cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25199222.v1
title: Transfer Learning with Large-Scale Quantile Regression

description: Quantile regression is increasingly encountered in modern big data applications due to its robustness and flexibility. We consider the scenario of learning the conditional quantiles of a specific target population when the available data may go beyond the target and be supplemented from other sources that possibly share similarities with the target. A crucial question is how to properly distinguish and use useful information from other sources to improve the quantile estimation and inference at the target. We develop transfer learning methods for high-dimensional quantile regression by detecting informative sources whose models are similar to the target and using them to improve the target model. We show that under reasonable conditions, the detection of the informative sources based on sample splitting is consistent. Compared to the naive estimator with only the target data, the transfer learning estimator achieves a much lower error rate as a function of the sample sizes, the signal-to-noise ratios, and the similarity measures among the target and the source models. Extensive simulation studies demonstrate the superiority of our proposed approach. We apply our methods to tackle the problem of detecting hard-landing risk for flight safety and show the benefits and insights gained from transfer learning of three different types of airplanes: Boeing 737, Airbus A320, and Airbus A380.
DOI: 10.21233/nmnc-wv68
title: Ningbo  ostracode surface sample dataset

description: Raw data for the Ningbo  ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.14204819.v1
title: Dataset of article submitted to JGR-Oceans Coastal upwelling combines river plume to shape hypoxia in the Changjiang Estuary and adjacent inner East China Sea shelf

description: This dataset provides the shipboard hydrological and biochemical data obtained in the Changjiang Estuary and adjacent inner East China Sea shelf, and the cruise was conducted during August 4 to 21 in 2018 onboard the R/V <i>Haili</i>. There are thirteen sheets in the Data Table, including surface, 10 m, 20 m, 30 m, bottom, and sections from A to H. These high-resolution data collected using biochemical sensors of oxygen and Chl-a along with CTD (conductivity-temperature-depth) make it possible to investigate the spatial morphology of hypoxic zone and underlying dynamic mechanisms in the inner East China Sea shelf.
DOI: 10.6084/m9.figshare.19207581.v1
title: DOM properties and concentrations at Xuliujing between November 2016 and January 2020

description: Data used in this study including the percentage of different DOM size fractions (&lt; 1 kDa, 1-3 kDa, 3-10 kDa, and &gt; 10 kDa) in the Lower Changjiang River at Xuliujing between November 2016 and January 2020.
DOI: 10.6084/m9.figshare.28624589.v1
title: Women in Public Administration scholarship

description: This database supports part of an inquiry into the representation of women in the field of public administration and policy.
DOI: 10.6084/m9.figshare.11911134.v1
title: OCIM2_KiLOW_noHe.bson

description: See AIBECS.jl<br>
DOI: 10.6084/m9.figshare.13365518.v3
title: 21st Century Skills Addressed.docx

description: The table shows 21st century skills addressed in each of the studies regarding education storytelling tool.
DOI: 10.6084/m9.figshare.21534735.v1
title: Supplemental Materials of "Inoculation with black soldier fly larvae alters the microbiome and volatile organic compound profile of decomposing food waste "

description: Supplementary data 1. Data of volcano plot odor component analysis in 0 and 10 larva treatment.
Supplementary data 2. Abundance of microbiota (species level).
Supplemebtary data 3. Relative abundance of microbiota.
DOI: 10.6084/m9.figshare.3530957.v1
title: Appendix B. Artificial Heliconia inflorescences and flowers: instructions for their construction, dimension, and images.

description: Artificial Heliconia inflorescences and flowers: instructions for their construction, dimension, and images.
DOI: 10.17632/f66zx5bjnp
title: Restoration and Transformation: The Response of Shocked and Oxidized Magnetite to Temperature

description: The data used for the study "Restoration and Transformation: The Response of Shocked and Oxidized Magnetite to Temperature" consists of hysteresis, direct current demagnetization (DCD) and first order reversal curves (FORC) measured in sequence and in single “.vres” data files for each temperature step of each sample. We have processed these raw data files and provided all processed data and raw data necessary for reproduction of our results. All files, as well as extra diagrams are available under the name of “supplemental files” as referred to in the text.
DOI: 10.6084/m9.figshare.12251213.v1
title: Supplementary Material for: Prognostic Significance of PD-1, PD-L1 and CD8 Gene Expression Levels in Gastric Cancer

description: <b><i>Introduction:</i></b> Anti-programmed cell death 1 (PD-1) therapies have shown promising clinical activity against gastric cancer (GC). We evaluated the clinical significance of immune-related gene expression in GC tissues to better understand the tumor immune microenvironment. <b><i>Methods:</i></b> <i>PD-1</i>, <i>PD-1 ligand 1 (PD-L1)</i> and <i>CD8</i> mRNA levels and clinicopathological factors, including survival, were examined by quantitative RT-PCR in 155 GC patients who underwent surgery. PD-1 and PD-L1 expression in tumor tissue from 24 GC patients was investigated by immunohistochemical analysis. <b><i>Results:</i></b> <i>PD-1</i>, <i>PD-L1</i> and <i>CD8</i> mRNA levels were significantly lower in tumor tissue than in normal tissue (<i>p</i> &lt; 0.0001, <i>p</i> &lt; 0.05, and <i>p</i> &lt; 0.0001). GC patients with low <i>PD-1</i>, <i>PD-L1</i> and <i>CD8</i> mRNA levels had significantly poorer overall survival (OS) than those with high <i>PD-1</i>, <i>PD-L1</i> and <i>CD8</i> mRNA levels, respectively (<i>p</i> &lt; 0.001, <i>p</i> &lt; 0.01 and <i>p</i> &lt; 0.05). Low <i>PD-1</i>, <i>PD-L1</i> and <i>CD8</i> mRNA levels were more significantly associated with poor prognosis in undifferentiated-type GC patients than in differentiated-type GC patients (<i>PD-1</i>: differentiated <i>p =</i> 0.0071 vs. undifferentiated <i>p =</i> 0.0024; <i>PD-L1</i>: <i>p =</i> 0.6527 vs. <i>p</i> &lt; 0.0001; <i>CD8</i>: <i>p =</i> 0.4465 vs. <i>p</i> &lt; 0.05). Multivariate analysis showed that lymph node metastasis, peritoneal dissemination, distant metastasis, low <i>PD-1</i> mRNA levels and low <i>CD8</i> mRNA levels were independent prognostic factors for worse OS (low <i>PD-1</i> mRNA level: OR 2.16, 95% CI 1.10–4.58, <i>p</i> &lt; 0.05; low <i>CD8</i> mRNA level: OR 2.55, 95% CI 1.12–6.90, <i>p</i> &lt; 0.05). <i>PD-1</i> and <i>PD-L1</i> mRNA levels in immune cells were significantly associated with PD-1 and PD-L1 protein levels (both <i>p</i> &lt; 0.05), respectively. <b><i>Conclusions:</i></b> <i>PD-1</i>, <i>PD-L1</i> and <i>CD8</i> mRNA levels may reflect antitumor immunity in GC, and low <i>PD-1</i> and <i>CD8</i> mRNA levels are potential predictive biomarkers for poor prognosis in GC patients who underwent surgery.
DOI: 10.6084/m9.figshare.28060982.v3
title: Book1 edited with patient identifiers.xlsx

description: Cervical cancer poses a significant public health challenge, particularly in low and middle-income countries. Despite advancements in treatment, the disease remains a leading cause of cancer-related deaths among women globally. Chemoradiation utilizing cisplatin has been the cornerstone therapy for locally advanced cervical cancer. Prognostic biomarkers, including hematological parameters, have emerged as valuable tools in guiding treatment decisions and predicting outcomes.
DOI: 10.6084/m9.figshare.12577730.v1
title: JVASP-63561 to JVASP-64638

description: JARVIS-DFT input/output files
DOI: 10.6084/m9.figshare.27677571.v2
title: Autoclave Molding Scheduling in Aerospace Composite Materials Production Using an Extended Whale Optimization Algorithm

description: This is the experimental data for the manuscript entitled "Autoclave Molding Scheduling in Aerospace Composite Materials Production Using an Extended Whale Optimization Algorithm" All data were generated through computer simulation and saved in CSV format. The dataset consists of thirty-two instances with various data types and a real-world case.The information in the dataset includes job_id, height, width, processing time, release date, and time window.
DOI: 10.6084/m9.figshare.20174018.v3
title: A Chromosome-level genome assembly of the Walking goby (Scartelaos histophorus)

description: The Walking goby (<em>Scartelaos histophorus</em>) belongs to the group known as mudskippers (Gobiiformes, Oxudercidae) and is an ecologically important fish. Mudskipper adaptations to terrestrial environments (e.g., mudflat and mangroves) require numerous physiological, behavioral, and anatomical adaptations, making them a model animal to study water-to-land transition mechanism in vertebrates. High-quality reference genome can provide insights into the molecular evolution of water-to-land transition. In this study, we assembly a high-quality chromosome-level genome of the Walking goby using PacBio CCS and Hi-C technology.
DOI: 10.17632/gstwj6gyf3
title: Single-molecule mapping of replisome progression. Clémence Claussin et al

description: These data are raw files for the supplementary figure S1 from our Replicon-seq experiment and paper. 
you can find the flow cytometry data FCS files corresponding to one of our replicon-seq experiment for WT or rrm3∆ mutant.
the gel image is from the southern blot, where we tested the MNase cleavage in N or C terminal tag of MNAse to MCM4
DOI: 10.6084/m9.figshare.19367234.v1
title: Data for Predicting Quality using ML

description: Data set to do:Analysis of ML Techniques in Predicting the Quality of High-Strength Titanium Alloy parts manufactured, using a Cyber-Physical Quality System Framework
DOI: 10.6084/m9.figshare.11845233.v1
title: USA tap water O-isotope map

description: Modeled <sup>18</sup>O/<sup>16</sup>O ratios of tap waters across the contiguous USA. Developed on 2020-02-12 using the methods of Bowen, et al. (2007) and 1) precipitation isotope ratio maps from http://waterisotopes.org (OIPC v.3.1), and 2) CONUS tap water isotope measurements from Waterisotopes Database (2020).<br>data_sources.csv: provenance and citation information for tap water data used in the analysis<br>200212_tap.tif: 2-band GeoTiff raster. Layer 1: mean predicted tap water d<sup>18</sup>O. Layer 2: 1 standard deviation value for prediction.<br>200212_usTap_4class.png: Reclassified image showing mean predictions.<br><br>Bowen, G. J., Ehleringer, J. R., Chesson, L. A., Stange, E., and Cerling, T. E. ( 2007), Stable isotope ratios of tap water in the contiguous United States, <i>Water Resour. Res.</i>, 43, W03419, doi:10.1029/2006WR005186.<br><br>Waterisotopes Database (2020) http://waterisotopesDB.org. Accessed 2/12/2020. Query: minLat = 20, maxLat = 55, minLong = -130, maxLong = -60, Type=Tap
DOI: 10.6084/m9.figshare.14493948.v1
title: Supplementary Material for: Epidemiology and Outcomes of Acute Kidney Diseases: A Comparative Analysis

description: <b><i>Introduction:</i></b> Acute kidney diseases and disorders (AKD) encompass acute kidney injury (AKI) and subacute or persistent alterations in kidney function that occur after an initiating event. Unlike AKI, accurate estimates of the incidence and prognosis of AKD are not available and its clinical significance is uncertain. <b><i>Methods:</i></b> We studied the epidemiology and long-term outcome of AKD (as defined by the KDIGO criteria), with or without AKI, in a retrospective cohort of adults hospitalized at a single centre for &gt;24 h between 2012 and 2016 who had a baseline eGFR ≥60 mL/min/1.73 m<sup>2</sup> and were alive at 30 days. In patients for whom follow-up data were available, the risks of major adverse kidney events (MAKEs), CKD, kidney failure, and death were examined by Cox and competing risk regression analyses. <b><i>Results:</i></b> Among 62,977 patients, 906 (1%) had AKD with AKI and 485 (1%) had AKD without AKI. Follow-up data were available for 36,118 patients. In this cohort, compared to no kidney disease, AKD with AKI was associated with a higher risk of MAKEs (40.25 per 100 person-years; hazard ratio [HR] 2.51, 95% confidence interval [CI] 2.16–2.91), CKD (27.84 per 100 person-years); subhazard ratio [SHR] 3.18, 95% CI 2.60–3.89), kidney failure (0.56 per 100 person-years; SHR 24.84, 95% CI 5.93–104.03), and death (14.86 per 100 person-years; HR 1.52, 95% CI 1.20–1.92). Patients who had AKD without AKI also had a higher risk of MAKEs (36.21 per 100 person-years; HR 2.26, 95% CI 1.89–2.70), CKD (22.94 per 100 person-years; SHR 2.69, 95% CI 2.11–3.43), kidney failure (0.28 per 100 person-years; SHR 12.63, 95% CI 1.48–107.64), and death (14.86 per 100 person-years; HR 1.57, 95% CI 1.19–2.07). MAKEs after AKD were driven by CKD, especially in the first 3 months. <b><i>Conclusions:</i></b> These findings establish the burden and poor prognosis of AKD and support prioritisation of clinical initiatives and research strategies to mitigate such risk.
DOI: 10.6084/m9.figshare.23836743.v2
title: Data for Figures - Davies & Wright 2023 - Alfven-Fast Wave Coupling in a 3D Non-Uniform Medium

description: Data to reproduce figures from Davies and Wright for submission to Earth and Space Science 2023.Alfvén-Fast Wave Coupling in a 3D Non-Uniform Medium<br>IDL Save files to reproduce these plots from the paper. Use the 'restore' command to read in the data.
DOI: 10.6084/m9.figshare.25551039.v7
title: Supplementary Material for: Comparing preoperative screening tools for elective urologic cancer surgery: insights from a cluster analysis

description: Introduction:
The aim of this study is to evaluate the features and benefits of different geriatric screening tools for enhancing the perioperative care of patients who undergo elective cancer surgery using cluster analysis.

Methods:
This study was a retrospective, observational analysis of 1019 consecutive patients who had elective major cancer surgery in the urology department of our hospital from October 2019 to January 2023. Before the surgery, a trained nurse screened the patients using six tools: Eastern Clinical Oncology Group performance status (ECOG-PS), flemish version of the triage risk screening tool (fTRST), geriatric-8 (G8), instrumental activities of daily living (IADL), patient health questionnaire-2 (PHQ-2), and simple questionnaire to rapidly diagnose sarcopenia (SARC-F). The study grouped the patients into four clusters based on their scores on these tools and compared their outcomes after the surgery. The outcomes included overall survival, ambulation failure, delirium, and severe complications. The study also examined how each screening tool was associated with the outcomes.

Results:
Based on their clinical data and screening results, we classified the patients into four groups: Healthy (73%), Depressive (11%), Intermediate (11%), and Unhealthy (5%). The Unhealthy group had the worst outcomes in overall survival (OS), ambulation failure, and delirium, followed by the Intermediate group. In addition, fTRST and SARC-F emerged as significant predictors of OS; ECOG-PS, fTRST, G8 and SARC-F of ambulation failure; ECOG-PS, fTRST and G8 of delirium; and G8 of severe complications.

Conclusion:
Various geriatric screening tools were found to have the potential to forecast diverse postoperative outcomes.
DOI: 10.6084/m9.figshare.28104635.v1
title: Dataset and List of Questionnaires for Digital Literacy and Entrepreneurial Behavior

description: The dataset and list of questionnaires for digital literacy and entrepreneurial behavior towards tourism workers Bali
DOI: 10.17632/xhtnypxx6b
title: Performance analysis of a basin-type solar still during harmattan - Raw Data

description: Experimental data for a basin-type solar still and Climatic data for Ile Ife, obtained from the SoDa web service. SoDa provides historical, real-time, and forecast weather data services derived from Meteosat geostationary satellites images.
DOI: 10.6084/m9.figshare.14825004.v1
title: welfare database

description: This database contains variables about the welfare of population in Ecuador (2014 -2015) and management of solid waste of the municipalities where they are located.
DOI: 10.6084/m9.figshare.17695259.v1
title: MST raw data

description: Data from the publication "Maximal Strength Training Increases Energy Expenditure in Sedentary Adults Classified as Obese, a pilot study"Raw data in excel file, stats in SPSS file
DOI: 10.6084/m9.figshare.4206237.v1
title: Additional U–Pb and Hf data from the Hammamat Formation. A detrital record of the Nile River and its catchment

description: Supplementary Item 8: additional U–Pb and Hf data from the Hammamat Formation
DOI: 10.6084/m9.figshare.13220780.v1
title: Supplementary Material for: Comment on: Traditional Chinese Eight Brocade Exercise Prescription for Ankylosing Spondylitis: A Quantitative Synthesis

description: Medicine
DOI: 10.6084/m9.figshare.27757242.v1
title: Supplementary Material for: Dorsal Column Spinal Cord Stimulation Attenuates Brain-Spine Connectivity through Locomotion and Visuospatial-Specific Area Activation in Progressive Freezing of Gait

description: Introduction: Freezing of gait (FOG) is a clinical phenomenon with major life impairments and significant reduction in quality of life for affected patients. FOG is a feature of Parkinson’s Disease and a hallmark of primary progressive freezing of gait (PPGF), currently reclassified as Progressive Supranuclear Palsy-progressive gait freezing (PSP-PGF). The pathophysiology of FOG and particularly PGF, which is a rare degenerative disorder with a progressive natural history of gait decline, are poorly understood. Mechanistically, changes in oscillatory activity and synchronization in frontal cortical regions, the basal ganglia, and the midbrain locomotor region have been reported, indicating that dysrhythmic oscillations and coherence could play a causal role in the pathophysiology of FOG. DBS and SCS have been tested as therapeutic neuromodulation avenues for FOG with mixed outcomes. 

Methods: We analyzed gait and balance in three patients with PSP-PGF who received percutaneous thoracic spinal cord stimulation (SCS) and utilized magnetoencephalography (MEG), electroencephalography (EEG), and electromyography (EMG) to evaluate functional connectivity between the brain and spine. 

Results: Gait and balance did not worsen over a 13-month period. This observation was accompanied by decreased beta-band spectral power in the whole brain and particularly in the basal ganglia. This was accompanied by increased functional connectivity in and between the sensorimotor cortices, basal ganglia, temporal cortex, and cerebellum, and a surge in corticomuscular coherence when SCS was paired with visual cues

Conclusion: Our results suggest synergistic activity between brain and spinal circuits upon SCS for FOG in PGF, which may have implications for future brain-spine interfaces and closed-loop neuromodulation for patients with FOG.
DOI: 10.15468/dl.szntce
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Sisyra terminalis Curtis, 1854"
 ]
}

 The dataset includes 75 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009368-250426092105405/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.19475576.v1
title: Supplementary Material for: Utility of under-gel endoscopic mucosal resection with partial submucosal injection and under-gel precutting endoscopic mucosal resection for difficult colorectal polyp cases

description: Background: Here, we evaluated the utility of under-gel endoscopic mucosal resection (EMR) with partial submucosal injection (PI) and under-gel precutting EMR for difficult-to-treat colorectal polyps. Methods: A retrospective case series was conducted from April 1st, 2020 to April 1st, 2021 at St. Luke's International Hospital (Japan). We included all consecutive patients who underwent colonoscopy and subsequent under-gel EMR with PI and under-gel precutting EMR. Baseline and clinical data were obtained from electronic medical records. Results: Under-gel EMR with PI was performed in six patients, treating a total of seven lesions. In this group, 50% (3/6) were women (mean age = 59.2 years). The mean procedure time and specimen size was 5.1 min and 12.1 mm, respectively, achieving a 100% (7/7) en bloc resection rate. Under-gel precutting EMR was performed in eight patients. In this group, 50% (4/8) were women (mean age = 66.1 years). The mean procedure time and specimen size was 22.6 min and 23.0 mm, respectively; en bloc resection rate was 62.5% (5/8). Regarding lesions over 20 mm in diameter, the en bloc resection rate was 50% (3/6). No complications were observed. Conclusions: PI is potentially useful for colorectal polyps where the distal end is not visible; when PI cannot be used, pre-cutting EMR may constitute another troubleshooting method for difficult-to-treat colorectal polyps. The gel immersion method is also a viable option when the use of water causes rapid mixing of blood and residual stool, resulting in poor visibility.
DOI: 10.6084/m9.figshare.24501607.v1
title: Data from Souza et al. - Shipping traffic, salinity and temperature shape non-native fish richness in estuaries worldwide

description: Non-native species threaten biodiversity conservation and ecosystem functioning. Management at early-invasion stages can prevent ecological and socioeconomic impacts, but rely on the identification of drivers of non-native species occurrence at distinct scales. Here, we present the metadata used to identify environmental and anthropogenic correlates of non-native fish richness across estuaries worldwide (from the article: https://doi.org/10.1016/j.scitotenv.2023.168218).