptation measures. This case study supports effective science-policy communication by improving accessibility, usability and clarity of climate adaptation strategies. Enhance the accessibility, usability and clarity of a climate adaptation strategy by applying FAIR (Findable, Accessible, Interoperable, Reusable) principles to both the policy document itself and its underlying climate risk and adaptation data. Support effective science-policy communication by ensuring that climate risk and adaptation information is structured, documented, and presented in a way that is understandable and actionable for policymakers and stakeholders." assertion.
- In-Situ-Measurements comment "In-situ measurements are observations or data collected directly at the location of the phenomenon being studied, using instruments or sensors that are physically present in the environment, rather than inferred or measured remotely." assertion.
- F2A-CS2-DOA1 comment "RioMar In-situ moorings are data observed from an observation system that is attached to a mooring line anchored to the seabed." assertion.
- F2A-CS2-DOA2 comment " RioMar Hindcast are multi-year simulations, validated with long-term in-situ high-frequency monitoring networks9,19,20, provide valuable four-dimensional parameters (i.e., horizontal, vertical, and temporal components) of environmental conditions. They are useful: (i) to study the impacts of anthropogenic and climate changes on estuarine physics and ETM dynamics and (ii) to provide abiotic explanatory parameters for biogeochemical and ecological studies." assertion.
- F2A-CS2-DOA2 comment " RioMar Hindcast are multi-year simulations, validated with long-term in-situ high-frequency monitoring networks9,19,20, provide valuable four-dimensional parameters (i.e., horizontal, vertical, and temporal components) of environmental conditions. They are useful: (i) to study the impacts of anthropogenic and climate changes on estuarine physics and ETM dynamics and (ii) to provide abiotic explanatory parameters for biogeochemical and ecological studies." assertion.
- F2A-CS2-DOA3 comment "RiOMar scenario runs RCP4.5 & 8.5 to 2100" assertion.
- F2A-CS2-DOA4 comment "RioMar Biologging fish tracks with atlantic bluefin and albacore" assertion.
- F2A-CS2 comment "This case study aims to assess coastal water quality and marine ecosystem health in France while anticipating climate impacts expected by the end of the century. Using high-resolution outputs from the RiOMar model, it seeks to identify risks and vulnerabilities that can inform scientifically grounded climate-change adaptation strategies for coastal regions." assertion.
- Statistical-Data comment "Statistical data are quantitative or qualitative observations that have been collected, organized, and structured for analysis, typically to summarize, describe, or infer patterns, trends, or relationships within a population or phenomenon." assertion.
- F2A-CS3-DOA3 comment "Population Data of City of Hamburg is reported at the statistical unit level." assertion.
- F2A-CS3-DOA2 comment "Water level based on pluvial flood scenario based on a rainfall of 36 mm/h reflecting a 100-year event " assertion.
- F2A-CS3-DOA4 comment "Scientific paper: Urban Pluvial Flood Risk Mapping: A High-Resolution Assessment for the City of Hamburg" assertion.
- F2A-CS3-DOA5 comment "Method paper: High-resolution framework for assessing climate-related risk at the building scale by operationalizing the IPCC risk concept, defining risk as a function of vulnerability, exposure and hazard." assertion.
- F2A-CS3-DOA6 comment "Street and buildings maps of Hamburg" assertion.
- F2A-CS3-DOA1 comment "Workflow Risk Toolbox to be run in ArcGIS" assertion.
- F2A-CS3-US1 comment "The method paper describing the tool. " assertion.
- F2A-CS3-DOA7 comment "Pluvial flood risk maps of Hamburg" assertion.
- F2A-CS3 comment "This case study develops a high-resolution risk index by integrating hazard modeling, exposure assessment, and social vulnerability analysis within the IPCC risk framework, and applies it to Hamburg, Northern Germany." assertion.
- F2A-CS5A-DOA1 comment "weADAPT is one of the world’s leading and longest-running collaborative platforms for climate change adaptation. " assertion.
- F2A-CS5A-DOA2 comment "Online articles published on the weADAPT platform" assertion.
- F2A-CS5B-DOA1 comment "The Climate Connectivity Hub is a search-and-discovery tool that brings together cutting-edge information on climate change mitigation, climate change adaptation, and disaster risk reduction." assertion.
- F2A-CS5B-DOA2 comment "The Climate Connectivity Taxonomy is a vocabulary covering three distinct areas of expertise (climate change mitigation, climate change adaptation, and disaster risk reduction) at all levels, worldwide. " assertion.
- F2A-CS5B comment "Automated adaptation content harvesting and visualisation (Pan-European)" assertion.
- F2A-CS5A comment "weADAPT is a global online knowledge-sharing platform designed to improve access to climate adaptation information, widely used amongst researchers, practitioners and decision-makers. Knowledge on the platform is organized around +25 themes and networks, and the platform also uses keywords to enhance discoverability. This project aims to make climate adaptation knowledge more accessible, discoverable, and usable by developing improved taxonomies and knowledge graphs." assertion.
- _1 comment "The study is theoretical and lacks empirical validation with real-world data." assertion.
- _1 comment "The paper is an opinion piece and does not present empirical data or comparative studies." assertion.
- _1 comment "Limited information on sample size and validation approach." assertion.
- _1 comment "Limited information in abstract makes it difficult to assess bias." assertion.
- thanks comment "Thanks for sharing your screen while exploring this." assertion.
- 2403.17884 comment "This definition of wildfires insistes on the unplanned and uncontrolled aspects of wildfires." assertion.
- journal.pcbi.1002321 comment "Food web network data for the Serengeti ecosystem including 161 species (129 plants, 23 herbivores, 9 carnivores) and 592 feeding relationships. Food web data compiled from multiple sources spanning 50 years of Serengeti ecological research. Published as supplementary tables S1 (species) and S2 (interactions) in Baskerville et al. 2011." assertion.
- assertion comment "Will be moved to https://w3id.org/spaces/carabid-beetles" assertion.
- assertion comment "bot must be further trained" assertion.
- thanks comment "Thanks for checking the bot output. And agreed that it needs more training :)" assertion.
- RevModPhys.71.S358 comment "explains renormalization" assertion.
- RevModPhys.71.S358 comment "Critical points, e.g. temperature when magnet stops working, are badly understood with microscopic models. Scaling laws (?). Universality classes of systems with the same "critical-point exponents and scaling functions". Renormalization (?)." assertion.
- h0054367 comment "Studying learning and behavior based on animal experiments." assertion.
- assertion comment "plateau is not an environment, the bot must be trained" assertion.
- zenodo.7711810 comment "Benchmark dataset for satellite image classification based on Sentinel-2 imagery. Contains 27,000 labeled and geo-referenced images across 10 land use/land cover classes with 13 spectral bands. Enables federated learning research for Earth observation applications." assertion.
- zenodo.7711810 comment "Benchmark dataset for satellite image classification based on Sentinel-2 imagery. Contains 27,000 labeled and geo-referenced images across 10 land use/land cover classes with 13 spectral bands. Enables federated learning research for Earth observation applications. LICENSING: Base Sentinel-2 imagery is provided under EU Regulations 377/2014 and 1159/2013 (free, full and open access for any lawful use including commercial). Dataset labels and annotations are provided under MIT License. Attribution required: 'Contains modified Copernicus Sentinel data [2017-2018]' for imagery; citation of Helber et al. (2019) for the dataset." assertion.
- zenodo.10891137 comment "Large-scale multi-label benchmark dataset for remote sensing image classification based on Sentinel-1 and Sentinel-2 imagery. Contains 549,488 pairs of image patches across 10 European countries with 19 land use/land cover classes. Each patch is 1.2 x 1.2 km with multi-spectral bands and pixel-level reference maps from CORINE Land Cover 2018. Enables deep learning research for Earth observation applications including multi-label classification, content-based image retrieval, and multi-modal learning. LICENSING: Base Sentinel-1/2 imagery is provided under EU Regulations 377/2014 and 1159/2013 (free, full and open access for any lawful use including commercial). Dataset annotations are provided under Community Data License Agreement – Permissive, Version 1.0 (CDLA-Permissive-1.0). Attribution required: 'Contains modified Copernicus Sentinel data [2017-2018]' for imagery; citation of the BigEarthNet papers for the dataset." assertion.
- thanks comment "Thanks you for chairing Nano Session #28!" assertion.
- RA_V8BgodumTTzLUEsl-QA1xQBPvgGMYpHmc188tpNLvk comment "Yes, an "onboarding SOP" for - people who start authenticating others for the first time - would be a good idea. Let's discuss details." assertion.
- j.joclim.2025.100573 comment "In the conclusion, the authors encourage patients to be more prepared to climate change to better adapt." assertion.
- j.joclim.2025.100573 comment "Emergency preparedness for cancer patients needs to improve due to the increase in the number and extent of extreme weather events." assertion.
- searchStrategy comment "this is just for testing..." assertion.
- hypermarker-method3 comment "The data-preprocessing methods used for the Hypermarker sample analysis" assertion.
- hypermarker-method1 comment "The sample_prep methods used for the Hypermarker sample analysis" assertion.