cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10471605
title: Dataset60: High-dimensional Datasets for Feature Selection

description: Dataset60 comprises 60 high-dimensional datasets sourced from open repositories, systematically curated and formatted to establish a new benchmark for evaluating feature selection algorithms.

A summary of each dataset, including its name, number of samples (n_sample), features (n_feature), classes (n_class), and quantity/proportion for each label (label_distribution), is available in the "summary_dataset60.csv" file.

Datasets are obtained from various sources:



https://jundongl.github.io/scikit-feature/datasets.html

https://zenodo.org/records/2709491

https://archive.ics.uci.edu/datasets

https://data.mendeley.com/datasets/fhx5zgx2zj/1

https://ckzixf.github.io/dataset.html


The preprocessing steps include:



Removing an index/id column if present.

Encoding labels numerically, starting from 0 (0/1/2/…).

Re-naming headers to f{feature_index} & label (f1, f2, …, label).

Addressing missing values: Following instructions in the README/Dataset Info if available; otherwise, filling missing values with 0.


Important note: The data has NOT undergone standardization.
DOI: 10.5281/zenodo.10691813
title: Dataset60: High-dimensional Datasets for Feature Selection

description: Dataset60 comprises 62 high-dimensional datasets sourced from open repositories (in version 2, two new datasets have been included), systematically curated and formatted to establish a new benchmark for evaluating feature selection algorithms.

A summary of each dataset, including its name, number of samples (n_sample), features (n_feature), classes (n_class), and quantity/proportion for each label (label_distribution), is available in the "summary_dataset60.csv" file. (The datasets in "summary_dataset60.csv" are arranged in ascending order based on the number of features (n_feature), starting from the dataset with the lowest number of features and progressing to the dataset with the highest number.)

AII 62 raw datasets are obtained from various sources:



https://jundongl.github.io/scikit-feature/datasets.html

https://zenodo.org/records/2709491

https://archive.ics.uci.edu/datasets

https://data.mendeley.com/datasets/fhx5zgx2zj/1

https://ckzixf.github.io/dataset.html


The preprocessing steps include:



Removing an index/id column if present.

Encoding labels numerically, starting from 0 (0/1/2/…).

Re-naming headers to f{feature_index} & label (f1, f2, …, label).

Addressing missing values: Following instructions in the README/Dataset Info if available; otherwise, filling missing values with 0.


Important note: The data has NOT undergone standardization.

If you need access to datasets processed with standardization (STD), they are available in the Dataset60_std.zip file. In this collection, the 62 datasets are identified by the "_std" suffix, indicating that they have undergone standardization.
DOI: 10.6084/m9.figshare.25265365.v1
title: Supplementary Material for: Body mass index and outcomes in patients with Takotsubo syndrome: a nationwide retrospective cohort study

description: Background: Takotsubo syndrome (TTS) is a cardiac disorder that mimics acute coronary syndrome at presentation. While previous studies have demonstrated a relationship between body mass index (BMI) and outcomes in acute coronary syndrome, few have examined its relationship with TTS.
Methods: Using the Japanese Diagnosis Procedure Combination database, we retrospectively identified 14,551 patients admitted for TTS between 2010-2021. By applying multivariable regressions with restricted cubic splines, we examined the association between BMI and in-hospital mortality after adjusting for potential confounders. 
Results: Mean BMI was 21.1 kg/m2, classifying patients into severe underweight (&lt;16.0 kg/m2, 7.1%), mild/moderate underweight (16.0-18.4 kg/m2, 18.3%), normal weight (18.5-22.9 kg/m2, 46.8%), overweight (23.0-27.4 kg/m2, 22.2%), and obese (≥27.5 kg/m2, 5.6%) groups. Patients with severe or mild/moderate underweight were older and had a higher prevalence of impaired physical activity, malignancy, chronic pulmonary disease, and pneumonia. In-hospital mortality was the highest (9.4%) in the severe underweight group, followed by the mild/moderate underweight group (5.4%), with the lowest being in the obese group (2.1%). Severe underweight (adjusted odds ratio=2.05 [95% CI=1.54-2.73]) and mild/moderate underweight (1.26 [1.01-1.57]) were significantly associated with higher mortality compared with normal weight, while no significant association was noted with obesity. A nonlinear association between continuous BMI and mortality was observed, with mortality increasing when BMI decreased &lt;20.0 kg/m2 but nearly plateauing in BMI &gt;20 kg/m2.
Conclusions: The present nationwide analysis demonstrated a nonlinear association between BMI and in-hospital mortality of TTS. BMI is an easily available and clinically relevant marker for the risk stratification of TTS.
DOI: 10.6084/m9.figshare.25260346
title: Test

description: Only used for test.
DOI: 10.5281/zenodo.10673046
title: FACIAL EXPRESSION RECOGNITION

description: Facial Expression Recognition is a system which provides an interface for computer and human interaction. With the advancement of technology and need of the hour such systems have earned the interest of researchers in psychology, medicine, computer science and similar other fields as its applications are identified in such fields. Facial expression recognizer is an application which uses live data coming from the camera or even the existing videos to capture the expressions of the person in the video and is represented on the screen in the form of attractive emojis. Expressions form the basis of human communication and interaction. Expressions are used as a crucial tool to study the behaviour in the medicine and psychological fields to understand the state of mind of the people. The main objective to develop such a system was to be able to classify facial expressions using CNN algorithm which is responsible for the expression detection and then providing a corresponding emoticon relevant to detected facial expression as the output.
DOI: 10.5281/zenodo.10673047
title: FACIAL EXPRESSION RECOGNITION

description: Facial Expression Recognition is a system which provides an interface for computer and human interaction. With the advancement of technology and need of the hour such systems have earned the interest of researchers in psychology, medicine, computer science and similar other fields as its applications are identified in such fields. Facial expression recognizer is an application which uses live data coming from the camera or even the existing videos to capture the expressions of the person in the video and is represented on the screen in the form of attractive emojis. Expressions form the basis of human communication and interaction. Expressions are used as a crucial tool to study the behaviour in the medicine and psychological fields to understand the state of mind of the people. The main objective to develop such a system was to be able to classify facial expressions using CNN algorithm which is responsible for the expression detection and then providing a corresponding emoticon relevant to detected facial expression as the output.
DOI: 10.5281/zenodo.10691823
title: Data set of: "The NAD+ precursor NMN activates dSarm to trigger axon degeneration in Drosophila"

description: This dataset contains all experiments published in doi: 10.7554/eLife.80245 (PMID: 36476387). It contains templates of different experiments, raw and analysed data, pictures, graphs, videos, and figures.

ABSTRACT:

Axon degeneration contributes to the disruption of neuronal circuit function in diseased and injured nervous systems. Severed axons degenerate following the activation of an evolutionarily conserved signaling pathway, which culminates in the activation of SARM1 in mammals to execute the pathological depletion of the metabolite NAD+. SARM1 NADase activity is activated by the NAD+ precursor nicotinamide mononucleotide (NMN). In mammals, keeping NMN levels low potently preserves axons after injury. However, it remains unclear whether NMN is also a key mediator of axon degeneration and dSarm activation in flies. Here, we demonstrate that lowering NMN levels in Drosophila through the expression of a newly generated prokaryotic NMN-Deamidase (NMN-D) preserves severed axons for months and keeps them circuit-integrated for weeks. NMN-D alters the NAD+ metabolic flux by lowering NMN, while NAD+ remains unchanged in vivo. Increased NMN synthesis by the expression of mouse nicotinamide phosphoribosyltransferase (mNAMPT) leads to faster axon degeneration after injury. We also show that NMN-induced activation of dSarm mediates axon degeneration in vivo. Finally, NMN-D delays neurodegeneration caused by loss of the sole NMN-consuming and NAD+-synthesizing enzyme dNmnat. Our results reveal a critical role for NMN in neurodegeneration in the fly, which extends beyond axonal injury. The potent neuroprotection by reducing NMN levels is similar to the interference with other essential mediators of axon degeneration in Drosophila.
DOI: 10.5281/zenodo.10691824
title: Data set of: "The NAD+ precursor NMN activates dSarm to trigger axon degeneration in Drosophila"

description: This dataset contains all experiments published in doi: 10.7554/eLife.80245 (PMID: 36476387). It contains templates of different experiments, raw and analysed data, pictures, graphs, videos, and figures.

ABSTRACT:

Axon degeneration contributes to the disruption of neuronal circuit function in diseased and injured nervous systems. Severed axons degenerate following the activation of an evolutionarily conserved signaling pathway, which culminates in the activation of SARM1 in mammals to execute the pathological depletion of the metabolite NAD+. SARM1 NADase activity is activated by the NAD+ precursor nicotinamide mononucleotide (NMN). In mammals, keeping NMN levels low potently preserves axons after injury. However, it remains unclear whether NMN is also a key mediator of axon degeneration and dSarm activation in flies. Here, we demonstrate that lowering NMN levels in Drosophila through the expression of a newly generated prokaryotic NMN-Deamidase (NMN-D) preserves severed axons for months and keeps them circuit-integrated for weeks. NMN-D alters the NAD+ metabolic flux by lowering NMN, while NAD+ remains unchanged in vivo. Increased NMN synthesis by the expression of mouse nicotinamide phosphoribosyltransferase (mNAMPT) leads to faster axon degeneration after injury. We also show that NMN-induced activation of dSarm mediates axon degeneration in vivo. Finally, NMN-D delays neurodegeneration caused by loss of the sole NMN-consuming and NAD+-synthesizing enzyme dNmnat. Our results reveal a critical role for NMN in neurodegeneration in the fly, which extends beyond axonal injury. The potent neuroprotection by reducing NMN levels is similar to the interference with other essential mediators of axon degeneration in Drosophila.
DOI: 10.5281/zenodo.10673054
title: A STUDY ON UTILIZATION OF MATERNAL AND CHILD HEALTH CARE SERVICES IN RURAL FIELD PRACTICE AREA OF KHAJABANDANAWAZ INSTITUTE OF MEDICAL SCIENCES, KALABURAGI-KARNTAKA

description: Background: In any community, mothers and children constitute a priority group. In sheer numbers, they comprise approximately 71.14% of the population of the developing countries. In India, women of the childbearing age (15-44 years) constitute 22.2% and children under 15 years of age about 35.3% of the total population. Together, they constitute nearly 57.5% of the total population. Mothers and children not only constitute a large group, but they are also a vulnerable or special-risk group. The main aim of MCH Services remains to ensure that, throughout pregnancy and puerperium, every mother maintain optimal health, and at the end of pregnancy, a healthy mother and a healthy baby and promote the child health throughout the infancy and childhood.

Methodology: A community based cross sectional study was done among 400 pregnant and lactating mothers having infant residing in rural field practice area of Aurad, department of Community Medicine of KhajaBandanawaz Institute of Medical Sciences, Kalaburagi from January -December 2017 for a duration of one year. A predesigned and pretested proforma was used to collect the sociodemographic details, utilization of Mother and child service at Aurad .

Result: Majority of the subjects 184 (46.0%) were in age group 21-25 years and the mean age of mothers in present study is 24.53 Â± 2.85 years. While, 30% Utilized ANC service and around 56% Utilized PNC service. Religion and utilization of antenatal services was found to be statistically significant.

Conclusion: The better utilization of the maternal health services can be achieved by overall socio-economic development including focus on women empowerment and education, incorporation of religious norms and faiths in the health policies.
DOI: 10.5281/zenodo.10673055
title: A STUDY ON UTILIZATION OF MATERNAL AND CHILD HEALTH CARE SERVICES IN RURAL FIELD PRACTICE AREA OF KHAJABANDANAWAZ INSTITUTE OF MEDICAL SCIENCES, KALABURAGI-KARNTAKA

description: Background: In any community, mothers and children constitute a priority group. In sheer numbers, they comprise approximately 71.14% of the population of the developing countries. In India, women of the childbearing age (15-44 years) constitute 22.2% and children under 15 years of age about 35.3% of the total population. Together, they constitute nearly 57.5% of the total population. Mothers and children not only constitute a large group, but they are also a vulnerable or special-risk group. The main aim of MCH Services remains to ensure that, throughout pregnancy and puerperium, every mother maintain optimal health, and at the end of pregnancy, a healthy mother and a healthy baby and promote the child health throughout the infancy and childhood.

Methodology: A community based cross sectional study was done among 400 pregnant and lactating mothers having infant residing in rural field practice area of Aurad, department of Community Medicine of KhajaBandanawaz Institute of Medical Sciences, Kalaburagi from January -December 2017 for a duration of one year. A predesigned and pretested proforma was used to collect the sociodemographic details, utilization of Mother and child service at Aurad .

Result: Majority of the subjects 184 (46.0%) were in age group 21-25 years and the mean age of mothers in present study is 24.53 Â± 2.85 years. While, 30% Utilized ANC service and around 56% Utilized PNC service. Religion and utilization of antenatal services was found to be statistically significant.

Conclusion: The better utilization of the maternal health services can be achieved by overall socio-economic development including focus on women empowerment and education, incorporation of religious norms and faiths in the health policies.
DOI: 10.6084/m9.figshare.17701637
title: Additional file 5 of The optimal vaccination strategy to control COVID-19: a modeling study in Wuhan City, China

description: Additional file 5: Tables S4‒S7. Simulation different vaccination scenes.
DOI: 10.6084/m9.figshare.17701637.v1
title: Additional file 5 of The optimal vaccination strategy to control COVID-19: a modeling study in Wuhan City, China

description: Additional file 5: Tables S4‒S7. Simulation different vaccination scenes.
DOI: 10.5281/zenodo.10673074
title: THE OCCURRENCE OF PESTICIDES IN ENVIRONMENT AND CURRENT TECHNOLOGIES FOR THEIR REMEDIATION AND MANAGEMENT

description: Agriculture is facing major challenges affected by erosion, salinity and soil degradation. Chemical pesticides and fungicides are more used the agricultural lands. Chemical pesticides and fungicides are more used environment and human diseases causes. The better approaches in agriculture, biocontrol microorganisms, and Plant Growth Promoting (PGP) have emerged as safe for the environment, and also safe alternatives to chemical pesticides. Plant associated microorganisms have helped in soil nutrients enhancement, nitrogen fixation, phosphate solubilization, siderophore production, Î²-1,3glucanase, cellulase, protease, and lipases. These microbes have tolerances to the biotic and abiotic stress, pH, salinity drought, extremes temperature, heavy metals, and pesticide pollution. This summarized and discussed in this review evaluated actinomycetes related research and its benefits. These bacteria are biocontrol of plant pathogens and enhance the plant growth in agriculture.
DOI: 10.5281/zenodo.10673075
title: THE OCCURRENCE OF PESTICIDES IN ENVIRONMENT AND CURRENT TECHNOLOGIES FOR THEIR REMEDIATION AND MANAGEMENT

description: Agriculture is facing major challenges affected by erosion, salinity and soil degradation. Chemical pesticides and fungicides are more used the agricultural lands. Chemical pesticides and fungicides are more used environment and human diseases causes. The better approaches in agriculture, biocontrol microorganisms, and Plant Growth Promoting (PGP) have emerged as safe for the environment, and also safe alternatives to chemical pesticides. Plant associated microorganisms have helped in soil nutrients enhancement, nitrogen fixation, phosphate solubilization, siderophore production, Î²-1,3glucanase, cellulase, protease, and lipases. These microbes have tolerances to the biotic and abiotic stress, pH, salinity drought, extremes temperature, heavy metals, and pesticide pollution. This summarized and discussed in this review evaluated actinomycetes related research and its benefits. These bacteria are biocontrol of plant pathogens and enhance the plant growth in agriculture.
DOI: 10.6084/m9.figshare.25265389
title: REUSE study: data file

description: A dataset on data reuse practices amongst clinical researchers
DOI: 10.6084/m9.figshare.25265389.v1
title: REUSE study: data file

description: A dataset on data reuse practices amongst clinical researchers
DOI: 10.5281/zenodo.10673105
title: ANTI-HYPERGLYCAEMIC EFFECT OF EUPHORBIA HIRTATO SWISS ALBINO MICE

description: Diabetes is a chronic disease that affects the bodys ability to utilize the energy found in food. This is a condition in which the pancreas does not produce enough insulin, which the body needs to regulate glucose metabolism. Diabetes mellitus is a complicated health condition with multiple causes and many natural treatment options.In Euphorbiahirtaafzelin, quercitrin, myricitrin,rutin, quercitin, euphorbin-A, euphorbin-B, euphorbin-C, euphorbin-D, 2,4,6-tri-O-galloyl-ÃŽÂ²-d-glucose, 1,3,4,6-tetra-O-galloyl-ÃŽÂ²-d-glucose, kaempferol, gallic acid, and protocatechuic acidhave been isolated.Euphorbia hirtahas antidiabetic, antioxidant, antibacterial, sedative, anxiolytic, anti-epileptic, anti-inflammatory, analgesic, antipyretic, antihistamine, anti-asthmatic, anti-diabetic, anti-cancer, and wound healing properties. It exerts healing, gastrointestinal, diuretic, antiparasitic, immunological, hepatoprotective, galactose-producing, and angiotensin-converting enzyme inhibitory effect.Medicinal plants have been reported to be useful for diabetes all over the world and are empirically used as antidiabetic and antihyperlipidemic agents. Therefore, the present study was designed to investigate antihyperglycaemic effect of Euphorbia hirtawith different doses. The antihyperglycaemic properties of methanolic extract of the Euphorbia hirtawas evaluated in Swiss albino mice in order toscientifically validate its traditional therapeutic use with the different doses as per bodyweight. In this experiment, among all the doses, the methanolic extract of Euphorbia hirta decrease the blood sugar level. The low dose (50 mg/kg body weight) decrease the glucose level compared to control but not as much as standard value. Oral administration of methanolicextract of Euphorbia hirtadoses equivalent to 100, 200 and 400 mg/kgbody weight produce significantantihyperglycaemic effects respectively.
DOI: 10.5281/zenodo.10673106
title: ANTI-HYPERGLYCAEMIC EFFECT OF EUPHORBIA HIRTATO SWISS ALBINO MICE

description: Diabetes is a chronic disease that affects the bodys ability to utilize the energy found in food. This is a condition in which the pancreas does not produce enough insulin, which the body needs to regulate glucose metabolism. Diabetes mellitus is a complicated health condition with multiple causes and many natural treatment options.In Euphorbiahirtaafzelin, quercitrin, myricitrin,rutin, quercitin, euphorbin-A, euphorbin-B, euphorbin-C, euphorbin-D, 2,4,6-tri-O-galloyl-ÃŽÂ²-d-glucose, 1,3,4,6-tetra-O-galloyl-ÃŽÂ²-d-glucose, kaempferol, gallic acid, and protocatechuic acidhave been isolated.Euphorbia hirtahas antidiabetic, antioxidant, antibacterial, sedative, anxiolytic, anti-epileptic, anti-inflammatory, analgesic, antipyretic, antihistamine, anti-asthmatic, anti-diabetic, anti-cancer, and wound healing properties. It exerts healing, gastrointestinal, diuretic, antiparasitic, immunological, hepatoprotective, galactose-producing, and angiotensin-converting enzyme inhibitory effect.Medicinal plants have been reported to be useful for diabetes all over the world and are empirically used as antidiabetic and antihyperlipidemic agents. Therefore, the present study was designed to investigate antihyperglycaemic effect of Euphorbia hirtawith different doses. The antihyperglycaemic properties of methanolic extract of the Euphorbia hirtawas evaluated in Swiss albino mice in order toscientifically validate its traditional therapeutic use with the different doses as per bodyweight. In this experiment, among all the doses, the methanolic extract of Euphorbia hirta decrease the blood sugar level. The low dose (50 mg/kg body weight) decrease the glucose level compared to control but not as much as standard value. Oral administration of methanolicextract of Euphorbia hirtadoses equivalent to 100, 200 and 400 mg/kgbody weight produce significantantihyperglycaemic effects respectively.
DOI: 10.6084/m9.figshare.25187969
title: Data and R script for "Zoo flagships: predictors of animal sponsorship to support zoo-based conservation activities"

description: Investigation of predictors of the number of sponsors a zoo animal receives, incorporating data from seven diverse zoos in the UK and phylogenetic information. The dataset includes information on the number of sponsors a species has at a given zoo, the position of the common name of the species in alphabetic order for a given zoo's sponsorship list, body mass (kg), conservation status (IUCN Red List category), diet (herbivory, carnivory, or omnivory), activity patterns (diurnal, crepuscular, nocturnal or cathemeral), phylogenetic distance from humans (in millions of years since a given species divergence from humans), and whether the species is typically housed in groups or singly in zoo settings. A phylogenetic tree containing the species from the dataset is also included here, as is an R script for conducted the analyses in the study.