cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.5297065.v1
title: S1 data (EGFR wildtype mutation).xls

description: the primary data of included ADC patients with EGFR wildtype mutation
DOI: 10.6084/m9.figshare.907133.v2
title: V-REGION mutation levels of IGH rearrangements of known isotype

description: Immunoglobulin heavy chain rearrangements were sequences from PBMCs of 8 individuals using IGHC primers for all isotypes bar IgE. Each indivdual has a unique label 'Subject' identifier of the format NSXXX. Sequencing was carried out on the 454 pyrosequencing platform and rearranged immunoglobulin heavy chain sequences were partitioned against germline IGHV, IGHD and IGHJ using iHMMune-align. The datasets for each individual has been filtered to remove non-productive rearrangements (frame shift of the IGHJ or stop codons), those with greater than 45 IGHV mutations, sequences which contained indels in the V or J, and those with ambiguities. Within each data only unique sequences were reatained (100% identical) with a 'read copy no.' assigned to track the underlying copies of a sequence. Clonally-related sequences within each subject's dataset were also identified. Following germline reversion of all non-CDR3 nucleotide positions, sequence were clustered using the vmatch package (http://www.vmatch.de/) allowing up to 3 differences. A single representative for each cluster (representing a likely clonal set) was retained within the dataset. Representative sequences were selected based on the sequence with the highest copy number, or in cases where sequences shared the highest copy number, the least mutated sequence. If a cluster spanned multiple isotypes then a representative for each isotype was kept. Clusters are identified by a label that includes the subject in which the cluster was identified. Sequences that weren't part of a cluster as labelled with the subject identifier and "na". Where a cluster spans multiple isotypes the 'Span multiple isotypes' column is set to TRUE. Replacement (R) and silent (S) mutation counts for complementarity determining regions (CDRs) and framework regions (FR) were determined for each sequence. CDR definitions that take the outer limits of the Kabat and IMGT systems were used. Where more than one mutation occurred within a single codon, all independent pathways to the final mutational outcome were considered and the R and S counts were weighted accordingly. For sequences with an Mv (total V-REGION mutation from codon 25 through 104, that is, excluding the CDR3 contribution of the V-REGION) greater than zero the proportion of total mutations that represent R in CDRs (CDR1 and CDR2) was calculated. These values were used in the analysis of antigen selection between sequences of different isotypes. V-REGION mutation frequencies and CDR3 amino acid sequences and lengths are included.
DOI: 10.6084/m9.figshare.21392262.v1
title: Dataset_Tomita_2024

description: This is supplementary materials of   
<strong>Brown bear digging decreases tree growth: implication for ecological role of top predators in anthropogenic landscapes, Kanji Tomita and Tsutom Hiura</strong>
DOI: 10.6084/m9.figshare.27394764.v1
title: LeicaDMi3000B.zip

description: SLiMIA (Spheroid Light Microscope Image Atlas) provides light microscopy images (and manual segmentations/ground truths) of spheroids from 50 cell lines, 9 culture media, 4 formation methods and multiple seeding densities.This folder contains specifically the images obtained with a Leica DMi 3000B light microscope.
DOI: 10.6084/m9.figshare.8132261.v1
title: 1000G_2504_high_coverage.20190425_NYGC_GATK.chr21.spvcf.gz

description: chr21 spVCF+bgzip file derived from New York Genome Center's GATK joint variant call set of 1000 Genomes Project deep whole-genome resequencing (N=2,504).<br>Tweet announcing original data: https://twitter.com/notSoJunkDNA/status/1125401248348495873<br>Original VCF (18GB): http://ftp.1000genomes.ebi.ac.uk/vol1/ftp/data_collections/1000G_2504_high_coverage/working/20190425_NYGC_GATK/CCDG_13607_B01_GRM_WGS_2019-02-19_chr21.recalibrated_variants.vcf.gzSqueezed & encoded through spVCF v1.0.0: https://github.com/mlin/spVCF<br>
DOI: 10.17632/dtbj87j937
title: Annotated Terms of Service of 100 Online Platforms

description: The dataset contains information about the contents of 100 Terms of Service (ToS) of online platforms. The documents were analyzed and evaluated from the point of view of the European Union consumer law. The main results have been presented in the table titled "Terms of Service Analysis and Evaluation_RESULTS." This table is accompanied by the instruction followed by the annotators, titled "Variables Definitions," allowing for the interpretation of the assigned values. In addition, we provide the raw data (analyzed ToS, in the folder "Clear ToS") and the annotated documents (in the folder "Annotated ToS," further subdivided).

SAMPLE: The sample contains 100 contracts of digital platforms operating in sixteen market sectors: Cloud storage, Communication, Dating, Finance, Food, Gaming, Health, Music, Shopping, Social, Sports, Transportation, Travel, Video, Work, and Various. The selected companies' main headquarters span four legal surroundings: the US, the EU, Poland specifically, and Other jurisdictions. The chosen platforms are both privately held and publicly listed and offer both fee-based and free services. Although the sample cannot be treated as representative of all online platforms, it nevertheless accounts for the most popular consumer services in the analyzed sectors and contains a diverse and heterogeneous set. 

CONTENT: Each ToS has been assigned the following information: 
1. Metadata: 1.1. the name of the service; 1.2. the URL; 1.3. the effective date; 1.4. the language of ToS; 1.5. the sector; 1.6. the number of words in ToS; 1.7–1.8. the jurisdiction of the main headquarters; 1.9. if the company is public or private; 1.10. if the service is paid or free. 
2. Evaluative Variables: remedy clauses (2.1– 2.5); dispute resolution clauses (2.6–2.10); unilateral alteration clauses (2.11–2.15); rights to police the behavior of users (2.16–2.17); regulatory requirements (2.18–2.20); and various (2.21–2.25). 
3. Count Variables: the number of clauses seen as unclear (3.1) and the number of other documents referred to by the ToS (3.2). 
4. Pull-out Text Variables: rights and obligations of the parties (4.1) and descriptions of the service (4.2)

ACKNOWLEDGEMENT: The research leading to these results has received funding from the Norwegian Financial Mechanism 2014-2021, project no. 2020/37/K/HS5/02769, titled “Private Law of Data: Concepts, Practices, Principles & Politics.”
DOI: 10.17632/m2tytmjdzf
title: Pooled prevalence of Carpal Tunnel syndrome among dental health care providers

description: Continent: NA: North America; SA: South America; Eu: Europe; 
Method of diagnosis: SR: self-reported; NC: Nerve conduction; PE: Physical examination; V: Vibrometry; 
Type of dental personnel: DA: Dental Auxiliaries; D: Dentists/dental students, Mixed: Dental Auxiliaries or Dentists/dental students
Risk of bias: L: Low; M: Moderate
Risk of bias was assessed using nine-item questionnaire developed by Hoy et al.
DOI: 10.17632/m9w7grpjc7
title: Dataset for Tabular OCV modeling

description: The data presents battery terminal voltage and current recorded during the OCV-SOC characterization process of Li-ion battery - Samsung 30T-INR21700
DOI: 10.17632/myp276g3tv
title: Data for: Cluster analysis-based anomaly detection in building automation systems

description: A library of functions for cluster analysis-based anomaly detection in building automation system data at the zone and air handling unit level. The authors have also included sample data for use with the functions.
DOI: 10.17632/xnn6wgw6fk
title: A Study on Normative Nerve Conduction Parameters in the Upper and Lower Limbs of Healthy Young Adults

description: This study aimed to establish normative reference values for motor nerve conduction parameters in healthy young adults aged 18–25 years and to assess the influence of demographic factors such as age, gender, height, weight, BMI, and limb length on these parameters. A total of 195 participants underwent standardized nerve conduction studies for the median, ulnar, radial, tibial, and common peroneal nerves. The results demonstrated that while age and gender had minimal impact, height and BMI significantly influenced nerve function showing positive correlations with latency and negative correlations with conduction velocity, particularly in endomorphic individuals. These findings highlight the importance of incorporating body composition and anthropometric measures when interpreting nerve conduction studies, thus supporting the need for somatotype-specific reference values to enhance diagnostic precision in clinical and research settings.
DOI: 10.6084/m9.figshare.12986099.v1
title: Tonsil_Multicycle

description: Montage image of CODEX multiplexed imaging of human tonsil (7x9 region) across best focus plane imaged with all channels and cycles.
DOI: 10.6084/m9.figshare.17108207.v1
title: Long-distance dispersal of pigeons and dove generated new ecological opportunities for host-switching and adaptive radiation by their parasites.

description: Adaptive radiation is an important mechanism of organismal diversification, and can be triggered by new ecological opportunities. Although poorly studied in this regard, parasites are an ideal group in which to study adaptive radiations because of their close associations with host species. Both experimental and comparative studies suggest that the ectoparasitic wing lice of pigeons and doves have adaptively radiated, leading to differences in body size and overall coloration. Here we show that long-distance dispersal by dove hosts was central to parasite diversification because it provided new ecological opportunities for parasites to speciate after host-switching. We further show that these new opportunities for host-switching decreased over time, with cospeciation becoming the more dominant mode of parasite speciation. Taken together, our results suggest that host dispersal, followed by host-switching, provided novel ecological opportunities that facilitated adaptive radiation by parasites.
DOI: 10.6084/m9.figshare.27878538.v1
title: Appendices

description: This research investigates the effectiveness of an intervention program aimed at improving nursing documentation practices, focusing on enhancing the quality, accuracy, and cultural sensitivity of records. The study incorporates a range of tools and methods, including roleplay scenarios, digital simulations, and hands-on exercises, which address common documentation errors such as incomplete patient histories, misclassification in SOAP notes, and delayed or inaccurate follow-up entries. Assessment tools like the Documentation Quality Assessment Tool (DQAT), Nursing Documentation Self-Efficacy Scale (NDSES), and NASA Task Load Index (NASA-TLX) were utilized to evaluate pre- and post-intervention improvements in documentation skills, confidence, and cognitive load. The results indicate significant gains in documentation quality, including improved assessment completeness, diagnostic accuracy, and the timeliness of records, with the experimental group showing substantial and sustained improvements. These findings highlight the effectiveness of structured, roleplay-based interventions and digital tools in fostering better nursing documentation practices, ultimately enhancing patient care and safety.
DOI: 10.17632/dwxh3bmmcb
title: Phasmarhabditis and Gastropod Survey 2012-2021

description: Summary of all gastropod collections throughout California between 2012 and 2021
DOI: 10.17632/4fr3my2dny
title: Greenpaths: D2.1. Set of enhanced indicators for assessing the social impacts of green transitions

description: The GreenPaths project addresses the complex and multi-dimensional nature of the just transition. Drawing on an enhanced understanding of key issues, challenges and trends resulting from an in-depth review and synthesis of the latest and most relevant research, the project will enable the development and adoption of more coherent and effective policy strategies and instruments, furthering their positive outcomes and reducing their negative impacts on environmental sustainability and social well-being in Europe and the world. The project pays particular attention to the European Green Deal, the Fit for 55 package, and the actions funded by the Just Transition Fund and the European Social Fund+.

The deliverable D2.1. "Set of enhanced indicators for assessing the social impacts of green transitions", consists in a collection of improved and refined indicators that can be used to evaluate the social effects of transitioning towards environmentally sustainable practices. These indicators are designed to capture a wider range of social impacts, such as employment, social protection, and equity, among others. They will contribute to the elaboration of a rigorous and comprehensive analytical framework (T2.4) for the implementation of a set of case studies (WP3). There are two types of indicators: those available indicators identified in reliable data repositories ('available indicators') and those indicators suggested as assessment mechanisms to be collected for the convenience of the GreenPaths project or any other similar project ('unavailable indicators').
 
The full list of contributors is the following: 

Syeda Aimen Abbas (USIEGEN); Thomas Kopp (USIEGEN) ; Marcos Fernández-Gutiérrez (UC); Ana Lara Gómez, (UC); Judith Clifton (UC); Daniel Diaz (UC); José María Zavala-Pérez (INTERMON) ; Daniel Chavez (TNI); Vedran Horvat (IPE)

www.greenpaths.info

Funded by the European Union. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the Agency. Neither the European Union nor the granting authority can be held responsible for them.

Contract No. 
101112305
DOI: 10.6084/m9.figshare.12044850.v1
title: Sexual Coercion in Romantic Relationships

description: This study examined how sexual coercion affects relational uncertainty, relational-contingent self-esteem, and jealousy in romantic relationships. One hundred and fifty participants (<i>N</i> =150) who identified as being in a romantic relationship completed the survey. Cognitive jealousy was found to mediate the relationship between perpetrator coercion and self-uncertainty. Perpetrators of sexual coercion are more suspicious of their romantic partner which leads to more coercive behavior to retain the relationship. Findings suggests the need for further inquiry into how sexual coercion specifically affects one questioning the relationship, one’s partner questioning the relationship, and the definition of the relationship overall.
DOI: 10.6084/m9.figshare.21541818.v1
title: The impact of gestural representation of metaphor schema on metaphor comprehension

description: Data of two experiments in excel sheets <br>
DOI: 10.6084/m9.figshare.28844009.v1
title: Marsh (2025) dataset

description: Final dataset of femora measurements of silesaurid and coelophysoid specimens.
DOI: 10.6084/m9.figshare.29035988.v2
title: Raw data for Yang et al., stream metabolism

description: Raw data for Yang et al., stream metabolism. Any use of the data should be contact the corresponding author at kyleyuechina@163.com.
DOI: 10.6084/m9.figshare.14152292.v2
title: S255 HCO+(1-0) line data cube

description: The HCO+(1-0) FITS data cube for S254-S258 star formation region.
DOI: 10.6084/m9.figshare.14543694.v1
title: Render Matrix, Typical Observer

description: The pre-computed render matrix (i.e., likelihood function). It describes the linear transformation between linear RGB pixel values and the average cone isomerization for a 1-deg foveal mosaic of a typical human observer.
DOI: 10.6084/m9.figshare.25572459.v1
title: poet_group.csv

description: The poet_group.csv file contains a list of poets and their associated racial or ethnic groups based on the poems published on poets.org. We have identified the racial and ethnic groups of poets using the “occasions” field, especially when the occasion is relevant to specific racial and ethnic groups. To align with US Census racial and ethnic categories, we selected the following occasions: "Asian/Pacific American Heritage Month” for Asian/Pacific Americans (APA), “Black History Month” or African Americans (AA), “Hispanic Heritage Month” for Latino/a/x American (LXA), and “Native American Heritage Month” for Native Americans (NA). To better follow US Census categories, we distinguished between Asians and Pacific Islanders by manually identifying poems by Pacific Islanders through a review of the descriptions of the poems. Therefore, in this paper, APA-AA represents Asian Americans without Pacific Islanders, while APA-PA denotes Pacific Islanders exclusively. In our study, ‘Others’ or ‘General’ poems represent works by poets who are not associated with the specific occasions we use to identify the underrepresented groups. Additionally, we have reassigned 329 poets to specific underrepresented groups after reviewing their biography pages on poets.org; however, these biographies are not detailed enough to distinguish the mixed-race identities recognized by the US Census. Upon determining the racial and ethnic categories of the poets, we organized their poems into the corresponding categories. However, we acknowledge that our grouping strategy may overlook some poems by underrepresented groups, despite its comprehensiveness.
DOI: 10.6084/m9.figshare.27940251.v1
title: Raw data of infants up to 24 months of age (including data of occupancy of all genera)

description: Raw data of infants up to 24 months of age (7 time points), including background factors and occupancy of all genera.
DOI: 10.6084/m9.figshare.3427040.v1
title: Data from Unterseer et.al 2016 Genome Biology

description: This data package accompanies the following publication:<br><br>Unterseer et al. 2016 (Genome Biology 2016,<strong> 17</strong>:137)<br>A comprehensive study of the genomic differentiation<br>between temperate Dent and Flint maize.<br><strong>DOI: </strong>10.1186/s13059-016-1009-x<br><br>It contains a copy of the data files used in this paper as well as further accompanying files (see README.txt).<br><br>
DOI: 10.6084/m9.figshare.3443960.v1
title: DICOMs Ebrachosuchus.zip

description: CT dataset for the phytosaurian taxon <i>Ebrachosuchus neukami.</i> CT data sets are also deposited with the specimens in the BSPG (Bayerische Staatssammlung für Paläontologie und Geologie, Munich, Germany) collections, where the physical specimen is housed. <br>NOTE! If you use the data for publication, please inform the curator at BSPG, Dr. Oliver Rauhut (o.rauhut@lrz.uni-muenchen.de).<br>
DOI: 10.6084/m9.figshare.7867544.v1
title: ThzLecRLK.xlsx

description: The CDS sequences of the 297 ThzLecRLK genes identified by bioinformatics methods. The unigene sequences of T. hybrid 'Zhongshanshan' were derived from the previously determined salinity stress transcriptome,short-term waterlogging transcriptome and adventitious roots transcriptome. Hidden Markov Model (HMM) profiles (PF00069, PF01453, PF00139, PF00059), which correspond to kinase, G-type lectin, L-type lectin and C-type lectin domains, respectively, were downloaded from Pfam (http://pfam.xfam.org/). We retrieved genes containing a kinase domain by running the hmmsearch program (HMMER 2.3.2) to search the kinase profile (PF00069) against the proteomic sequences. Within this set of hypothetical kinase proteins, we searched for G-type lectin, L-type lectin and C-type lectin HMM profiles (PF01453, PF00139, PF00059) (E value cut-off &lt; 1). Sequences in which we identified a protein kinase domain (PF00069), along with either a G-type lectin (PF01453), an L-type lectin (PF00139), or a C-type lectin domain (PF00059) were considered putative LecRLKs (GmLecRLKs) and finally confirmed as ThzLecRLK genes after removing redundant sequences with 97% similarity between different database.
DOI: 10.17632/35kb5f8hz2
title: Drivers of the Global Financial Cycle

description: Data and codes used in the paper "Drivers of the Global Financial Cycle"
DOI: 10.17632/bk8tzg53bb
title: Study of the effectiveness and safety of a digital model for predicting the risk of developing a hypertensive crisis during a health path

description: Data from a clinical uncontrolled comparative study of 3 groups of overweight patients. The patients were divided into three groups comparable in terms of sex and age parameters: “health path route with gentle microclimatic conditions” (comparison group 1 (HC1)) and “health path route with training microclimatic conditions” (comparison group 2 (HC2)), “change of microclimatic routes of health path "(exposure group (IG)). Group GS1 included 32 people, group GS2 – 31 subjects, group HS – 32 patients.
DOI: 10.17632/gzg3b7g6jv
title: Dataset for analysis of the impact of intellectual property management on innovation and firm performance of Vietnamese Start-ups

description: IP management, innovation, and firm performance are closely interrelated. IP management helps the company push its innovation capacity (Bainbridge and Howell, 2014) and assure IP not being stagnated by imitators (Kubis, 2011). At firm level, royalty rates have been witnessed in firms with strong IP portfolios since innovation and IP are premium in competitive fields such as high-tech industry (Grindley and Teece, 1997). IP should be included in companies’ innovation process, from idea conceptualization to product commercialization, which enables a success of launching new products to the market (Bainbridge and Howell, 2014). IP can become constructive to firm performance (Bollen, 2005) or even become a key to enter foreign markets (Neuhausler, 2012). 
The dataset includes two main information groups. The first part consists of information related to characteristics of respondents and enterprises, including gender of owners (3 categories), location, company name, and year of establishment. Top leaders/managers or a member of the executive board who is knowledgeable about the business's operations answer all questions. The results collected 294 valid responses through a two-wave survey
DOI: 10.17632/hfvwwdgs4y
title: Data for: Acute Toxicity "Six-Pack" Studies Supporting Approved New Drug Applications in the U.S., 2015-2018

description: Microsoft Excel workbook. "List" sheet includes all FDA reviews of New Drug Applications included in analysis linked to individual sheets for each review as well as the number of single dose acute toxicity, local tolerance and skin sensitization studies reported. "Summary" summarizes information captured in individual sheets and contains most of the information used in preparation of the manuscript. "Multiples" lists all FDA reviews in which more than one of any study type was reported indicating how the studies differed.
DOI: 10.17632/pbfyhz7f54
title: tau: A 1D radiative transfer code for transmission spectroscopy of extrasolar planet atmospheres

description: Abstract The tau code is a 1 D line-by-line radiative transfer code, which is generally applicable for modelling transmission spectra of close-in extrasolar planets. The inputs are the assumed pressure–temperature profile of the planetary atmosphere, the continuum absorption coefficients and the absorption cross-sections for the trace molecular absorbers present in the model, as well as the fundamental system parameters taken from the published literature. The program then calculates the optical path ... Title of program: tau Catalogue Id: AEPN_v1_0 Nature of problem Calculation of molecular absorption, and hence transit depths, as a function of wavelength for stellar radiation passing through planetary atmospheres. Versions of this program held in the CPC repository in Mendeley Data AEPN_v1_0; tau; 10.1016/j.cpc.2013.05.011 AEPN_v1_1; tau; 10.1016/j.cpc.2013.09.017 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)