cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48577/jpl.wfzxxa
title: Editorial: Applications of Statistical Methods and Machine Learning in the Space Sciences

description: The fully virtual conference, Applications of Statistical Methods and Machine Learning in the Space Sciences, hosted by Space Science Institute’s (SSI) Center for Data Science (CDS) and sponsored by the National Science Foundation (NSF), was held during 17-21 May 2021 (http://spacescience.org/workshops/mlconference2021.php). This event brought together experts in various disciplines of the space sciences (such as solar physics and aeronomy, planetary and exoplanetary sciences, geology, astrobiology and astronomy) and industry to leverage the advancements in statistics, data science, methods of artificial intelligence (AI) and information theory with the aim of improving the analytic models and their predictive capabilities utilizing the enormous volume of data in these fields.
DOI: 10.48577/jpl.0gig9z
title: Career Profile for Angelica Rodriguez

description: This is a career profile published in Oceanography (HTTPS://TOS.ORG/OCEANOGRAPHY)
DOI: 10.48577/jpl.1mgevx
title: Constraints on the Size and Composition of the Ancient Martian Atmosphere from Coupled CO2-N2-Ar Isotopic Evolution Models

description: Present-day Mars is cold and dry, but mineralogical and morphological evidence shows that liquid-water existed on the surface of ancient Mars. In order to explain this evidence and assess ancient Mars's habitability, one must understand the size and composition of the ancient atmosphere. Here we place constraints on the ancient Martian atmosphere by modeling the coupled, self-consistent evolution of atmospheric \ce{CO2}, \ce{N2}, and \ce{Ar} on Mars from 3.8 billion years ago (Ga) to the present. Our model traces the evolution of these species' abundances and isotopic composition caused by atmospheric escape, volcanic outgassing, and crustal interaction. Using a Markov-Chain Monte Carlo method to explore a plausible range of parameters, we find hundreds of thousands of model solutions that recreate the modern Martian atmosphere. These solutions indicate that Mars's atmosphere contained 0.3-1.5 bar \ce{CO2} and 0.1-0.5 bar \ce{N2} at 3.8 Ga. The global volume of deposited carbonates critically determines the ancient atmospheric composition. For example, a $\sim$1 bar \ce{CO2} ancient atmosphere with 0.2-0.4 bar \ce{N2} requires $\sim$0.9 bar \ce{CO2} deposited in carbonates primarily in open-water systems. With the joint analysis of \ce{C}, \ce{N}, and \ce{Ar} isotopes, we refine the constraints on the relative strengths of outgassing and sputtering, leading to an indication of a reduced early mantle from which the outgassing is sourced. Our results indicate that a \ce{CO2}-\ce{N2} atmosphere with a potential \ce{H2} component on ancient Mars is consistent with Mars's geochemical evolution and may explain the evidence for its past warm and wet climate.
DOI: 10.48577/jpl.4vny3h
title: ALMA Survey of Orion Planck Galactic Cold Clumps (ALMASOP): Density Structure of Centrally Condensed Prestellar Cores from Multi-scale Observations

description: Starless cores represent the initial stage of evolution toward (proto)star formation, and a subset of them, known as prestellar cores, with high density (∼ 106 cm−3 or higher) and being centrally concentrated are expected to be embryos of (proto)stars. Determining the density profile of prestellar cores, therefore provides an important opportunity to gauge the initial conditions of star formation. In this work, we perform rigorous modeling to estimate the density profiles of three nearly spherical prestellar cores among a sample of five highly dense cores detected by our recent observations. We employed multi-scale observational data of the (sub)millimeter dust continuum emission including those obtained by SCUBA-2 on the JCMT with a resolution of ∼ 5600 au and by multiple ALMA observations with a resolution as high as ∼ 480 au. We are able to consistently reproduce the observed multi-scale dust continuum images of the cores with a simple prescribed density profile, which bears an inner region of flat density and a r−2 profile toward the outer region. By utilizing the peak density and the size of the inner flat region as a proxy for the dynamical stage of the cores, we find that the three modeled cores are most likely unstable and prone to collapse. The sizes of the inner flat regions, as compact as ∼ 500 au, likely signify them being the most evolved prestellar cores known to date.
DOI: 10.6084/m9.figshare.24143679
title: ObservationMTM_Distance_Area.xlsx

description: The data showed MTM observation values (MTM occurrence percentage in Total and MTM rate of occurrence grouped by Lower, Upper, and Total MTM), Distances from Landmark 15, 16, 27, 28 to midbody imaginary line and Areas (whole, upper, and lower part area).
DOI: 10.5281/zenodo.8347274
title: The Geodetic Signature of Bookshelf Faulting in Nicaragua

description: GPS time series plots and Boundary Element model inputs for 3D-Def software for models presented in study.
description: Tarball contents: ./gps/archive/data/CHIN/plots/CHIN.jpg ./gps/archive/data/CON1/plots/CON1.jpg ./gps/archive/data/CORI/plots/CORI.jpg ./gps/archive/data/DIA2/plots/DIA2.jpg ./gps/archive/data/ELBQ/plots/ELBQ.jpg ./gps/archive/data/ELCO/plots/ELCO.jpg ./gps/archive/data/ESTI/plots/ESTI.jpg ./gps/archive/data/HUET/plots/HUET.jpg ./gps/archive/data/IMMA/plots/IMMA.jpg ./gps/archive/data/IMNA/plots/IMNA.jpg ./gps/archive/data/JOYA/plots/JOYA.jpg ./gps/archive/data/KIOS/plots/KIOS.jpg ./gps/archive/data/LAGA/plots/LAGA.jpg ./gps/archive/data/LUIS/plots/LUIS.jpg ./gps/archive/data/MALP/plots/MALP.jpg ./gps/archive/data/MASN/plots/MASN.jpg ./gps/archive/data/MAVC/plots/MAVC.jpg ./gps/archive/data/MCSA/plots/MCSA.jpg ./gps/archive/data/MEA1/plots/MEA1.jpg ./gps/archive/data/MEA7/plots/MEA7.jpg ./gps/archive/data/MG01/plots/MG01.jpg ./gps/archive/data/MG04/plots/MG04.jpg ./gps/archive/data/MG05/plots/MG05.jpg ./gps/archive/data/MLPE/plots/MLPE.jpg ./gps/archive/data/MMAR/plots/MMAR.jpg ./gps/archive/data/MODI/plots/MODI.jpg ./gps/archive/data/MOGA/plots/MOGA.jpg ./gps/archive/data/MOM0/plots/MOM0.jpg ./gps/archive/data/MOM2/plots/MOM2.jpg ./gps/archive/data/MOMI/plots/MOMI.jpg ./gps/archive/data/NAND/plots/NAND.jpg ./gps/archive/data/OCHO/plots/OCHO.jpg ./gps/archive/data/PAZC/plots/PAZC.jpg ./gps/archive/data/PLAP/plots/PLAP.jpg ./gps/archive/data/POCH/plots/POCH.jpg ./gps/archive/data/PONE/plots/PONE.jpg ./gps/archive/data/RAYO/plots/RAYO.jpg ./gps/archive/data/ROSA/plots/ROSA.jpg ./gps/archive/data/ROTA/plots/ROTA.jpg ./gps/archive/data/ROTB/plots/ROTB.jpg ./gps/archive/data/SCN1/plots/SCN1.jpg ./gps/archive/data/SILF/plots/SILF.jpg ./gps/archive/data/SRDS/plots/SRDS.jpg ./gps/archive/data/TEUS/plots/TEUS.jpg ./gps/archive/data/TIPI/plots/TIPI.jpg ./gps/archive/data/TRAN/plots/TRAN.jpg ./gps/archive/data/TROZ/plots/TROZ.jpg ./gps/archive/data/VINC/plots/VINC.jpg bem/nica_input_model_RCG.dat bem/nica_input_model_RCJ.dat bem/nica_input_model_RCM.dat bem/nica_input_model_RCN.dat bem/nica_input_model_RCO.dat bem/nica_input_model_RCP.dat bem/nica_input_model_RCQ.dat bem/nica_input_model_RCR.dat bem/nica_input_model_RCS.dat bem/nica_input_model_RCT.dat bem/nica_input_model_RCU.dat bem/nica_input_model_RCV.dat bem/README.txt
DOI: 10.5281/zenodo.8347273
title: The Geodetic Signature of Bookshelf Faulting in Nicaragua

description: GPS time series plots and Boundary Element model inputs for 3D-Def software for models presented in study.
description: Tarball contents: ./gps/archive/data/CHIN/plots/CHIN.jpg ./gps/archive/data/CON1/plots/CON1.jpg ./gps/archive/data/CORI/plots/CORI.jpg ./gps/archive/data/DIA2/plots/DIA2.jpg ./gps/archive/data/ELBQ/plots/ELBQ.jpg ./gps/archive/data/ELCO/plots/ELCO.jpg ./gps/archive/data/ESTI/plots/ESTI.jpg ./gps/archive/data/HUET/plots/HUET.jpg ./gps/archive/data/IMMA/plots/IMMA.jpg ./gps/archive/data/IMNA/plots/IMNA.jpg ./gps/archive/data/JOYA/plots/JOYA.jpg ./gps/archive/data/KIOS/plots/KIOS.jpg ./gps/archive/data/LAGA/plots/LAGA.jpg ./gps/archive/data/LUIS/plots/LUIS.jpg ./gps/archive/data/MALP/plots/MALP.jpg ./gps/archive/data/MASN/plots/MASN.jpg ./gps/archive/data/MAVC/plots/MAVC.jpg ./gps/archive/data/MCSA/plots/MCSA.jpg ./gps/archive/data/MEA1/plots/MEA1.jpg ./gps/archive/data/MEA7/plots/MEA7.jpg ./gps/archive/data/MG01/plots/MG01.jpg ./gps/archive/data/MG04/plots/MG04.jpg ./gps/archive/data/MG05/plots/MG05.jpg ./gps/archive/data/MLPE/plots/MLPE.jpg ./gps/archive/data/MMAR/plots/MMAR.jpg ./gps/archive/data/MODI/plots/MODI.jpg ./gps/archive/data/MOGA/plots/MOGA.jpg ./gps/archive/data/MOM0/plots/MOM0.jpg ./gps/archive/data/MOM2/plots/MOM2.jpg ./gps/archive/data/MOMI/plots/MOMI.jpg ./gps/archive/data/NAND/plots/NAND.jpg ./gps/archive/data/OCHO/plots/OCHO.jpg ./gps/archive/data/PAZC/plots/PAZC.jpg ./gps/archive/data/PLAP/plots/PLAP.jpg ./gps/archive/data/POCH/plots/POCH.jpg ./gps/archive/data/PONE/plots/PONE.jpg ./gps/archive/data/RAYO/plots/RAYO.jpg ./gps/archive/data/ROSA/plots/ROSA.jpg ./gps/archive/data/ROTA/plots/ROTA.jpg ./gps/archive/data/ROTB/plots/ROTB.jpg ./gps/archive/data/SCN1/plots/SCN1.jpg ./gps/archive/data/SILF/plots/SILF.jpg ./gps/archive/data/SRDS/plots/SRDS.jpg ./gps/archive/data/TEUS/plots/TEUS.jpg ./gps/archive/data/TIPI/plots/TIPI.jpg ./gps/archive/data/TRAN/plots/TRAN.jpg ./gps/archive/data/TROZ/plots/TROZ.jpg ./gps/archive/data/VINC/plots/VINC.jpg bem/nica_input_model_RCG.dat bem/nica_input_model_RCJ.dat bem/nica_input_model_RCM.dat bem/nica_input_model_RCN.dat bem/nica_input_model_RCO.dat bem/nica_input_model_RCP.dat bem/nica_input_model_RCQ.dat bem/nica_input_model_RCR.dat bem/nica_input_model_RCS.dat bem/nica_input_model_RCT.dat bem/nica_input_model_RCU.dat bem/nica_input_model_RCV.dat bem/README.txt
DOI: 10.6084/m9.figshare.24143733
title: CCP-ACI on OCD up to 10mm

description: <b>Purpose: </b>To evaluate clinical, radiographic, and magnetic resonance (MR) results of costal chondrocyte-derived pellet-type scaffold-free autologous chondrocyte implantation (CCP-ACI) in osteochondral defects (ODs) up to 10-mm depth during 5 years of follow-up.<b>Methods: </b>Ten patients with CCP-ACI performed in ODs with depth up to 10 mm were retrospectively analyzed. The minimum follow-up period was 5 years. The median age was 36.5 (range, 20–55) years. The median size and depth of the OD lesion were 4.25 cm<sup>2</sup> (range, 2–6) and 7.0 mm (6–9), respectively. Clinically, the International Knee Documentation Committee, Lysholm, and visual analog scale pain scores were evaluated. Radiographically, the hip‒knee‒ankle (HKA) angle and the Kellgren‒Lawrence (K‒L) grade were assessed. On MR imaging, the magnetic resonance observation of cartilage repair tissue (MOCART) 2.0 score and defect depth were evaluated.<b>Results: </b>All average clinical scores improved significantly by 1, 2, and 5 years postoperatively. The average HKA angle and the proportion of K‒L grade did not change significantly within 5 years. The median total MOCART scores were 50 (range, 45–65), 50 (35–90), 57.5 (40–90), and 65 (50–85) at 6 months, 1 year, 2 years, and 5 years postoperatively, respectively (p = 0.001), with significant improvement at 2 years compared to that at 6 months postoperatively. The signal intensity of the repair tissue and subchondral change significantly improved from 10 (range, 10–10) to 12.5 (10–15) (p = 0.036), and from 10 (10–10) to 17.5 (0–20) (p = 0.017), respectively. Significant improvements were seen at 5 years postoperatively for the former and at 2 years postoperatively for the latter. The average depths on MR imaging were 6.7, 6.7, 6.8, 6.6, and 6.6 mm preoperatively and at 6 months, 1 year, 2 years, and 5 years postoperatively with no significant changes (n.s)<b>Conclusion: </b>CCP-ACI provided acceptable mid-term outcomes in ODs up to 10-mm in depth without bone grafting despite of no scaffold. The procedure can be one of minimally invasive treatment options for ODs without scaffold-related problems.
DOI: 10.6084/m9.figshare.24143733.v1
title: CCP-ACI on OCD up to 10mm

description: <b>Purpose: </b>To evaluate clinical, radiographic, and magnetic resonance (MR) results of costal chondrocyte-derived pellet-type scaffold-free autologous chondrocyte implantation (CCP-ACI) in osteochondral defects (ODs) up to 10-mm depth during 5 years of follow-up.<b>Methods: </b>Ten patients with CCP-ACI performed in ODs with depth up to 10 mm were retrospectively analyzed. The minimum follow-up period was 5 years. The median age was 36.5 (range, 20–55) years. The median size and depth of the OD lesion were 4.25 cm<sup>2</sup> (range, 2–6) and 7.0 mm (6–9), respectively. Clinically, the International Knee Documentation Committee, Lysholm, and visual analog scale pain scores were evaluated. Radiographically, the hip‒knee‒ankle (HKA) angle and the Kellgren‒Lawrence (K‒L) grade were assessed. On MR imaging, the magnetic resonance observation of cartilage repair tissue (MOCART) 2.0 score and defect depth were evaluated.<b>Results: </b>All average clinical scores improved significantly by 1, 2, and 5 years postoperatively. The average HKA angle and the proportion of K‒L grade did not change significantly within 5 years. The median total MOCART scores were 50 (range, 45–65), 50 (35–90), 57.5 (40–90), and 65 (50–85) at 6 months, 1 year, 2 years, and 5 years postoperatively, respectively (p = 0.001), with significant improvement at 2 years compared to that at 6 months postoperatively. The signal intensity of the repair tissue and subchondral change significantly improved from 10 (range, 10–10) to 12.5 (10–15) (p = 0.036), and from 10 (10–10) to 17.5 (0–20) (p = 0.017), respectively. Significant improvements were seen at 5 years postoperatively for the former and at 2 years postoperatively for the latter. The average depths on MR imaging were 6.7, 6.7, 6.8, 6.6, and 6.6 mm preoperatively and at 6 months, 1 year, 2 years, and 5 years postoperatively with no significant changes (n.s)<b>Conclusion: </b>CCP-ACI provided acceptable mid-term outcomes in ODs up to 10-mm in depth without bone grafting despite of no scaffold. The procedure can be one of minimally invasive treatment options for ODs without scaffold-related problems.
DOI: 10.6084/m9.figshare.24130383
title: all_raw_data.zip

description: raw data with 11 subjectsubj 2-5 TR=2.4sothers TR=2s
DOI: 10.6084/m9.figshare.24130383.v1
title: all_raw_data.zip

description: raw data with 11 subjectsubj 2-5 TR=2.4sothers TR=2s
DOI: 10.21948/1999772
title: Generating Synthetic Time Series PV Data with Real-World Physical Challenges and Noise for Use in Algorithm Test and Validation

description: The publication describes the generation of the synthetic PV time series data set for real locations in the US, including satellite irradiance, rainfall, and a number of physical challenges introduced within the data.
DOI: 10.5281/zenodo.8254433
title: Domain-Driven Design for Microservices Architecture Systems Development: A Systematic Mapping Study

description: This repository contains all artifacts related to the study: Domain-Driven Design for Microservices Architecture Systems Development: A<br> Systematic Mapping Study
DOI: 10.5281/zenodo.8254432
title: Domain-Driven Design for Microservices Architecture Systems Development: A Systematic Mapping Study

description: This repository contains all artifacts related to the study: Domain-Driven Design for Microservices Architecture Systems Development: A<br> Systematic Mapping Study
DOI: 10.25952/evm6-cx20
title: Triple Helix and Regional Innovation Systems

description: Measurement is essential for assessment of performance. Without measurements using a repeatable tool there is no ability to monitor change. The application of the triple helix to measuring university-industry-government collaboration allows assessment of performance in the research sector. Furthermore, with the integration of research partner (or individual organisation) locations, any relationship with the local economy can be identified.
New South Wales exhibits different behaviours for different research sectors, demonstrated by differences between all research fields and seven agriculture-related areas. Whilst all fields of research exhibited decreasing collaborations, agriculture-related countered this with increasing collaboration.
These measurements allow targeted policies to enhance collaboration and improve research activities by increasing awareness of the nature and location of collaboration.

There are two distinct datasets required; Web of Science and Australian Bureau of Statistics Census data.

The code relies on CSV or Excel data files downloaded from the Web of Science. This subsequent dataset is used to perform the triple helix index analysis and calculation.

The code relies on CSV or Excel data files downloaded from the Australian Bureau of Statistics to calculate the specialisation and diversification calculations.
description: Measurement is essential for assessment of performance. Without measurements using a repeatable tool there is no ability to monitor change. The application of the triple helix to measuring university-industry-government collaboration allows assessment of performance in the research sector. Furthermore, with the integration of research partner (or individual organisation) locations, any relationship with the local economy can be identified.
New South Wales exhibits different behaviours for different research sectors, demonstrated by differences between all research fields and seven agriculture-related areas. Whilst all fields of research exhibited decreasing collaborations, agriculture-related countered this with increasing collaboration.
These measurements allow targeted policies to enhance collaboration and improve research activities by increasing awareness of the nature and location of collaboration.

There are two distinct datasets required; Web of Science and Australian Bureau of Statistics Census data.

The code relies on CSV or Excel data files downloaded from the Web of Science. This subsequent dataset is used to perform the triple helix index analysis and calculation.

The code relies on CSV or Excel data files downloaded from the Australian Bureau of Statistics to calculate the specialisation and diversification calculations.
DOI: 10.25919/y3kk-b608
title: Parkes observations for project P1183 semester 2023APRS_21

description: A new energetic repeating FRB 20220529 can be observed by both FAST and Parkes telescopes and the simultaneous observing time is up to one hour. We have observed this source using Parkes UWL green time and in total 21 bursts have been detected. Two bursts of them have the corresponding simultaneous FAST observations. Only one burst has 4-pol datasets and is bright enough to analyse the polarization properties. Therefore, we propose to continue the monitoring of the source of FRB 20220529 using the Parkes UWL with high-time resolution and 4-pol observation. The new proposed observation aims to: (1)detect more bursts by Parkes UWL with full polarization information; (2) detect more bursts by Parkes UWL with corresponding simultaneous FAST observations; (3) study the radiation spectrum by more bursts detected in simultaneous observations of Parkes and FAST; (4) study the burst microstructure using high time resolution datasets, and (5) study the frequency ranges changes of the repeating bursts.
DOI: 10.21227/knmp-h083
title: REGen_data(Retrieval Generation Chat dataset)

description: The dataset and source code used in paper "Pick the Better and Leave the Rest: Leveraging Multiple Retrieved Results to Guide Response Generation".

We conduct experiments on the Retrieval Generation Chat dataset, which contains about five million query-response pairs and provides 3 to 10 retrieved references for each query. Note that there exist samples where the retrieved query is exactly the user’s utterance, and such retrieved candidates are taken as the ground truth and removed from the rest candidates. After that, we also remove those queries with more than ten responses since each reference is probably irrelevant to most replies. Moreover, following the setting of previous studies, only the samples with at least 20% of corresponding satisfying Jaccard(r; r(i)) > 0.3 are leveraged for training, where Jaccard stands for the Jaccard distance. Finally, since each query corresponds to multiple replies, we split the filtered corpus into training (1,179,374), validation (21,462), and test (20,896) sets based on the query.
DOI: 10.34740/kaggle/dsv/6446660
title: Video Games Data - 2023
DOI: 10.5281/zenodo.8341405
title: Deciphering Complex Antibiotic Resistance Patterns in Helicobacter pylori Through Whole Genome Sequencing and Machine Learning

description: Helicobacter pylori affects billions of people worldwide. Despite the availability of different antibiotics, emerging resistance of H. pylori renders antibiotic treatment ineffective. Next generation sequencing provides a powerful technology to investigate the genotype-phenotype connection for H. pylori. However, the prediction of antibiotic resistance using whole genome sequencing data remains a formidable challenge. Here we conducted a comprehensive investigation into the antibiotic resistance profiles of H. pylori strains against five distinct antibiotics, alongside assessing clinical treatment outcomes for Amoxicillin and Clarithromycin combination therapy. Concurrently, we performed whole-genome sequencing on a collection of H. pylori isolates. We rigorously evaluated the potential for predicting antibiotic resistance through univariate statistical tests, multivariate unsupervised and supervised machine learning. Our study contributes valuable insights towards enhancing precision and effectiveness in antibiotic treatment strategies for H. pylori infections with the application of whole-genome sequencing for H. pylori.
DOI: 10.5281/zenodo.8341404
title: Deciphering Complex Antibiotic Resistance Patterns in Helicobacter pylori Through Whole Genome Sequencing and Machine Learning

description: Helicobacter pylori affects billions of people worldwide. Despite the availability of different antibiotics, emerging resistance of H. pylori renders antibiotic treatment ineffective. Next generation sequencing provides a powerful technology to investigate the genotype-phenotype connection for H. pylori. However, the prediction of antibiotic resistance using whole genome sequencing data remains a formidable challenge. Here we conducted a comprehensive investigation into the antibiotic resistance profiles of H. pylori strains against five distinct antibiotics, alongside assessing clinical treatment outcomes for Amoxicillin and Clarithromycin combination therapy. Concurrently, we performed whole-genome sequencing on a collection of H. pylori isolates. We rigorously evaluated the potential for predicting antibiotic resistance through univariate statistical tests, multivariate unsupervised and supervised machine learning. Our study contributes valuable insights towards enhancing precision and effectiveness in antibiotic treatment strategies for H. pylori infections with the application of whole-genome sequencing for H. pylori.