cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18426419
title: In-House Training De-identified OPG Data for Developing and Evaluating Multimodal Large Language Model for Orthopantomography Analysis to Support Clinical Dentistry

description: Private De-identified dental radiographic images.


This dataset contains anonymized OPGs with all personally identifiable information (PII) removed, including patient names, dates of birth, and institutional markings.


DATA ACCESS POLICY:

On reasonable requests, de-identified data used in this study will be made available for academic purpose by The University of Hong Kong/Hospital Authority Hong Kong West Cluster, subject to approval by the local institutional review board.


METADATA ONLY - Access to the actual image files requires permission from the data owner.


For access requests, please contact the author.
DOI: 10.5281/zenodo.18426418
title: In-House Training De-identified OPG Data for Developing and Evaluating Multimodal Large Language Model for Orthopantomography Analysis to Support Clinical Dentistry

description: Private De-identified dental radiographic images.


This dataset contains anonymized OPGs with all personally identifiable information (PII) removed, including patient names, dates of birth, and institutional markings.


DATA ACCESS POLICY:

On reasonable requests, de-identified data used in this study will be made available for academic purpose by The University of Hong Kong/Hospital Authority Hong Kong West Cluster, subject to approval by the local institutional review board.


METADATA ONLY - Access to the actual image files requires permission from the data owner.


For access requests, please contact the author.
DOI: 10.23719/d-nckj
title: Data information for Environmentally Persistent Free Radicals in Outdoor Surface Grime during Pollen Season

description: This entry provides information on how to obtain the data for the manuscript entitled "Environmentally Persistent Free Radicals in Outdoor Surface Grime during Pollen Season".
DOI: 10.15468/dl.9vzkc5
title: Occurrence Download

description: A dataset containing 984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthrostylidium",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 984 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001373-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18424433
title: Artifact for "Automatic Feature-Aware Generation of Lower Bounds for Static Analysis Tools via Dynamic Analysis"

description: This is the anonymized artifact for our submission to ISSTA 2026 entitled "Automatic Feature-Aware Generation of Lower Bounds for Static Analysis Tools via Dynamic Analysis." The structure of this artifact is as follows:


- StaticAlly: contains the infrastructure for dynamic projections, as well as for generating static call graphs (see StaticAlly/README.md for more info).

- benchmarks: contains dacapo-bach.

- static_cgs: contains the static call graphs we generated to test DOOP and Soot.

- soundproof: contains the results of our dynamic projection, including over 18,000 test cases for static analysis.

- results: contains the results as presented in the paper, as well as a script for generating them.
DOI: 10.5281/zenodo.17962781
title: Data from: Revisiting Climate-Driven Low-Degree Spherical Harmonic Variations through the Improved Reconstruction of Hydrospheric and Cryospheric Mass Redistributions

description: The dataset contains reconstructed component contributions from the hydrosphere (TWS) and the cryosphere, including Antarctic Ice Sheet (AIS), Greenland Ice Sheet (GrIS), and mountain glaciers (MG), as well as the corresponding residual-observed benchmark (ResOBS) time series used for validation.
DOI: 10.5281/zenodo.16892764
title: Data from: Revisiting Climate-Driven Low-Degree Spherical Harmonic Variations through the Improved Reconstruction of Hydrospheric and Cryospheric Mass Redistributions

description: The dataset provides fingerprint approach (FPA) reconstructions of J2, chi1, and chi2 signals driven by climate-related mass redistribution in the hydrosphere and cryosphere. It includes reconstructed component time series for terrestrial water storage (TWS), the Greenland Ice Sheet (GrIS), the Antarctic Ice Sheet (AIS), and mountain glaciers (MG), as well as the corresponding residual-observed benchmark (ResOBS) series used for validation. In addition, it also provides regional (aggregated) ice-sheet contributions to J2, chi1, and chi2, with GrIS reported for 8 sectors (Fig. 2a: regions 1–8) and AIS reported for EAIS, WAIS, and the Antarctic Peninsula (Fig. 2b).
DOI: 10.5281/zenodo.18426656
title: ENERGIYA TEJAYDIGAN BINOLARNI LOYIHALASH VA QURISH

description:  Ushbu maqolada energiya tejaydigan binolarni loyihalash va qurishning zamonaviy usullari tahlil qilingan. Tadqiqotda binolarda energiya samaradorligini oshirish uchun ilg‘or qurilish materiallari, issiqlik izolyatsiyasi, tabiiy yorug‘lik va ventilyatsiya tizimlaridan foydalanish, shuningdek, avtomatlashtirilgan boshqaruv tizimlari orqali energiya tejash imkoniyatlari ko‘rib chiqilgan. Maqola natijalari energiya samarador binolarni loyihalash va qurishda amaliy tavsiyalar berishga hamda ekologik barqarorlikni ta’minlashga xizmat qiladi.
DOI: 10.5281/zenodo.18426655
title: ENERGIYA TEJAYDIGAN BINOLARNI LOYIHALASH VA QURISH

description:  Ushbu maqolada energiya tejaydigan binolarni loyihalash va qurishning zamonaviy usullari tahlil qilingan. Tadqiqotda binolarda energiya samaradorligini oshirish uchun ilg‘or qurilish materiallari, issiqlik izolyatsiyasi, tabiiy yorug‘lik va ventilyatsiya tizimlaridan foydalanish, shuningdek, avtomatlashtirilgan boshqaruv tizimlari orqali energiya tejash imkoniyatlari ko‘rib chiqilgan. Maqola natijalari energiya samarador binolarni loyihalash va qurishda amaliy tavsiyalar berishga hamda ekologik barqarorlikni ta’minlashga xizmat qiladi.
DOI: 10.25820/data.007490
title: DrylANNd: Monthly gross primary production (GPP) and evapotranspiration (ET) for global drylands, 2003-2022

description: This dataset includes monthly gross primary production (GPP) and evapotranspiration (ET) estimates for global drylands at 0.05° resolution for January 2003 through December 2022 (MODIS only) and April 2015 through December 2022 (MODIS and SMAP). Eddy covariance GPP and ET observations from a network of 33 sites were upscaled using an ensemble of artificial neural networks (ANNs) based on MODIS surface reflectance, MODIS land surface temperature, SMAP soil moisture/temperature, and MODIS plant functional type fractional cover. See Methodological Information in the readme file for more details on the upscaling approach.
DOI: 10.17608/k6.auckland.26878633
title: 5.9 Student-driven innovation on the playing warm up and rotation exercises

description: This video showcases the active participation phase of a piano pedagogical intervention focused on coordinated movement training. Moving beyond passive instruction, the footage captures a student’s self-directed exploration of rotational movement exercises. Central to this demonstration is a personalised playing warm-up routine—an extended scale variation integrated into the student’s daily practice—which also illustrates how foundational rotation drills can be progressively expanded for technical development and maintenance.Through verbal reflection, the student emphasises creative flexibility, demonstrating that personalising an exercise reinforces the focus on movement patterns. The evolution of a foundational “in-class” drill into a student-led innovation highlights the pedagogical value of incorporating student agency into lesson design. As a testament to the motivational and learning benefits of the approach, seeing individual input reflected in instructional tools fosters deeper engagement, ownership, and technical consolidation.This video forms part of a broader research project investigating the development of coordinated movement in piano performance, with applications in piano pedagogy, injury prevention, and performance enhancement.
DOI: 10.17608/k6.auckland.26878633.v1
title: 5.9 Student-driven innovation on the playing warm up and rotation exercises

description: This video showcases the active participation phase of a piano pedagogical intervention focused on coordinated movement training. Moving beyond passive instruction, the footage captures a student’s self-directed exploration of rotational movement exercises. Central to this demonstration is a personalised playing warm-up routine—an extended scale variation integrated into the student’s daily practice—which also illustrates how foundational rotation drills can be progressively expanded for technical development and maintenance.Through verbal reflection, the student emphasises creative flexibility, demonstrating that personalising an exercise reinforces the focus on movement patterns. The evolution of a foundational “in-class” drill into a student-led innovation highlights the pedagogical value of incorporating student agency into lesson design. As a testament to the motivational and learning benefits of the approach, seeing individual input reflected in instructional tools fosters deeper engagement, ownership, and technical consolidation.This video forms part of a broader research project investigating the development of coordinated movement in piano performance, with applications in piano pedagogy, injury prevention, and performance enhancement.
DOI: 10.15468/dl.yaqz8f
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Athroostachys",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 89 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001375-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7273/000007860
title: Water Electrolysis TEA v1.0

description: This spreadsheet is a techno-economic analysis model that estimates the minimum selling price of hydrogen (MSPH) for a water electrolysis facility. It considers three different electrolyzer types: SOE, AWE, and PEM. The model uses ratio factors to estimate operating and maintenance costs (OSBL) and user-selected, location-specific assumptions. Users configure scenarios using drop-down menus and editable input cells. The model then generates MSPH results on the Output tab. Additionally, it calculates the carbon intensity of the hydrogen pathway and allows users to optionally account for incentives within each scenario.
DOI: 10.7273/000007865
title: Methane Pyrolysis TEA v1.0

description: This spreadsheet is a techno-economic analysis model that estimates the minimum selling price of hydrogen (MSPH) for a methane pyrolysis facility, using ratio factors to estimate operating and maintenance costs (OSBL)and user-selected, location-specific assumptions. Users configure scenarios using drop-down menus and editable input cells. The model then generates MSPH results on the Output tab. Additionally, it calculates the carbon intensity of the hydrogen pathway and allows users to optionally account for incentives and carbon capture and storage configurations within each scenario.
DOI: 10.5281/zenodo.18426666
title: РАБОТА С СЛОВАРЕМ НА УРОКАХ РУССКОГО ЯЗЫКА В СРЕДНЕЙ ШКОЛЕ

description: В данной статье рассказывается о том, как организация словарных и орфографических упражнений для расширения активного словарного запаса учащихся на уроках русского языка помогает учащимся более эффективно осваивать слова.
DOI: 10.5281/zenodo.18426667
title: РАБОТА С СЛОВАРЕМ НА УРОКАХ РУССКОГО ЯЗЫКА В СРЕДНЕЙ ШКОЛЕ

description: В данной статье рассказывается о том, как организация словарных и орфографических упражнений для расширения активного словарного запаса учащихся на уроках русского языка помогает учащимся более эффективно осваивать слова.
DOI: 10.7273/000007869
title: Auto-thermal Methane Reforming TEA v1.0

description: This spreadsheet is a techno-economic analysis model that estimates the minimum selling price of hydrogen (MSPH) for an auto-thermal methane reforming facility, using ratio factors to estimate operating and maintenance costs (OSBL)and user-selected, location-specific assumptions. Users configure scenarios using drop-down menus and editable input cells. The model then generates MSPH results on the Output tab. Additionally, it calculates the carbon intensity of the hydrogen pathway and allows users to optionally account for incentives and carbon capture and storage configurations within each scenario.
DOI: 10.7273/000007866
title: Biomass Gasification TEA v1.0

description: This spreadsheet is a techno-economic analysis model that estimates the minimum selling price of hydrogen (MSPH) for a biomass gasification facility, using ratio factors to estimate operating and maintenance costs (OSBL)and user-selected, location-specific assumptions. Users configure scenarios using drop-down menus and editable input cells. The model then generates MSPH results on the Output tab. Additionally, it calculates the carbon intensity of the hydrogen pathway and allows users to optionally account for incentives and carbon capture and storage configurations within each scenario.
DOI: 10.7273/000007868
title: Partial Oxidation of Methane TEA v1.0

description: This spreadsheet is a techno-economic analysis model that estimates the minimum selling price of hydrogen (MSPH) for a partial oxidation of methane facility, using ratio factors to estimate operating and maintenance costs (OSBL)and user-selected, location-specific assumptions. Users configure scenarios using drop-down menus and editable input cells. The model then generates MSPH results on the Output tab. Additionally, it calculates the carbon intensity of the hydrogen pathway and allows users to optionally account for incentives and carbon capture and storage configurations within each scenario.
DOI: 10.7273/000007870
title: Dry Methane Reforming TEA v1.0

description: This spreadsheet is a techno-economic analysis model that estimates the minimum selling price of hydrogen (MSPH) for a dry methane reforming facility, using ratio factors to estimate operating and maintenance costs (OSBL)and user-selected, location-specific assumptions. Users configure scenarios using drop-down menus and editable input cells. The model then generates MSPH results on the Output tab. Additionally, it calculates the carbon intensity of the hydrogen pathway and allows users to optionally account for incentives and carbon capture and storage configurations within each scenario.
DOI: 10.5281/zenodo.18426583
title: PubChemLite for Exposomics

description: This is the repository for regular updates of the PubChemLite for Exposomics data collection. PubChemLite for Exposomics is a subset of
PubChem selected from major
categories of the
Table of Contents
page at the PubChem Classification Browser, described in
DOI:10.1186/s13321-021-00489-0.

PubChemLite for Exposomics (v2.0.0 and higher) is compiled from 11 categories:
AgroChemInfo, BioPathway, DrugMedicInfo, FoodRelated, PharmacoInfo,
SafetyInfo, ToxicityInfo, KnownUse, DisorderDisease, Identification, ChemClass.

PubChemCIDs have been collapsed by InChIKey first block, reporting the
structure from the most annotated CID, plus related CIDs. Entries that
will be ignored by MetFrag (salts, disconnected substances) or cause
errors (e.g. transition metals) have been removed. The Patent and
PubMed ID counts are extracted from files on the PubChem FTP site. The
`AnnoTypeCount' term counts how many of the categories are represented, the
subsequent column (named per category) counts the number of annotation
categories available in the next sub-category of the TOC entry.

These files can be used `as is' as localCSV for
MetFrag Command Line.
description: These files can be used "as is" for MetFrag (command line) and other
high throughput workflows.

Please do NOT upload these files directly to the MetFrag web
interface, they are too large. The latest updates
will be available in a drop-down menu.
DOI: 10.7273/000007867
title: Steam Methane Reforming TEA v1.0

description: This spreadsheet is a techno-economic analysis model that estimates the minimum selling price of hydrogen (MSPH) for a steam methane reforming facility, using ratio factors to estimate operating and maintenance costs (OSBL)and user-selected, location-specific assumptions. Users configure scenarios using drop-down menus and editable input cells. The model then generates MSPH results on the Output tab. Additionally, it calculates the carbon intensity of the hydrogen pathway and allows users to optionally account for incentives and carbon capture and storage configurations within each scenario.
DOI: 10.5281/zenodo.5995885
title: PubChemLite for Exposomics

description: This is the repository for regular updates of the PubChemLite for Exposomics data collection. PubChemLite for Exposomics is a subset of
PubChem selected from major
categories of the
Table of Contents
page at the PubChem Classification Browser, described in
DOI:10.1186/s13321-021-00489-0.

PubChemLite for Exposomics (v2.0.0 and higher) is compiled from 11 categories:
AgroChemInfo, BioPathway, DrugMedicInfo, FoodRelated, PharmacoInfo,
SafetyInfo, ToxicityInfo, KnownUse, DisorderDisease, Identification, ChemClass.

PubChemCIDs have been collapsed by InChIKey first block, reporting the
structure from the most annotated CID, plus related CIDs. Entries that
will be ignored by MetFrag (salts, disconnected substances) or cause
errors (e.g. transition metals) have been removed. The Patent and
PubMed ID counts are extracted from files on the PubChem FTP site. The
`AnnoTypeCount' term counts how many of the categories are represented, the
subsequent column (named per category) counts the number of annotation
categories available in the next sub-category of the TOC entry.

These files can be used `as is' as localCSV for
MetFrag Command Line.
description: These files can be used "as is" for MetFrag (command line) and other
high throughput workflows.

Please do NOT upload these files directly to the MetFrag web
interface, they are too large. The latest updates
will be available in a drop-down menu.
DOI: 10.15468/dl.jzj7xb
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atractantha",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 393 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001376-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18426662
title: THE ROLE OF BRAINSTORMING AND MIND MAPPING IN ESSAY WRITING
DOI: 10.5281/zenodo.18426661
title: THE ROLE OF BRAINSTORMING AND MIND MAPPING IN ESSAY WRITING
DOI: 10.6084/m9.figshare.31200031
title: LC-MS/MS analysis sequence data

description: Male C57BL/6J mice (6-8 weeks old, purchased from Nanjing Jisihuiyuan Biotechnology Co., Ltd.) were housed under constant temperature and humidity conditions (22 ± 1℃ , 55 ± 10% humidity, 12 h light/dark cycle), with free access to water. Animals were fasted for 12 h prior to dosing. Twenty-four mice were randomly divided into eight groups (n=3) and administered intraperitoneal (IP) injections of SPAM1 solution (100 μmol/kg) dissolved in physiological saline. Blood and brain tissue samples were collected at 10 min, 0.5 h, 1 h, 2 h, 4 h, 6 h, 8 h, and 24 h post-administration. Blood collection: Approximately 200 μL whole blood was collected via the orbital venous plexus into EDTA-K2 anticoagulant tubes. After gentle mixing, plasma was separated by centrifugation (8000 rpm, 5 min, 4℃). Brain tissue collection: Following euthanasia, brain tissue was immediately removed, rinsed with physiological saline, blotted dry with filter paper, rapidly frozen in liquid nitrogen, and stored at -80℃.Plasma Samples: 30 μL of plasma was vortex-mixed with 120 μL of acetonitrile solution containing the internal standard (IS; m/z 455.2/165.0) for 3 min, followed by centrifugation (12,000 rpm, 5 min, 4℃). Transfer 80 μL supernatant and dilute with 40 μL 50% acetonitrile aqueous solution. Brain Tissue Samples: the tissue was homogenized in 5 volumes of 30% acetonitrile in water using a frozen tissue grinder. Subsequently, 30 μL of the homogenate was processed in an identical manner to the plasma samples.Quantification of SPAM1 was performed using an ExionLC-AD system coupled with an API 4000 mass spectrometer (SCIEX) operating in positive ion multiple reaction monitoring (MRM) mode. Chromatographic separation was achieved on an ACE Excel SC18 column (50 × 3.0 mm). The mobile phase consisted of (A) 0.1% formic acid in water and (B) acetonitrile, delivered at a flow rate of 0.3 mL/min. The gradient program was as follows: 0-0.2 min, 20% B; 1-2.2 min, 95% B; 2.21-3 min, 20% B. The mass spectrometric parameters were set as follows: monitor ion transitions for SPAM1 (366.1 → 214.8) and IS (455.2 → 165.0); ion spray voltage: 5500 V; temperature: 500℃.Using Phoenix WinNonlin 8.1 software, non-compartmental models were employed to calculate pharmacokinetic parameters, including C<sub>max</sub>, T<sub>max</sub>, AUC<sub>last</sub>, AUC<sub>infinite</sub>, AUC<sub>%</sub><sub>Extrap</sub>, T<sub>1/2</sub>, CL, and V<sub>ss</sub>.