cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28519694
title: database of normalized water temperature

description: Paper title "A Data-driven Model for Heat Pump Water Heater with Wrap-around Condenser Coil in Heating-up Transients"This is a database of normalized temperature distributions under different tank geometries, which can be used to develop data-driven heat pump water heater models. Readers can find the appropriate equivalent case based on the two characteristic parameters of their specific tank.Note that: the normalized water temperature under (H coils,b / H tank) is not transferred to function of Fourier Number. If users are particularly concerned about the temperature at the bottom of the tank, a conversion is required. The detailed algorithm can be found in Appendix B of the paper.
DOI: 10.6084/m9.figshare.28519694.v1
title: database of normalized water temperature

description: Paper title "A Data-driven Model for Heat Pump Water Heater with Wrap-around Condenser Coil in Heating-up Transients"This is a database of normalized temperature distributions under different tank geometries, which can be used to develop data-driven heat pump water heater models. Readers can find the appropriate equivalent case based on the two characteristic parameters of their specific tank.Note that: the normalized water temperature under (H coils,b / H tank) is not transferred to function of Fourier Number. If users are particularly concerned about the temperature at the bottom of the tank, a conversion is required. The detailed algorithm can be found in Appendix B of the paper.
DOI: 10.15468/dl.zsttu7
title: Occurrence Download

description: A dataset containing 1905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-136.62297 3.23654,-55.37703 3.23654,-55.37703 35.76346,-136.62297 35.76346,-136.62297 3.23654))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Oreopanax xalapensis"
 ]
}

 The dataset includes 1905 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046948-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55b8t6
title: Occurrence Download

description: A dataset containing 2968 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 7.10850859286429",
 "DecimalLongitude is less than 7.11156814604868",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2968 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046946-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15860376
title: TopoMAS Evaluation Datasets and Results for Materials Science Question-Answering System

description: This repository contains the evaluation datasets and experimental results for TopoMAS, a knowledge-enhanced question-answering framework for topological materials science. The specific contents include:  

📊 Evaluation Datasets: - LLM4Mat-Bench Benchmark Dataset: Contains 85790 questions with standard answers  - TopoQA Specialized Dataset: Covers 110 domain-specific questions and answers in materials science (developed by our research team and continuously updated)  - TopoOQ Specialized Dataset: Includes 95 open-ended questions in materials science (developed by our research team and continuously updated)  

📈 Experimental Results:  - Performance metrics on LLM4Mat-Bench (Wtd. Avg. (MAD:MAE) = 14.421, Wtd. Avg. AUC = 0.891)  - Performance metrics on TopoQA (Accuracy: 91.21%±5.55%)  - Performance metrics on TopoOQ (Composite Score: 8.75±0.01/10)  - Comparative results with multiple models in the framework (Qwen3, Qwen2.5, DeepSeek-V3)  

This dataset supports the research presented in the paper "TopoMAS: Large Language Model Driven Topological Materials Multi-Agent System"and can be used to reproduce experimental findings or serve as benchmark data for materials science QA systems. We sincerely welcome contributions and suggestions from the academic community to further improve dataset quality.
DOI: 10.5281/zenodo.17657657
title: TopoMAS Evaluation Datasets and Results for Materials Science Question-Answering System

description: This repository contains the evaluation datasets and experimental results for TopoMAS, a knowledge-enhanced question-answering framework for topological materials science. The specific contents include:  

📊 Evaluation Datasets: - LLM4Mat-Bench Benchmark Dataset: Contains 85790 questions with standard answers  - TopoQA Specialized Dataset: Covers 110 domain-specific questions and answers in materials science (developed by our research team and continuously updated)  - TopoOQ Specialized Dataset: Includes 95 open-ended questions in materials science (developed by our research team and continuously updated)  

📈 Experimental Results:  - Performance metrics on LLM4Mat-Bench (Wtd. Avg. (MAD:MAE) = 14.421, Wtd. Avg. AUC = 0.891)  - Performance metrics on TopoQA (Accuracy: 91.21%±5.55%)  - Performance metrics on TopoOQ (Composite Score: 8.75±0.01/10)  - Comparative results with multiple models in the framework (Qwen3, Qwen2.5, DeepSeek-V3)  

This dataset supports the research presented in the paper "TopoMAS: Large Language Model Driven Topological Materials Multi-Agent System"and can be used to reproduce experimental findings or serve as benchmark data for materials science QA systems. We sincerely welcome contributions and suggestions from the academic community to further improve dataset quality.
DOI: 10.5281/zenodo.17657957
title: Posturography-Derived Balance Profiles, Central Sensitization, and Function in Knee Osteoarthritis

description: Posturography-Derived Balance Profiles, Central Sensitization, and Function in Knee Osteoarthritis
DOI: 10.5281/zenodo.17657958
title: Posturography-Derived Balance Profiles, Central Sensitization, and Function in Knee Osteoarthritis

description: Posturography-Derived Balance Profiles, Central Sensitization, and Function in Knee Osteoarthritis
DOI: 10.6084/m9.figshare.30664403
title: Data and code for “Optimising climate-resilient dryland restoration: An integrated framework combining Bayesian inference, causal machine learning, and process-based erosion modelling

description: This dataset contains supplementary materials for the manuscript, including field experiment data (Dataset S1), WEPP model outputs (Dataset S2), modeling scripts (Script S1), Additional figures and tables, and WEPP input descriptions. These files support analyses of runoff, soil loss, and nutrient transport under shrub density gradients and restoration phases on the Loess Plateau.
DOI: 10.6084/m9.figshare.30664403.v1
title: Data and code for “Optimising climate-resilient dryland restoration: An integrated framework combining Bayesian inference, causal machine learning, and process-based erosion modelling

description: This dataset contains supplementary materials for the manuscript, including field experiment data (Dataset S1), WEPP model outputs (Dataset S2), modeling scripts (Script S1), Additional figures and tables, and WEPP input descriptions. These files support analyses of runoff, soil loss, and nutrient transport under shrub density gradients and restoration phases on the Loess Plateau.
DOI: 10.5281/zenodo.17645403
title: Extended-LESO-BTH-O3&NO2-HOURLY/DAILY/MONTHLY/YEARLY

description: The Extended LESO dataset provides gap-free, high-resolution surface ozone (O₃) and nitrogen dioxide (NO₂) concentrations over the Beijing–Tianjin–Hebei (BTH) region at 0.01° spatial resolution for 2019–2024. The dataset is generated using an enhanced two-stage LESO framework in which missing TROPOMI satellite column observations are first reconstructed through a LightGBM-based gap-filling module, followed by surface concentration estimation using a Deep Forest model integrating satellite, meteorological, and ground-based information. NO₂ concentrations are provided at hourly, daily, monthly, and annual scales. For O₃, 8-hour average fields are included, from which daily MDA8, monthly means, and annual means are derived. The dataset offers spatially continuous, temporally consistent air quality information suitable for urban pollution analysis, long-term trend assessment, and regional photochemical studies.
DOI: 10.5281/zenodo.17645404
title: Extended-LESO-BTH-O3&NO2-HOURLY/DAILY/MONTHLY/YEARLY

description: The Extended LESO dataset provides gap-free, high-resolution surface ozone (O₃) and nitrogen dioxide (NO₂) concentrations over the Beijing–Tianjin–Hebei (BTH) region at 0.01° spatial resolution for 2019–2024. The dataset is generated using an enhanced two-stage LESO framework in which missing TROPOMI satellite column observations are first reconstructed through a LightGBM-based gap-filling module, followed by surface concentration estimation using a Deep Forest model integrating satellite, meteorological, and ground-based information. NO₂ concentrations are provided at hourly, daily, monthly, and annual scales. For O₃, 8-hour average fields are included, from which daily MDA8, monthly means, and annual means are derived. The dataset offers spatially continuous, temporally consistent air quality information suitable for urban pollution analysis, long-term trend assessment, and regional photochemical studies.
DOI: 10.15468/dl.sa7yeq
title: Occurrence Download

description: A dataset containing 10759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "Geometry POLYGON((-72.54328 41.29905,-72.35285 41.30092,-72.36219 41.53615,-72.54141 41.53055,-72.54328 41.29905))",
 "TaxonKey is Dryobates pubescens",
 "Year 2001-2025"
 ]
}

 The dataset includes 10759 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046949-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uanq9a
title: Occurrence Download

description: A dataset containing 4442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 7.11156814604868",
 "DecimalLongitude is less than 7.11462769923308",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 4442 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046950-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m63tvx
title: Occurrence Download

description: A dataset listing the 139 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bibliographic records of Angola mammals"
 ]
}

 The dataset's 139 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046942-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17636903
title: Data for "Efficient Delivery  of Distributed Entanglement between Two Cavity-Enhanced Rydberg Superatoms"

description: This dataset is for the research article "Efficient Delivery  of Distributed Entanglement between Two Cavity-Enhanced Rydberg Superatoms"
DOI: 10.5281/zenodo.17550128
title: Data for "Efficient Delivery  of Distributed Entanglement between Two Cavity-Enhanced Rydberg Superatoms"

description: This dataset is for the research article "Efficient Delivery  of Distributed Entanglement between Two Cavity-Enhanced Rydberg Superatoms"
DOI: 10.5281/zenodo.17654716
title: Emotional-Reputational Drive: A Theory of Human Behavior
title: هیجان محوری اعتباری

description: رفتار انسان عمدتاً از دو منبع شکل می‌گیرد: هیجان‌های شدید و خام و میل به اعتبار و تحسین اجتماعی. برخلاف ظاهر عقلانی یا اخلاقی، بسیاری از رفتارها تحت تأثیر احساسات و واکنش دیگران قرار دارند. کتاب خواندن، فداکاری، کمک‌های خیریه، شجاعت یا اعمال فرهنگی و اخلاقی اغلب نوعی عمل نمایشی هستند که ارزششان از دیده شدن توسط دیگران و تثبیت تصویر مطلوب خود ناشی می‌شود. این نظریه نشان می‌دهد که انسان پیش از جستجوی حقیقت، جستجوگر اعتبار است و پیش از عقل، تابع احساسات عمل می‌کند.

The “Emotional-Reputational Drive” theory posits that human behavior primarily stems from two sources: intense and raw emotions, and the desire for social recognition and prestige. Contrary to apparent rationality or morality, many actions are influenced by emotional needs and the reactions of others. Reading, acts of patriotism, charity, bravery, and cultural or ethical behaviors often take the form of performative actions, whose value derives from being observed and reinforcing a desirable self-image. This theory suggests that humans, before seeking truth, seek prestige, and before following reason, they act according to emotion.
DOI: 10.5281/zenodo.17654717
title: Emotional-Reputational Drive: A Theory of Human Behavior
title: هیجان محوری اعتباری

description: رفتار انسان عمدتاً از دو منبع شکل می‌گیرد: هیجان‌های شدید و خام و میل به اعتبار و تحسین اجتماعی. برخلاف ظاهر عقلانی یا اخلاقی، بسیاری از رفتارها تحت تأثیر احساسات و واکنش دیگران قرار دارند. کتاب خواندن، فداکاری، کمک‌های خیریه، شجاعت یا اعمال فرهنگی و اخلاقی اغلب نوعی عمل نمایشی هستند که ارزششان از دیده شدن توسط دیگران و تثبیت تصویر مطلوب خود ناشی می‌شود. این نظریه نشان می‌دهد که انسان پیش از جستجوی حقیقت، جستجوگر اعتبار است و پیش از عقل، تابع احساسات عمل می‌کند.

The “Emotional-Reputational Drive” theory posits that human behavior primarily stems from two sources: intense and raw emotions, and the desire for social recognition and prestige. Contrary to apparent rationality or morality, many actions are influenced by emotional needs and the reactions of others. Reading, acts of patriotism, charity, bravery, and cultural or ethical behaviors often take the form of performative actions, whose value derives from being observed and reinforcing a desirable self-image. This theory suggests that humans, before seeking truth, seek prestige, and before following reason, they act according to emotion.
DOI: 10.15468/dl.z2mqq9
title: Occurrence Download

description: A dataset containing 2742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 7.11462769923308",
 "DecimalLongitude is less than 7.11768725241747",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2742 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046951-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17615341
title: Mapping Paddy Rice Distribution and Cropping Intensity in South and Southeast Asia (1995 - 2024) at 30m Resolution

description: We provide spatial distribution and planting intensity datasets of rice in South and Southeast Asia for the years 1995, 2005, 2015, and 2024. The maps achieved overall accuracies ranging from 83% to 87%. When compared with the FAO official statistics for South and mainland Southeast Asian countries, the derived maps yielded R² values exceeding 0.9. Due to optical imagery data issues in northern India, we replaced the 2024 results with SAR+optic, with the method referring to our previous article on the improved phenology-based rice mapping algorithm (Zhao et al., 2024, "Improved phenology-based rice mapping algorithm by integrating optical and radar data," Remote Sensing of Environment, 315, 114460, doi:10.1016/j.rse.2024.114460). At the same time, we also provide the results that can be produced using optical data alone.
DOI: 10.5281/zenodo.17615340
title: Mapping Paddy Rice Distribution and Cropping Intensity in South and Southeast Asia (1995 - 2024) at 30m Resolution

description: We provide spatial distribution and planting intensity datasets of rice in South and Southeast Asia for the years 1995, 2005, 2015, and 2024. The maps achieved overall accuracies ranging from 83% to 87%. When compared with the FAO official statistics for South and mainland Southeast Asian countries, the derived maps yielded R² values exceeding 0.9. Due to optical imagery data issues in northern India, we replaced the 2024 results with SAR+optic, with the method referring to our previous article on the improved phenology-based rice mapping algorithm (Zhao et al., 2024, "Improved phenology-based rice mapping algorithm by integrating optical and radar data," Remote Sensing of Environment, 315, 114460, doi:10.1016/j.rse.2024.114460). At the same time, we also provide the results that can be produced using optical data alone.
DOI: 10.15468/dl.5b53nn
title: Occurrence Download

description: A dataset containing 2381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((136.26762 18.68334,149.73262 40.72786,101.8305 45.97089,92.65522 18.8025,107.58668 2.47764,136.26762 18.68334))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Liriope spicata"
 ]
}

 The dataset includes 2381 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046952-251025141854904/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.30664430
title: <b>Portable visual platform integrates </b><b>PSR and CRISPR/Cas12a for </b><b>foodborne bacteria point of care testing</b>

description: <i>Staphylococcus aureus </i>(<i>S. aureus</i>), a prominent global foodborne pathogen, frequently triggers epidemics with severe public health impacts. Timely and reliable detection of <i>S. aureus</i> is crucial for mitigating the disease burden in low- and middle-income countries. However, conventional laboratory-based detection methods remain impractical in resource-limited settings, highlighting the urgent need for accessible point-of-care solutions. Here, we present an inner-outer-tube (IOT) assay that synergistically intergrates the polymerase spiral amplification (PSR) technology for enhanced sensitivity with the clustered regularly interspaced short palindromic repeats (CRISPR)/CRISPR-associated 12a (Cas12a) system for sequence-specific identification. Additionally, we have created a portable all-in-one mobile detection (PAMD) device that combines all the steps needed for testing in the field, allowing for quick visual detection of <i>S. aureus</i> in just 60 minutes. The PSR-CRISPR/Cas12a-IOT method implemented with the PAMD device achieves a detection limit of 10 CFU/mL without needing extra preparation or costly equipment. The detection platform developed in this work has advantages of ease of operation, manageable costs, and robust performance, making it highly ideal for low-resource contexts and on-site detection scenarios. Furthermore, the PSR-CRISPR/Cas12a-IOT-PAMD detection platform provides global versatility through the interchangeable use of primer sets, hence broadening its applicability to various infections
DOI: 10.6084/m9.figshare.30664430.v1
title: <b>Portable visual platform integrates </b><b>PSR and CRISPR/Cas12a for </b><b>foodborne bacteria point of care testing</b>

description: <i>Staphylococcus aureus </i>(<i>S. aureus</i>), a prominent global foodborne pathogen, frequently triggers epidemics with severe public health impacts. Timely and reliable detection of <i>S. aureus</i> is crucial for mitigating the disease burden in low- and middle-income countries. However, conventional laboratory-based detection methods remain impractical in resource-limited settings, highlighting the urgent need for accessible point-of-care solutions. Here, we present an inner-outer-tube (IOT) assay that synergistically intergrates the polymerase spiral amplification (PSR) technology for enhanced sensitivity with the clustered regularly interspaced short palindromic repeats (CRISPR)/CRISPR-associated 12a (Cas12a) system for sequence-specific identification. Additionally, we have created a portable all-in-one mobile detection (PAMD) device that combines all the steps needed for testing in the field, allowing for quick visual detection of <i>S. aureus</i> in just 60 minutes. The PSR-CRISPR/Cas12a-IOT method implemented with the PAMD device achieves a detection limit of 10 CFU/mL without needing extra preparation or costly equipment. The detection platform developed in this work has advantages of ease of operation, manageable costs, and robust performance, making it highly ideal for low-resource contexts and on-site detection scenarios. Furthermore, the PSR-CRISPR/Cas12a-IOT-PAMD detection platform provides global versatility through the interchangeable use of primer sets, hence broadening its applicability to various infections
DOI: 10.34810/data2757
title: Replication Data for: Oxide Breakdown Spot Spatial Patterns as Fingerprints for Optical Physical Unclonable Functions

description: This dataset contains the Optical images obtained on different MIM devices after inducing multiple Dielectric Breakdown (BD) events of the gate dielectric. The images were taken under different conditions in order to evaluate their suitability as entropy source for the implementation of Physical Unclonable Funtions (PUF) in security applications. The dataset corresponds to the raw images, without any type of processing.
description: METHODOLOGICAL INFORMATION


1. The dataset corresponds to the optical images measured on MIM structures after multiple dielectric breakdown events of the gate stack. The analyzed devices are MIM devices (Pt/HfO2/Pt) manufactured on a thick SiO2 layer grown onto a Si substrate, with an area of 500 um x 500 um. The HfO2 layer thickness is 30nm and was grown by Atomic Layer Deposition (ALD). The capacitors were stressed by applying a constant voltage stress of -9V to the gate for 60 seconds, so that multiple BD events were registered. After the stress, optical images were obtained with an Optical Microscope Nikon ECLIPSE LV150N, Bright Field, with long working distance objectives 10X, and were registered with a CMOS camera Moticam of 5 Megapixels resolution. All images were obtained using identical illumination conditions.


2. Methods for processing the data: 
Data has not been processed.


3. Instrument- or software- specific information needed to interpret the data: 
Software necessary to open jpg and tiff files.


4. Instruments, calibration and standards information: 
keithley 4200A-SCS, to induce the breakdown of the devices and Optical Microscope Nikon ECLIPSE LV150N, Bright Field,to obtain the images.


5. Environmental or experimental conditions: 
The measurements were done in ambient conditions
description: Software necessary to open jpg and tiff files, null