cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/csv8nvy7dr
title: Information maintenance of food sources is associated with environment, spatial cognition and age in a food-caching bird

description: These data were analyzed to explore to what extent information updating behaviors (i.e. sampling) may depend on environmental predictability (see Benedict et al. in Animal Behaviour). We tested this hypothesis by allowing wild food-caching mountain chickadees, Poecile gambeli, to visit and sample multiple feeders with temporarily stable, unlimited food for five consecutive winters. We used an index of feeder use breadth to explore how feeder visits across multiple feeders varied with environmental conditions. Each feeder visit is associated with information updating, and more information maintenance should be associated with distributing more visits across more feeders. While controlling for the total number of visits by each individual, we found that (1) chickadees redistributed  feeder use among more feeders when environmental conditions were harsh and unpredictable, (2) juveniles had a higher feeder use breadth than adults, and individuals reduced their feeder use breadth as they aged, (3) better spatial learning and memory ability but not spatial cognitive flexibility was associated with smaller feeder use breadth and (4) learning associated with decreased food availability reduced subsequent feeder use breadth. Our data supported our predictions that factors affecting the predictability of resource information (environmental conditions and individual characteristics such as cognition and age) affect how individuals engage in information maintenance.

The dataset is comprised of several types of data collected from 2015-2020. Behavioral data were collected in Sagehen Experimental Forest using radiofrequency identification (RFID)-equipped 'smart' feeders arranged in spatial arrays to allow for spatial learning and memory testing (Croston et al. 2015). These feeders allowed for detection of passive integrated transponder (PIT)-tagged chickadees foraging at the feeders. These behavioral data were collected during annual winter data collection periods and were summarized by the Levins' measure (i.e. the inverse of the Simpson's diversity index; Levins 1968). The Levins' measure uses proportion of visits to 8 feeders in a given array to estimate feeder use breadth and provide a metric of information maintenance. The dataset also includes (1) demographic data (age, sex) from long-term banding efforts in the study system, (2) cognitive data (spatial learning and memory ability, single reversal learning ability), and environmental data (from nearby California SNOTEL stations #539, #540, and #541).

Feeder design by Eli S. Bridge & Vladimir V. Pravosudov: Bridge, E.S., & Bonter, D.N. (2011). A low-cost radio frequency identification device for ornithological research. Journal of Field Ornithology, 82, 52–59. https://doi.org/10.1111/j.1557-9263.2010.00307.x
DOI: 10.17632/j3c95zw6w9
title: Beyond Words: The Role of Robot Teachers' Nonverbal Social Behavior in Shaping Learning Outcomes - Supplementary Data

description: Experimental data:
The integration of social robots in educational contexts requires a nuanced understanding of how their nonverbal behaviors affect student learning. This study examines the effects of a teaching robot's multimodal nonverbal social behavior, operationalized by the construct of nonverbal immediacy (NVI), on learners' cognitive, motivational, and affective outcomes. Drawing on the Cognitive Theory of Multimedia Learning (CTML) and Social Agency Theory (SAT), we hypothesized that NVI would have both direct negative effects on knowledge acquisition-due to cognitive distraction-and indirect positive effects via increased anthropomorphism and social presence, which may enhance motivation and enjoyment, thus fostering cognitive learning.
A between-subjects, longitudinal design was employed with 64 participants participating in two instructional sessions delivered by a humanoid robot programmed to exhibit either high or low levels of NVI. Results showed that higher perceived NVI was associated with increased anthropomorphism, which in turn positively influenced students' state motivation, enjoyment, and knowledge gain. Despite these indirect positive effects, perceived NVI also had a direct negative effect on knowledge gain, highlighting a dual-pathway mechanism. The results demonstrate that while nonverbal behaviors can enhance socio-emotional engagement and increase knowledge gain, they can also impose cognitive costs that impede learning.
These findings highlight the importance of balancing the design of nonverbal behaviors in educational robots to optimize both cognitive and socio-emotional benefits, and provide insight into the complexities of human-robot interaction in educational settings.
DOI: 10.17632/s8kdf9t4fm
title: Data for: Composition and dissolution kinetics of jarosite-rich segregations extracted from an acid sulfate soil with sulfuric material

description: File contains: (1) the results of 5 jarosite dissolution experiments (namely, the concentration (mg/L) of various analytes measured (via ICP-OES) at given time intervals); (2) results of an acid digestion of the jarosite-rich sample (i.e. analyte concentrations (mg/L) per 1 gram of jarosite-rich sample); (3) particle size distribution results of the jarosite-rich sample collected using an Mastersizer 2000 (N.B. the results are a mean, where n = 6).
DOI: 10.17632/wphhwcvt2t
title: Exercise Adherence Scale (EXAS) validity study data

description: The aim of the study was to evaluate the construct validity of the Exercise Adherence Scale (EXAS). Construct validity was tested using four theoretical hypotheses. For convergent validity associations between perceived barriers and adherence were expected to be moderate (r=0.30 – r=0.50). For divergent validity the correlations between the EXAS and pain, and disability were expected to be low (r=0.00 – r=0.30). Participants and Setting For the validity study, sixteen physical therapy practices with a total of 42 physiotherapists participated and agreed to recruit patients with LBP. The inclusion criteria were: first visit to a physiotherapist for the current episode of LBP as the primary complaint, aged 20-65 years and having sufficient command of the Dutch language to read and understand questionnaires and spoken or written instructions. Patients were excluded if they were previously diagnosed with lumbar radiculopathy, spinal osteoarthritis or other conditions as the cause of their LBP or were unable to perform HBEs due to physical or mental problems. Measurements Adherence to HBEs was measured with the EXAS. The exercise adherence score was calculated using the assumption of 20% effectiveness for each point on the quality of performance scale. Barriers were measured using a modified version of the barriers subscale used by Sluijs, Kok and van der Zee (1993). Time to exercise was reported on a five-point scale ranging from 5 (“always”) to 1 (“never”). Motivation to exercise at home as recommended by the physiotherapist was measured on a 4-point scale, ranging from 1 (“very motivated”) to 4 (“not motivated”). Pain was measured with the Numeric Rating Scale for pain (NRS Pain). Patients were asked to rate the intensity of their current pain, on an 11-point numeric scale. Disability was measured with the Dutch language version of the Quebec Back Pain Disability Scale (QBPDS). The QBPDS quantifies disability caused by LBP in daily activities. Personal and demographic characteristics of the participants were measured. These variables were: age (in years), gender, height (in centimetres), weight (in kilograms), level of education and duration of symptoms. Validity Validity was assessed using Spearman’s rho for the correlations, as all comparator data was collected using ordinal scales. As no golden standard exists for the measurement of adherence to HBEs, it was decided a priori that at least three of the four pre-determined hypotheses are to be accepted to confirm validity of the EXAS. Correlations for “Time to exercise” and “Motivation to exercise” were rho = 0.47 (p = 0.013) and rho = 0.48 (p = 0.011) respectively, confirming both hypotheses for convergent validity. For divergent validity, correlations of rho = 0.24 (p = 0.22) for “Pain” and rho = 0.005 (p = 0.98) for “Disability” were found. As both correlation estimates are smaller than 0.3, the hypotheses for divergent validity are confirmed also. All hypotheses are confirmed.
DOI: 10.17632/m3ypfy9k95
title: Research Gaps and Problems in Contemporary codemixed Language Sentiment Analysis

description: Through the collection of linguistic sample data, research papers, scientific reports, and white papers, as well as the use of a variety of statistical approaches and models, this study aims to gain a deeper understanding of the sentiment analysis problem. Current sentiment analysis methods are incapable of analyzing numerous languages concurrently. Approaches based on dictionaries are utilised for sentiment analysis of any given language. In contrast, an ontology-based approach would be more efficient and effective, resulting in a major improvement over present methods. Consequently, this study seeks to comprehend the obstacles and voids in this environment. Python code and excel sheets used in this study are shared for public consumption and reseach work"
DOI: 10.17632/2bvdtfd2ph
title: Data for: Color Associations in Abstract Semantic Domains

description: This dataset contains the raw data used to produce all the figures in the present draft of the manuscript "Color Associations in Abstract Semantic Domains," currently in submission to Cognition.
DOI: 10.17632/vwpt8k9hvw
title: Pseudo-kebnorization of Leprosy: A Unique Phenomenon from Mpox Virus Co-infection

description: Supplementary Figure 1. Clinical photographs of a 38-year-old female with multiple pink, tender dome-shaped indurated papulovesicles scattered on the face (A) and arms (B) in the emergency room.
DOI: 10.17632/79jg39rn4z
title: Clinical, Morphologic, and Molecular Features of MAP3K8 Rearranged Spitz Neoplasms, the Single Most Common Driver of Spitz Melanoma: A retrospective cohort study

description: Comparison of clinical, morphologic, and genomic findings in MAP3K8 and non-MAP3K8 Spitz neoplasms.
DOI: 10.17632/gj337xjxk6
title: Foskolou et al., Cell Reports 2023

description: "The two enantiomers of 2-hydroxyglutarate differentially regulate cytotoxic T cell function" Foskolou et al., 2023 Cell Reports
DOI: 10.17632/mppyng4jx8
title: Correction to Bone 65 (2014) 49-59.3

description: Provided are the raw data and results for relevant data associated with the correction regarding the below manuscript: Deletion of core-binding factor β (Cbfβ) in mesenchymal progenitor cells provides new insights into Cbfβ/Runxs complex function in cartilage and bone development. Bone. 2014 Aug;65:49-59. doi: 10.1016/j.bone.2014.04.031. Epub 2014 May 4.
DOI: 10.17632/2dnf272gmf
title: Esquema resumido sobre la epistemetodología en la contabilidad

description: Este documento Contiene un esquema resumido sobre la lectura: Epistemetodología de las ciencias contables de la autora Viloria, Norca (2001), el cual es útil como material de apoyo para los estudiantes de los cursos de teorías de la contabilidad en Instituciones de Educación Superior. Los puntos centrales mencionados por esta autora consisten en la explicación de la aplicabilidad de la hermenéutica, la intersubjetividad y la fenomenología en las ciencias contables.
DOI: 10.17632/zv3jh2yrdc
title: Data for: Impact of invasive alien plants on native plant communities and Natura 2000 Habitats: state of the art, gap analysis and perspectives in Italy

description: Appendix 1 contain the spreadsheet and guidelines for the collection of data on impacts of invasive alien plants (IAPS) on plant communities and Habitat Natura2000 in Italy. Appendix 2 contain data on impact mechanisms and outcomes of invasive alien plants (IAPs) in Italy, given per Administrative Regions. Appendix 2 contain data of 167 IAPs impacting Natura2000 Habitats in Italy.
DOI: 10.17632/vbvw7y6stc
title: dataset

description: 
this is my dataset
test	value	lowest_normal_range	highest_normal_range	result
ALT (GPT)	8.60	0.0	31.0	0
AST (GOT)	14.80	0.0	31.0	0
Calcium Phosphonazo	9.64	8.6	10.3	0
Creatinine	0.83	0.6	1.1	0
C-Reactive Protein	42.98	0.0	5.0	1

It appears that you have a dataset with medical test results for various parameters. Each row represents a specific test, and the columns provide information about the test, its value, the lowest normal range, the highest normal range, and the result.

Here's a breakdown of the columns:

1. `test`: This column contains the name of the medical test, such as ALT (GPT), AST (GOT), Calcium Phosphonazo, Creatinine, and C-Reactive Protein.

2. `value`: This column represents the actual value obtained from the medical test.

3. `lowest_normal_range`: This column indicates the lowest value within the normal range for that specific test.

4. `highest_normal_range`: This column indicates the highest value within the normal range for that specific test.

5. `result`: This column contains the result of the test, typically denoted as 0 or 1. It's likely that 0 indicates a normal result, and 1 indicates an abnormal or elevated result.

Using this dataset, you can perform various analyses and insights related to the medical test results. Some potential analyses include:

1. **Identifying Abnormal Results:** You can filter the dataset to identify tests with a result of 1, indicating abnormal values outside the normal range. This can help in the early detection of health issues.

2. **Range Comparison:** By comparing the `value` column with the `lowest_normal_range` and `highest_normal_range`, you can determine if a specific test result falls within the normal range or if it is below or above the normal limits.

3. **Statistics and Visualization:** You can calculate statistical measures like mean, median, standard deviation, etc., for each test and visualize the data through plots or charts to gain insights into the distribution of test results.

4. **Correlations:** You can explore possible correlations between different test results to understand how they might be related in the context of medical conditions.

5. **Alerting System:** If this dataset is being used in a real-time healthcare setting, you can set up an alerting system to notify healthcare professionals when certain test results exceed the normal range, enabling timely intervention.

Remember that medical data handling must be done with care, ensuring patient privacy and adhering to ethical and legal guidelines, especially if this dataset contains sensitive patient information. Additionally, it's essential to involve qualified healthcare professionals in the interpretation of the results and any decisions based on the data.
DOI: 10.17632/9ctvttjmwm
title: δ13C and δ15N in Brazilian soils: a literature revision

description: Isótopos estáveis de carbono (δ13C) e nitrogênio (δ15N) no solo fornecem informações integradas da dinâmica da matéria orgânica nos ecossistemas. O clima é um dos principais condicionantes dos valores de δ13C e δ15N do solo em escala global, mas essas relações não são claras para o Brasil. Nesse contexto, o objetivo deste estudo foi verificar como temperatura e precipitação afetam δ13C e δ15N do solo no Brasil e identificar as tendências existentes com base nos dados da literatura. Através de pesquisa sistemática, foram compilados valores de δ13C e δ15N até 20cm de profundidade em solos no Brasil. Foi realizada uma análise de distribuição dos termos mais citados para entender o contexto e as tendências temporais dos estudos que utilizam δ13C e δ15N no solo no Brasil. Para o Brasil, o δ13C do solo apresentou relação negativa enquanto o δ15N do solo apresentou relação positiva com a temperatura; e não houve relação de ambos com a precipitação. Em relação aos biomas, na Caatinga, o δ13C apresentou relação negativa com a temperatura. No Cerrado e no Pantanal, o δ15N teve relação negativa com a temperatura. Na Caatinga e na Mata Atlântica, o δ15N teve relação negativa com a precipitação. No Pantanal essa relação foi positiva. A razão C/N do solo tem relação negativa com o δ15N em solos brasileiros. A maioria dos estudos com δ13C estão relacionados às mudanças de uso da terra, estoque de carbono e paleoecologia, enquanto os estudos com δ15N no solo servem como base para determinar dieta de animais e cadeias tróficas. As tendências temporais indicam que estudos sobre estoque de carbono, atributos funcionais das espécies e funcionamento dos ecossistemas são os que mais se utilizam de δ13C e δ15N no solo no contexto brasileiro.
DOI: 10.15468/dl.j7tyt7
title: Occurrence Download

description: A dataset containing 5364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solanum linnaeanum Hepper & P.-M.L.Jaeger)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5364 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001514-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/h6nvdg6x8s
title: Dataset for "Copper redistribution from shallow oxidized magmas to mafic enclaves. Insight from anomalously Cu-enriched enclaves from Bezymianny volcano, Kamchatka"

description: This dataset includes all the data used for the paper submitted to Geochimica et Cosmochimica Acta, entitled: "Copper redistribution from shallow oxidized magmas to mafic enclaves. Insight from anomalously Cu-enriched enclaves from Bezymianny volcano, Kamchatka".

Excel file is provided with the following tables on separate sheets:
Table S1. Sample list
Table S2. Average matrix glass composition
Table S3. Sulfides composition 
Table S4. Whole rock chemistry data (XRF and ICP analyses)
Table S5. Ilmenite-Ti-magnetite composition and oxybarometry data
Table S6. Amphibole composition and P-T-fO2 data

Word file includes:
Table 1. Matrix glass composition, average analyses. Major elements (wt. %) content by EMPA, Cu (ppm) by LA-ICP-MS. Blue – previously published in Davydova et al., 2022.
Table 2. Representative analyses of sulfide phases composition.
Table 3. Major elements (XRF) and Cu (ICP) analyses of the Bezymianny rocks. Other trace elements are represented in supplementary materials. Blue – previously published in Davydova et al., 2022.
DOI: 10.17632/dzsgdzb7bb
title: FRGS Urban Poor

description: Data of SPSS for grant FRGS of urban poor entrepreneurs
DOI: 10.17632/vtsx2694p7
title: Nonadditive integration of visual information in ensemble representation

description: Regression-based ERP data
DOI: 10.17632/4gxmb97njy
title: A Leopard Cub (Panthera pardus kotiya) Adopted by Kin and Non-Kin Leopardesses Consecutively

description: Background: The study examines alloparental care and adoption in the Sri Lankan leopard population at Yala National Park, Sri Lanka. Using the Multi Point Leopard Identification Method, it documents a remarkable instance: a leopard cub [YM 67] initially adopted by its maternal aunt [YF 46], and later by another female [YF 15] with no prior connection to the cub. We consider this behaviour is noteworthy in especially solitary animal species such as leopards.
Methods: Our study was conducted for a period of two years and five months (from February 2021 to July 2023). Our observations highlight the dynamics of these adoptions and the behaviours exhibited. Altruistic acts, such as feeding, brushing, and shielding the cubs, were observed. These inspections challenge the conventional knowledge regarding leopard behaviours. Notably, YF 15’s adoption of YM 67, despite their lack of genetic relatedness, exemplifies a form of mutually beneficial reciprocal altruism, benefiting both parties.
Discussion: The following study explains leopard adoptions using evolutionary theories like kin altruism and reciprocal altruism. It suggests factors such as genetic relatedness, mutual dependency, and possible misidentification influenced the act of adoption. These rare altruistic acts benefit the leopard population. 
Conclusion: Our study opposes traditional concepts of solitary Sri Lankan leopards. Altruistic behaviours, influenced by genetic relatedness and reciprocal benefits, emphasize social dynamics in predator populations. These findings enhance the understanding of evolutionary mechanisms and cooperative behaviours in maintaining population fitness in the Sri Lankan leopard population.
DOI: 10.17632/b83jmwkf3v
title: Evaluation of Sodium Acetate in HEK293 cells producing the ECD-HER1. Metabolomics

description: Our research was focused to the evaluation of Sodium Acetate (NaAc) in the HEK293 cell culture. HEK293 is employed for the stable production of the extracellular domain HER1 at the Center of Molecular Immunology, a glycoprotein that is one of the extracellular domains of the epidermal growth factor receptor.
We study the effect of NaAc over the glycoprotein production, but also we search its impact over metabolism.
The data presented correspond to the HEK293 cell culture in batch mode, using concentrations of NaAc from 0mM; 4mM; 6mM; 8mM; 10mM and 20 mM. Samples were taken daily from the culture, in order to measure cell density by using Trypan blue dye exclusion, protein concentration by a homemade ELISA sandwich, and metabolites by derivatization method and Liquid Chromatography-Mass Spectrometry. 
After obtaining the corresponding measurement of each variable, we calculate the external specific rates by using mass balance equations, such as specific growth rate, specific protein production rate and specific metabolites uptake/production rate. Also, it was represented the profiles of the measured variables across the culture time, with the aim of identifying the growing phases. On the other side, the use of Metabolic Flux Analysis (MFA) was employed to predict the internal metabolic flux of this modified HEK293, with and without NaAc. To carried out MFA method, it was created a Matrix containing the concentration of 19 metabolites including aminoacids, Glucose and Lactate. To do that, programming codes were created, and metabolic models were adapted considering reactions and metabolites that are presented not only in the Recon2 network, but also were added reactions and metabolites that are connected with the metabolism of acetate.
The data presented, and the obtaining results, show an increment in protein open a new paradigm for the scientific community, in particular for those who are interested in the metabolism of HEK293 cells.
DOI: 10.17632/dn3v95wcdr
title: Weights and biases of ANN trained by hybrid of EHO and LM-BP

description: Even though ANN trained by Levenberg-Marquardt Back-Propagation (LM-BP) provided good results, it was observed that the performance would fluctuate on each trail and also gives poor performance at times, due to getting stuck in local optima. Elastic Modulus being a very sensitive parameter of structural concrete, it would be risky to adopt such a model. Here, ANN is trained by swarm-based optimization technique namely, Elephant Herding Optimization (EHO). Further, the weights and biases are exported and fed as pre-defined weights and biases for ANN trained by LM-BP. This takes advantage of complimentary features of either technique and improvises results. It was also observed that the performance was consistent over various trails and provides a good alternative for predicting elastic modulus of recycled aggregate concrete. The various weights and biases of ANN trained by hybrid of EHO and LM-BP as they pass through the network with two Hidden layers are given in the dataset.
DOI: 10.17632/zj9snmy57h
title: Data for: A hybrid analysis of LBSN data to early detect anomalies in crowd dynamics

description: This is a data set of 4,335,880 public posts published in Instagram, in the New York City area for 190 days.
DOI: 10.17632/br4db84s2w
title: Test

description: TCP SYN Flood pcap to csv