cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/j88c2ftpsr.1
title: Antibodies validated for routinely processed tissue unpredictably stain frozen tissue sections.

description: Background: Antibody validation for tissue staining is required for reproducibility and criteria to ensure validity have been published recently. The majority of these recommendations imply the use of routinely processed tissue (FFPE). Materials & Methods: We applied to lightly fixed frozen sections a panel of 126 antibodies validated for FFPE with extended criteria. Results: Less than 30% performed conservatively with all fixations, 35% preferred one fixation over another, 13% gave non-specific staining, 23% did not stain at all. Conclusions: Individual antibody variability of the paratope fitness for the fixed antigen may be the cause. Re-validation of established antibody panels is required when applied to sections whose fixation and processing is different from the tissue where they have been initially validated. These are supplementary Data to the manuscript. In addition Tabel 1 and Supplementary Table 1 are provided in Excel format.
DOI: 10.17632/j88c2ftpsr.2
title: Antibodies validated for routinely processed tissue unpredictably stain frozen tissue sections.

description: Background: Antibody validation for tissue staining is required for reproducibility and criteria to ensure validity have been published recently. The majority of these recommendations imply the use of routinely processed tissue (FFPE). 
Materials & Methods: We applied to lightly fixed frozen sections a panel of 126 antibodies validated for FFPE with extended criteria. 
Results: Less than 30% performed conservatively with all fixations, 35% preferred one fixation over another, 13% gave non-specific staining, 23% did not stain at all. 
Conclusions: Individual antibody variability of the paratope fitness for the fixed antigen may be the cause. Re-validation of established antibody panels is required when applied to sections whose fixation and processing is different from the tissue where they have been initially validated.
These are supplementary Data to the manuscript. In addition Tabel 1 and Supplementary Table 1 are provided in Excel format.
DOI: 10.57687/fk2/to4duq/xqabcx
title: ECOA Collection Data Dictionary.tab

description: :unav
DOI: 10.57687/fk2/to4duq
title: Student Opinion Survey (ECOA) Collection

description: This collection contains curated research educational data generated by the Living Lab & Data Hub from the Institute for the Future of Education. This data is available, on-demand, for researchers from Tecnologico de Monterrey and for researchers from other institutions that collaborate with our researchers. To access this collection it is necessary to follow the process described here. The Student Opinion Survey (ECOA) is a collection that gathers the opinion of Tecnológico de Monterrey students from 2016 to date, made up of questions that seek to delve into the experience of students in relation to various factors, such as infrastructure, services, academic, extracurricular, cultural, sports, among others. The number of questions in the survey may vary in different periods.
DOI: 10.34740/kaggle/dsv/6501210
title: Balochi Language to English Translation Dataset
DOI: 10.25919/2q89-5p64
title: Parkes observations for project P1171 semester 2023APRS_17

description: The origin of Fast Radio Bursts (FRBs) is still unclear with a plethora of theoretical models for their origin. Several models predict associated multi-wavelength emission, but previous searches for optical, X-ray or gamma-ray counterparts of FRBs have not led to any detection. The Galactic magnetar SGR 1935+2154A has been observed to simultaneously emit FRB-like bursts and X-ray flares, which suggests that also extragalactic FRB sources may exhibit X-ray counterparts. Because of the high cost of X-ray satellites and in face of the relatively low FRB detection probability in their small field of view, coordinated radio and X-ray observations are logistically very difficult to set up. We propose a new approach using the X-ray satellite XMM-Newton and the Parkes/Murriyang radio telescope to put constraints on the theoretical models: We aim to conduct shadowing observations with the Parkes telescope to search for new FRBs in fields that are simultaneously covered by XMM-Newton. We hereby target regular XMM observations of nearby (low-z) galaxies, to increase our detection chances of possibly associated X-ray emission. In case of an FRB detection in the radio band, we will have guaranteed simultaneous X-ray coverage and will get detailed information about the associated X-ray spectrum and light curve since all XMM-Newton data will become public a year after the observation.
DOI: 10.3886/e112652v1-141667
title: Replication data for: The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market

description: We offer a unified analysis of the growth of low-skill service occupations between 1980 and 2005 and the concurrent polarization of US employment and wages. We hypothesize that polarization stems from the interaction between consumer preferences, which favor variety over specialization, and the falling cost of automating routine, codifiable job tasks. Applying a spatial equilibrium model, we corroborate four implications of this hypothesis. Local labor markets that specialized in routine tasks differentially adopted information technology, reallocated low-skill labor into service occupations (employment polarization), experienced earnings growth at the tails of the distribution (wage polarization), and received inflows of skilled labor.
DOI: 10.6084/m9.figshare.24164166
title: Vowel_discrimination_in_noise_by_ferrets

description: Original files generated by GoFerret during: Behavioral testing of vowel discrimination in noise (n = 7 ferrets)Passive presentation of the same vowels to two of the ferrets tested behaviourally
DOI: 10.6084/m9.figshare.24164166.v1
title: Vowel_discrimination_in_noise_by_ferrets

description: Original files generated by GoFerret during behavioral testing of vowel discrimination in noise
DOI: 10.6084/m9.figshare.24164166.v2
title: Vowel_discrimination_in_noise_by_ferrets

description: Original files generated by GoFerret during: Behavioral testing of vowel discrimination in noise (n = 7 ferrets)Passive presentation of the same vowels to two of the ferrets tested behaviourally
DOI: 10.5281/zenodo.8360073
title: 2model-extended

description: 2model w/restrains 200ns
DOI: 10.5281/zenodo.8360072
title: 2model-extended

description: 2model w/restrains 200ns
DOI: 10.5281/zenodo.8128337
title: IKO – Auf die Plätze, fertig, medienfit!

description: <strong>IKO </strong>ist ein Brettspiel für Kinder ab 10 Jahren zur Steigerung der Medienkompetenz. Das Datenpaket enthält Dateien zur Eigenproduktion sowie Anleitungen zur Herstellung des Brettspiels inklusive aller benötigten Spielmaterialien. In den Paketen sind jeweils enthalten: Spielanleitung Cover Spielschachtel Spielplan (incl. Puzzlelinien) Spielkarten 3-D-Elemente Wir freuen uns über Feedback an iko.brettspiel@gmail.com
DOI: 10.5281/zenodo.8128338
title: IKO – Auf die Plätze, fertig, medienfit!

description: <strong>IKO </strong>ist ein Brettspiel für Kinder ab 10 Jahren zur Steigerung der Medienkompetenz. Das Datenpaket enthält Dateien zur Eigenproduktion sowie Anleitungen zur Herstellung des Brettspiels inklusive aller benötigten Spielmaterialien. In den Paketen sind jeweils enthalten: Spielanleitung Cover Spielschachtel Spielplan (incl. Puzzlelinien) Spielkarten 3-D-Elemente Wir freuen uns über Feedback an iko.brettspiel@gmail.com
DOI: 10.34740/kaggle/dsv/6501229
title: spotify : sonic datas
DOI: 10.6073/pasta/3f0e0898e39240fdd350179bef704745
title: Microbial Sampling from Shark River Slough and Taylor Slough, Everglades National Park, South Florida, USA (FCE LTER), January 2001 - ongoing

description: We collected monthly observations of water microbial characteristics from each of the FCE LTER sites beginning in February 2001. Bacteria counts using DAPI epifluorescence, heterotrophic bacteria production with tritiated Thymidine uptake, and algal energetics and chl a using the PAM fluorometer were determined from each of the water samples. Bacteria counts in Shark River Slough in the freshwater end of the transect revealed highest bacteria numbers upon marsh rewetting after the dry down. The highest overall count of bacteria was found at the most freshwater point adjacent to the perimeter of the water conservation area but only in March of 2001. Peak numbers of bacteria in the saline end of Shark River transect occurred in December and July. There is some evidence that these higher bacteria numbers in the SR transect are associated with higher salinities. Highest bacteria counts along the Taylor slough transect were observed at the mouth of the Taylor River with peak counts in the wet season in October. Bacteria densities also increased from the eastern to western end of the transect in Florida Bay. Heterotrophic bacterial production did not relate closely bacteria numbers and exhibited highest numbers in the dry season. There was no discernible relationship between salinity and bacteria production as seen in bacteria numbers. Monthly observations using PAM fluorometry revealed that brown algae was the greatest contribution to the algal chal a pool and this relationship was consistent across all FCE LTER sites. Converse to the pattern of bacteria abundance along the Shark River transect, there was evidence that algal biomass decreases from freshwater to estuary. In the Shark River, algal energetics increased from marsh to estuary as well as in the panhandle region of the Taylor River transect. From these observations we conclude the behavior of the microbial loop and interactions generated between functional guilds is highly variable along individual transects and between the Shark River and Taylor River transect. Wet dry season dynamics partially explain temporal variability in microbial dynamics along the individual transects yet responses were unique for each section of the transect as freshwater versus estuarine versus Bay. Relationships between salinity and microbial parameters in this case, were not easily discerned but were more consistent within the two river transects than between river transects. As of 2020-06-05, PAM is no longer considered accurate and pigment data are no longer reported.
DOI: 10.25612/837.wqk8nkm922pw
title: Houston Police Department Aggregated Crime Data

description: Aggregated crime data from the Houston Police Department (HPD) by year, area (CTA or police beat), and type of crime. Includes summaries of crimes for years 2019 and later.
DOI: 10.5281/zenodo.8360665
title: Architectural interior styles sample Dataset

description: The dataset contains around 1600 images depicting a particular interior style. The photos belong to one of eight classes: rustic, industrial, classic, vintage, modernist, art-deco, scandinavian, glamour. The source of the dataset is Houzz.com. The images were downloaded from the website and grouped into folders. You may use the dataset under the following terms: <strong>Research and Development Purposes Only</strong>: Access to the dataset hosted on Zenodo is granted exclusively for research and development purposes. Users are required to clearly state their intention for using the dataset in this context. <strong>Acknowledgment and Citation</strong>: Users must commit to providing proper acknowledgment and citation of the dataset in their research or development work. They should include the dataset's DOI and a reference to the original source in all publications, presentations, or reports derived from the dataset. <strong>No Commercial Use</strong>: The dataset is not to be used for any commercial, for-profit, or financially exploitative purposes. Users must refrain from any activities that generate direct monetary gains from the dataset. <strong>Ethical Use</strong>: Users are required to use the dataset in a manner consistent with ethical research practices. This includes respecting privacy, complying with relevant laws and regulations, and ensuring that the use of the data does not harm individuals, groups, or communities. <strong>No Redistribution</strong>: Users are strictly prohibited from redistributing the dataset to third parties without prior written consent from the dataset owner. Any sharing of the dataset should be done solely for collaboration within the context of the research or development project. <strong>Non-Discrimination</strong>: Access to the dataset should not be denied or granted based on factors such as race, ethnicity, gender, religion, nationality, or any other discriminatory criteria. All requests for access will be evaluated solely based on the justification provided by the user. <strong>No Charge for Access</strong>: Users will not be charged any fees for accessing the data hosted on Zenodo. Access is provided free of charge, and users should not be required to make any payments to obtain or use the dataset. <strong>Compliance with Zenodo's Terms of Use</strong>: Users are expected to comply with Zenodo's terms of use, including any additional terms or policies specific to the platform
DOI: 10.5281/zenodo.8360664
title: Architectural interior styles sample Dataset

description: The dataset contains around 1600 images depicting a particular interior style. The photos belong to one of eight classes: rustic, industrial, classic, vintage, modernist, art-deco, scandinavian, glamour. The source of the dataset is Houzz.com. The images were downloaded from the website and grouped into folders. You may use the dataset under the following terms: <strong>Research and Development Purposes Only</strong>: Access to the dataset hosted on Zenodo is granted exclusively for research and development purposes. Users are required to clearly state their intention for using the dataset in this context. <strong>Acknowledgment and Citation</strong>: Users must commit to providing proper acknowledgment and citation of the dataset in their research or development work. They should include the dataset's DOI and a reference to the original source in all publications, presentations, or reports derived from the dataset. <strong>No Commercial Use</strong>: The dataset is not to be used for any commercial, for-profit, or financially exploitative purposes. Users must refrain from any activities that generate direct monetary gains from the dataset. <strong>Ethical Use</strong>: Users are required to use the dataset in a manner consistent with ethical research practices. This includes respecting privacy, complying with relevant laws and regulations, and ensuring that the use of the data does not harm individuals, groups, or communities. <strong>No Redistribution</strong>: Users are strictly prohibited from redistributing the dataset to third parties without prior written consent from the dataset owner. Any sharing of the dataset should be done solely for collaboration within the context of the research or development project. <strong>Non-Discrimination</strong>: Access to the dataset should not be denied or granted based on factors such as race, ethnicity, gender, religion, nationality, or any other discriminatory criteria. All requests for access will be evaluated solely based on the justification provided by the user. <strong>No Charge for Access</strong>: Users will not be charged any fees for accessing the data hosted on Zenodo. Access is provided free of charge, and users should not be required to make any payments to obtain or use the dataset. <strong>Compliance with Zenodo's Terms of Use</strong>: Users are expected to comply with Zenodo's terms of use, including any additional terms or policies specific to the platform
DOI: 10.60600/yu/oktxr3/qvyult
title: 01. Numbers of Districts, Population per District, and Numbers of Officials.tab

description: :unav
DOI: 10.60600/yu/oktxr3/m8ctna
title: 16. Population Density - New York Districts including houses (Linear).xlsx

description: :unav
DOI: 10.60600/yu/oktxr3/oflovw
title: 08. Population Density - All Districts (Log Density).xlsx

description: :unav
DOI: 10.60600/yu/oktxr3/jymxru
title: 10. Population Density - All Districts (Log-Log).xlsx

description: :unav
DOI: 10.60600/yu/oktxr3/xmwwqk
title: 03. Revisions in Massachusetts - Analyzed for Division Averages.tab

description: :unav
DOI: 10.60600/yu/oktxr3/obx1vg
title: 12. Population Density - All Districts excluding density over 1.0 (Linear).xlsx

description: :unav
DOI: 10.60600/yu/oktxr3/via3fj
title: 06. Frank W Garmon Jr Original Dataset on Valuation and Population Density.tab

description: :unav
DOI: 10.60600/yu/oktxr3/mrewvd
title: 09. Population Density - All Districts (Log Value).xlsx

description: :unav
DOI: 10.60600/yu/oktxr3/eqqs4t
title: 15. Population Density - Virginia Districts including houses (Log-Log).xlsx

description: :unav
DOI: 10.60600/yu/oktxr3/tq7fvy
title: 05. Revisions in Connecticut.tab

description: :unav
DOI: 10.60600/yu/oktxr3/acxaqs
title: 02. Revisions in Massachusetts - Analyzed for Ranges of Revisions.tab

description: :unav
DOI: 10.60600/yu/oktxr3/pdf9lh
title: 04. Revisions in New Jersey.tab

description: :unav
DOI: 10.60600/yu/oktxr3/0aesfu
title: 11. Population Density - All Districts excluding density over 1.5 (Linear).xlsx

description: :unav
DOI: 10.60600/yu/oktxr3/dqzxt8
title: 07. Population Density - All Districts (Linear).xlsx

description: :unav
DOI: 10.60600/yu/oktxr3/qvftil
title: 00. Data Guide.pdf

description: :unav
DOI: 10.60600/yu/oktxr3/yjyza1
title: 13. Population Density - All Districts excluding density over 0.5 (Linear).xlsx

description: :unav
DOI: 10.60600/yu/oktxr3/zi0tah
title: 17. Population Density - New York Districts including houses (Log-Log).xlsx

description: :unav
DOI: 10.60600/yu/oktxr3/1lfgkh
title: 14. Population Density - Virginia Districts including houses (Linear).xlsx

description: :unav
DOI: 10.25345/c5t43jd0g
title: MassIVE MSV000092895 - Molecular physiological characterization of the dynamics of persister formation in Staphylococcus aureus.
title: Bacteria possess the ability to enter a growth arrested state known as persistence in order to survive antibiotic exposure. Clinically, persisters are regarded as the main causative agents for chronic and recurrent infectious diseases. To combat this antibiotic-tolerant population, a better understanding of the molecular physiology of persisters is required. In this study, we collected samples at different stages of the biphasic kill curve to reveal the dynamics of the cellular molecular changes that occur in the process of persister formation. After exposure to antibiotics with different modes of action, namely vancomycin and enrofloxacin, similar persister levels were obtained. Both shared and distinct stress responses were enriched for the respective persister populations. However, the dynamics of the presence of proteins linked to the persister phenotype throughout the biphasic kill curve and the molecular profiles in a stable persistent population did show large differences depending on the antibiotic used. This suggests that persisters at the molecular level are highly stress specific, emphasizing the importance of characterizing persisters generated under different stress conditions. Additionally, although generated persisters exhibited cross-tolerance toward tested antibiotics, combined therapies were demonstrated to be a promising approach to reduce persister levels. In conclusion, this investigation sheds light on the stress-specific nature of persisters, highlighting the necessity of tailored treatment approaches and the potential of combined therapy.
DOI: 10.20383/103.0805
title: Thin Oxide Film Ellipsometry for ML Applications

description: A series of over 13,000 measurements taken with an FS-1 ellipsometer, and the parameters of a multi-oscillator model found using Gaussian Regression. Intended for use in material discovery.
DOI: 10.34683/sr195
title: StoneRounds Case: SR195
title: XL Retinitis Pigmentosa

description: StoneRounds Case SR195 was diagnosed with XL Retinitis Pigmentosa likely caused by mutations in the gene: RPGR.
DOI: 10.34740/kaggle/dsv/6501393
title: bacterial_rm
DOI: 10.57687/fk2/i86pxs/spwyiv
title: Professor-Courses Collection Data Dictionary.tab

description: :unav
DOI: 10.57687/fk2/i86pxs
title: Professor-Courses

description: This collection contains curated research educational data generated by the Living Lab & Data Hub from the Institute for the Future of Education. This data is available, on-demand, for researchers from Tecnologico de Monterrey and for researchers from other institutions that collaborate with our researchers. To access this collection it is necessary to follow the process described here This collection gathers data from Professors about their teaching activities at Tecnológico de Monterrey, from 1996 to date. It consists of 48 variables that are represented in different categories, such as: -Subject administration (school, department, academic area). -Subject information (subject attributes, subject types, schedule). -Grades(partial and final). -Indicators of extracurricular subjects (LiFE, virtual, support).
DOI: 10.6084/m9.figshare.24158820
title: Limnocylindria sp. and Firmicutes sp. SAXS Data

description: The Limnocylindria sp. data are "Lime_Apo" and "Lime_CABP" for the 2-CABP-unbound and -bound conditions, respectively. The Firmicutes sp. data are "Orange_Apo" and "Orange_CABP" for the 2-CABP-unbound and -bound conditions, respectively.
DOI: 10.6084/m9.figshare.24158817
title: Figure 1 - All Forms Phylogenetic Tree

description: Phylogenetic tree files for all forms of rubisco.
DOI: 10.5281/zenodo.7877682
title: LEADER (Leaf Element Accumulation from Deep Roots): a nondestructive phenotyping platform to estimate rooting depth in the field

description: Data and code for figure generation for <strong>LEADER (Leaf Element Accumulation from Deep Roots): a nondestructive phenotyping platform to estimate rooting depth in the field</strong>
DOI: 10.5281/zenodo.7877681
title: LEADER (Leaf Element Accumulation from Deep Roots): a nondestructive phenotyping platform to estimate rooting depth in the field

description: Data and code for figure generation for <strong>LEADER (Leaf Element Accumulation from Deep Roots): a nondestructive phenotyping platform to estimate rooting depth in the field</strong>
DOI: 10.5281/zenodo.8361313
title: LEADER (Leaf Element Accumulation from Deep Roots): a nondestructive phenotyping platform to estimate rooting depth in the field

description: Data and code for figure generation for <strong>LEADER (Leaf Element Accumulation from Deep Roots): a nondestructive phenotyping platform to estimate rooting depth in the field</strong>
DOI: 10.5281/zenodo.8361306
title: An Elevational Cline in Leaf Variegation Data and Code

description: R code and datasets used in the manuscript "An elevational cline in leaf variegation: testing Anti-herbivory and Abiotic Heterogeneity hypotheses in maintaining a polymorphism," authored by Cierra N. Sullivan and Matthew H. Koski.
DOI: 10.6084/m9.figshare.3761562.v2713
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.