cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14191724
title: scCamAge Datasets

description: This repository contains all the raw image or quantification datasets used for building or validating scCamAge, a transfer learning-based AI method for chronological age prediction of single yeast cells using phase contrast microscopic images. 

Folder Descriptions





scCamAge Predictor Module: Main_camAge.tar.zip



 





This folder contains refined phase contrast images of yeast single cells at ten critical time points, ranging from day 2 (young) to day 20 (aged) of chronological aging.







Molecular Dyes-Based: Dyes.zip






This folder is divided into three subfolders containing refined phase contrast images for TMRE, H2DCFDA, and FM™ 4-64FX. These images cover ten critical time points of chronologically aging yeast cells from day 2 (young) to day 20 (aged).





Treatment-Based Method: Drugs.zip






This folder includes three subfolders with refined phase contrast images of yeast cells treated with etoposide, azacytidine, and MG132 at different concentrations.





Pro-Longevity Drugs and Knockouts: KOs.zip






This folder contains refined micrographs of yeast cells treated with pro-longevity drugs (metformin, spermidine, and spermine) and genetic knockouts (pro or anti-longevity) at ten critical time points from day 2 (young) to day 20 (aged).





Human Datasets: Human.zip






This folder includes refined micrographs of human datasets, specifically the Camptothecin (CPT)-induced human fibroblast senescence dataset and replicative senescence dataset taken from Strum et al. (2022; DOI: 10.1038/s41597-022-01852-y).





Trained Models: Model.zip






This folder contains trained models for CamAge, molecular dyes-based methods, and treatment-based methods.





Raw and Normalized Matrix: Raw_and_Normalized Matrix_RNA seq_And_Raw_metabolomics_data.xlsx






This Excel file includes raw and normalized matrices for RNA sequencing and raw matrices for metabolomics analysis.





Segmentation Weights: yeast_segmentation-master.zip






This folder contains weights and scripts for yeast cell segmentation.




 





 Live vs Dead Yeast Cells: Live_vs_Dead.zip






This folder contains refined phase-contrast and fluorescent images of single yeast cells captured at ten critical time points, spanning from Day 2 (young) to Day 20 (aged) of chronological aging.




Binary classification model for distinguishing live vs. dead cells using the images.




Morphometric features extracted from the micrographs to support analysis.





Stress_dataset: stress.zip






This folder contains refined phase-contrast and fluorescent images of single yeast cells captured at ten critical time points, spanning from Day 2 (young) to Day 20 (aged) of chronological aging.
DOI: 10.14473/csda/nowyqm
title: SYRI Občanské vzdělávání pro budoucnost: praxe, evaluace a výzvy občanského vzdělávání v Karlovarském a Ústeckém kraji 2023

description: Výzkum byl zaměřen na výuku občanského vzdělávání na středních odborných učilištích a středních odborných školách v socioekonomicky znevýhodněných regionech. Data byla získána prostřednictvím metod kvalitativního výzkumu (konkrétně metody rozhovoru a focus groups). Zkoumání byli učitelé/ky společenskovědního základu (základy společenských věd a občanská nauka) na středních odborných učilištích a středních odborných školách a také studenti/ky středních odborných učilišť/středních odborných škol.
DOI: 10.15468/dl.tm7xhy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camellia longicuspis S.Y.Liang"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023758-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ramgmc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Aspidistra luochengensis B.Pan & C.R.Lin)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023759-241107131044228/datasets/export for details.
DOI: 10.15468/dl.2g35qd
title: Occurrence Download

description: A dataset containing 478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)",
 "Country is India",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 478 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023760-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8593wt
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Kazakhstan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Leontice incerta Pall., Leontice ewersmannii Bunge, Gymnospermium alberti (Regel) Takht., Gymnospermium altaicum (Pall.) Spach)"
 ]
}

 The dataset includes 181 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023761-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wtcwd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bangladesh",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Boiga multomaculata (Boie, 1827)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023762-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6fyjpd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Aspidistra luochengensis B.Pan & C.R.Lin)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023763-241107131044228/datasets/export for details.
DOI: 10.15468/dl.pxpjj6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Aspidistra luochengensis B.Pan & C.R.Lin)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023764-241107131044228/datasets/export for details.
DOI: 10.21227/97v2-6w15
title: student_alumniDataset

description: Building meaningful connections between students and alumni is critical for enhancing students’ professional growth, career advice, and networking. Despite these benefits, traditional platforms often lack personalization and scalability, limiting their ability to meet diverse student needs. This paper presents an AI-driven approach to revolutionize student-alumni interactions wih career guidance by leveraging advanced recommendation systems. Using pre-trained SentenceTransformer models, we transform textual skill data into embeddings, enabling precise matches between students, alumni, and job opportunities based on cosine similarity. A multi-agent reinforcement learning (MARL) framework further personalizes recommendations, dynamically adapting to students' evolving profiles and career goals. Unlike static systems, our model continuously learns from feedback, refining mentorship and job connections for greater relevance. Additionally, the system addresses inclusivity by identifying mentors with shared experiences, ensuring equitable access to professional guidance. The proposed solution is scalable and integrates seamlessly with existing university platforms. Experimental results highlight the framework’s effectiveness in creating meaningful, personalized, and adaptive student-alumni relationships. This work underscores the potential of AI to foster long-term engagement, improve career outcomes, and strengthen the educational ecosystem.
DOI: 10.5281/zenodo.14192276
title: Replication Data for Coloring Tetrahedral Semiconductors: Synthesis and Photoluminescence Enhancement of Ternary II-III2‑VI4 Colloidal Nanocrystals

description: Ternary tetrahedral II-III2-VI4 semiconductors, where II is Zn or Cd, III In or Ga, and VI S, Se, or Te, are of interest in UV radiation detectors in medicine and space physics as well as CO2 photoreduction under visible light. We synthesize colloidal II-III2-VI4 semiconductor nanocrystals from readily available precursors andascertain their ternary nature by structural and spectroscopic methods, including 77Se solid-state NMR spectroscopy. The pyramidally shaped nanocrystals range between 2 and 12 nm and exhibit optical gaps of 2−3.9 eV. In the presence of excess anions on the particle surface, treatment with Lewis acidic, Z-type ligands results in better passivation and enhanced photoluminescence. Electronic structure calculations revealthe most stable, lowest energy polymorphs and coloring patterns. This work will pave the way toward more environmentally friendly, ternary semiconductors for optoelectronics and electrocatalysis.
DOI: 10.5281/zenodo.14192277
title: Replication Data for Coloring Tetrahedral Semiconductors: Synthesis and Photoluminescence Enhancement of Ternary II-III2‑VI4 Colloidal Nanocrystals

description: Ternary tetrahedral II-III2-VI4 semiconductors, where II is Zn or Cd, III In or Ga, and VI S, Se, or Te, are of interest in UV radiation detectors in medicine and space physics as well as CO2 photoreduction under visible light. We synthesize colloidal II-III2-VI4 semiconductor nanocrystals from readily available precursors andascertain their ternary nature by structural and spectroscopic methods, including 77Se solid-state NMR spectroscopy. The pyramidally shaped nanocrystals range between 2 and 12 nm and exhibit optical gaps of 2−3.9 eV. In the presence of excess anions on the particle surface, treatment with Lewis acidic, Z-type ligands results in better passivation and enhanced photoluminescence. Electronic structure calculations revealthe most stable, lowest energy polymorphs and coloring patterns. This work will pave the way toward more environmentally friendly, ternary semiconductors for optoelectronics and electrocatalysis.
DOI: 10.15468/dl.aqxk4b
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Aspidistra luodianensis D.D.Tao)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023765-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26ewna
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)",
 "Country is Sri Lanka",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 113 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023766-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8202146
title: Dataset related to: "Home-based exercises with teleconsultation following hospitalization for COVID-19 pneumonia: a randomized controlled trial"

description: We provide the raw data used for the following article:

Paneroni M, Scalvini S, Perger E, Zampogna E, Govetto S, Oliva FM, Matrone A, Bernocchi P, Rosa D, Vitacca M. Home-based exercise program for people with residual disability following hospitalization for COVID-19: Randomized control trial. Ann Phys Rehabil Med. 2024 Mar;67(2):101815. doi: 10.1016/j.rehab.2023.101815. 

ABSTRACT

Background: In post-COVID-19 individuals with effort intolerance or hypoxia at rest and/ or during exercise, the best exercise program after in-hospital rehabilitation remains unknown.

Objective: We aimed to evaluate the efficacy of a Home-based Exercise Program with teleconsultation (Intervention group) to improve effort tolerance. 

Methods: This is a multicenter randomized controlled trial. We included COVID-19 individuals after rehabilitation attempts with a) less than 70% of the predicted distance during the Six-Minute Walking test (6MWT) and/or b) oxygen desaturation all day long or during effort. Effort tolerance was evaluated by 6MWT (primary outcome). Secondary outcomes were dyspnea, fatigue, spirometry, respiratory muscle evaluations, and oxygenation. The Intervention group performed one month of a self-administered exercise program and bi-weekly physiotherapist video calls; the Control group was free to conduct physical activity as usual. Exercise intensity was set into 4 levels according to disability and oxygen desaturation, and progressively increased ranging from low (walking, free-body exercise, sit-to-stand, balance exercises), to higher (speed walking with a pedometer, cycle ergometer, strengthening exercises) intensity. 

Results: We included 79 participants, 40 in the Intervention and 39 in the Control group [mean (SD) 67.1(10.3) years old, 72% male]. No difference in effort tolerance was found after the intervention between groups [Intervention 77.6 (75.4) vs Control 49.5 (73.3) m, p= 0.109]. Participants with 6MWT below the Lower Limit of Normality experienced a better improvement in effort tolerance [Intervention: mean (SD) 120.1 (75.8) vs Control 59.1 (75.6) m, p= 0.035]. After two months, the 6MWT distance in the two groups was similar (Intervention mean (SD) 475.9 (82.4) vs Control 469.2 (118.9) m, p= 0.807). 

Conclusions: In post-COVID-19 individuals with a residual disability after a rehabilitation attempt, a home-based exercise program with teleconsultation leads to a significant benefit on effort tolerance only in participants with severe effort intolerance at baseline. 

 Database Registration: ClinicalTrials.gov number, NCT04821934

 Keywords: COVID-19; exercise; teleconsultation, healthcare providers
DOI: 10.5281/zenodo.8202147
title: Dataset related to: "Home-based exercises with teleconsultation following hospitalization for COVID-19 pneumonia: a randomized controlled trial"

description: We provide the raw data used for the following article:

Paneroni M, Scalvini S, Perger E, Zampogna E, Govetto S, Oliva FM, Matrone A, Bernocchi P, Rosa D, Vitacca M. Home-based exercise program for people with residual disability following hospitalization for COVID-19: Randomized control trial. Ann Phys Rehabil Med. 2024 Mar;67(2):101815. doi: 10.1016/j.rehab.2023.101815. 

ABSTRACT

Background: In post-COVID-19 individuals with effort intolerance or hypoxia at rest and/ or during exercise, the best exercise program after in-hospital rehabilitation remains unknown.

Objective: We aimed to evaluate the efficacy of a Home-based Exercise Program with teleconsultation (Intervention group) to improve effort tolerance. 

Methods: This is a multicenter randomized controlled trial. We included COVID-19 individuals after rehabilitation attempts with a) less than 70% of the predicted distance during the Six-Minute Walking test (6MWT) and/or b) oxygen desaturation all day long or during effort. Effort tolerance was evaluated by 6MWT (primary outcome). Secondary outcomes were dyspnea, fatigue, spirometry, respiratory muscle evaluations, and oxygenation. The Intervention group performed one month of a self-administered exercise program and bi-weekly physiotherapist video calls; the Control group was free to conduct physical activity as usual. Exercise intensity was set into 4 levels according to disability and oxygen desaturation, and progressively increased ranging from low (walking, free-body exercise, sit-to-stand, balance exercises), to higher (speed walking with a pedometer, cycle ergometer, strengthening exercises) intensity. 

Results: We included 79 participants, 40 in the Intervention and 39 in the Control group [mean (SD) 67.1(10.3) years old, 72% male]. No difference in effort tolerance was found after the intervention between groups [Intervention 77.6 (75.4) vs Control 49.5 (73.3) m, p= 0.109]. Participants with 6MWT below the Lower Limit of Normality experienced a better improvement in effort tolerance [Intervention: mean (SD) 120.1 (75.8) vs Control 59.1 (75.6) m, p= 0.035]. After two months, the 6MWT distance in the two groups was similar (Intervention mean (SD) 475.9 (82.4) vs Control 469.2 (118.9) m, p= 0.807). 

Conclusions: In post-COVID-19 individuals with a residual disability after a rehabilitation attempt, a home-based exercise program with teleconsultation leads to a significant benefit on effort tolerance only in participants with severe effort intolerance at baseline. 

 Database Registration: ClinicalTrials.gov number, NCT04821934

 Keywords: COVID-19; exercise; teleconsultation, healthcare providers
DOI: 10.5281/zenodo.14190959
title: Receiver-function imaging of the Moho discontinuity beneath the Tanlu fault zone and its tectonic significance

description: Moho depth data around the Tanlu fault zone.
DOI: 10.5281/zenodo.14192354
title: Receiver-function imaging of the Moho discontinuity beneath the Tanlu fault zone and its tectonic significance

description: Moho depth data around the Tanlu fault zone.
DOI: 10.15468/dl.rq84tf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Aspidistra lurida Sieber ex C.Presl)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023768-241107131044228/datasets/export for details.
DOI: 10.15468/dl.fq8c2m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Aspidistra lutea Tillich)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023769-241107131044228/datasets/export for details.
DOI: 10.15468/dl.pn5cr3
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camellia forrestii (Diels) Cohen-Stuart"
 ]
}

 The dataset includes 253 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023770-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83w98m
title: Occurrence Download

description: A dataset containing 51246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camellia L."
 ]
}

 The dataset includes 51246 records from 565 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023767-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqpxp3
title: Occurrence Download

description: A dataset containing 23813 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Swedish National Forest Inventory: Presence-absence vegetation data (1995-current)",
 "Geometry POLYGON((20.01875228169057 65.93770156215672,22.330396117307007 65.93770156215672,22.330396117307007 68.24934539777317,20.01875228169057 68.24934539777317,20.01875228169057 65.93770156215672))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 23813 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023771-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27866610.v1
title: Supplementary Material for: Patient Preferences with Anti–Vascular Endothelial Growth Factor Treatment for Neovascular Age-Related Macular Degeneration and Diabetic Macular Edema: A Multinational Discrete Choice Experiment Study

description: Introduction: New anti–vascular endothelial growth factor (VEGF) treatments are emerging for the treatment of diabetic macular edema (DME)/neovascular age-related macular degeneration (nAMD). This study aimed to explore the treatment attributes patients find important when deciding on treatment options. 

Methods: This noninterventional survey study assessed treatment preferences through a discrete choice experiment (DCE) among patients with DME/nAMD in the United States, Canada, France, Italy, Spain, and the United Kingdom. The DCE design was informed by a targeted literature review and qualitative interview research and included five treatment attributes: mode of administration, frequency of examinations, frequency of injections or refills, likely change in visual acuity, and eye-related side effects. Conditional logit models were used to analyze the choice data. 

Results: Overall, 537 patients completed the DCE (DME, n = 173; nAMD, n = 364). Patients reported preferring “injection” over “implant surgery and refills” and better visual outcomes over “stabilization”, which were also the most important attributes driving preference (35.1% and 31.5%, respectively). They also showed a preference for less-frequent treatment and examinations and for “mild-moderate, frequent” over “severe, rare” side effects. These findings were generally consistent across the two conditions, although significant differences were found depending on anti-VEGF treatment duration (nAMD, DME) and number of reported barriers (nAMD). 

Conclusion: Patient preferences for treatment are driven by several factors. Considering these is essential when designing/introducing new therapies. Individual treatment preferences should be identified and given key consideration when helping patients select from an expanding array of treatment options.
DOI: 10.15468/dl.7ahwyg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Aspidistra magnifica N.S.Lý, K.S.Nguyen & T.S.Hoang)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023773-241107131044228/datasets/export for details.