cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7a4muk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((45.722460919489585 3.5660956820942054, 45.72538404763791 3.5720419238274754, 45.727096791687906 3.5784473318907852, 45.72753303849725 3.5850659137255825, 45.72667568719586 3.5916433640249403, 45.72455735752372 3.597926830932225, 45.72125918620398 3.603674645754522, 45.71690774999404 3.6086656403574873, 45.71167022738475 3.6127076895915393, 45.705747980900995 3.6156451439134596, 45.69936880556511 3.617364859047374, 45.692778143423304 3.6178005836233624, 45.68622960654717 3.616935530137652, 45.679975179543675 3.614803026621547, 45.67425548592339 3.6114852229771626, 45.669290500020836 3.6071099036638423, 45.66527106766632 3.601845533855848, 45.66235156539904 3.595894736033003, 45.66064398132754 3.5894864552293297, 45.660213643034446 3.582867121351801, 45.66107675187235 3.5762911541989757, 45.6631998115689 3.5700111798320058, 45.66650096529783 3.564268335236475, 45.67085318225666 3.559283031874946, 45.67608916509213 3.5552465284571975, 45.68200778569548 3.55231363022604, 45.68838180105168 3.5505967878335745, 45.69496655467489 3.5501618153006365, 45.70150933401244 3.5510253856391936, 45.70775903099087 3.553154396613791, 45.71347574220318 3.5564672300303477, 45.71843994735917 3.560836858101883, 45.722460919489585 3.5660956820942054))",
 "Year is one of (2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007445-251120083545085/datasets/export for details.
DOI: 10.5286/isis.e.rb2310655-5
title: Real Time in-situ Mineral Carbonation for CO2 Utilisation and Permanent Sequestering - QENS tracking

description: We propose real-time in situ tracking of CO2-mineralisation reactions for long-term sequestering of CO2(gas) in carbonates. Both Na and Mg-carbonates are currently under investigation a the atomistic/nanoscopic, trhough meso- and micro-scopic to bulk scales. The output carbonates stabilise CO2 as solid-minerals [i.e. Na/Mg-CO3]; added-value products in the infrastructure, fertiliser, pulp&paper and other industries. Our work at the bulk scale involves the production of multi-kg scales of carbonates under industrial conditions and relevant raw-material (im)purities, with subsequent use as fillers/additives to concretes of standard sizes and subsequent compliance testing (ISO1920-4, size:15x15x15cm, compressive-strength). We seek to further resolve the fundamental phenomena and processes underlying the reaction kinetics and responsible for product identities and purities. In this case QENS measurements on OSIRIS/IRIS will provide valuable information on the manifold rotational (and other!) dynamics of these systems and processes.
DOI: 10.15468/dl.525rbe
title: Occurrence Download

description: A dataset containing 40035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "OccurrenceStatus is Present",
 "TaxonKey is Vulpes"
 ]
}

 The dataset includes 40035 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007444-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2suarb
title: Occurrence Download

description: A dataset containing 7670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gymnocladus dioicus"
 ]
}

 The dataset includes 7670 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007446-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17701550
title: Sea urchins & fish Abundance NRSB
DOI: 10.5281/zenodo.17701549
title: Sea urchins & fish Abundance NRSB
DOI: 10.15468/dl.ctua5q
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trimeresurus salazar)",
 "Country is one of (China, India, Indonesia, Pakistan, Bangladesh, Japan, Philippines, Viet Nam, Türkiye, Iran (Islamic Republic of), Thailand, Myanmar, Korea, Republic of, Korea (Democratic People’s Republic of), Iraq, Afghanistan, Saudi Arabia, Uzbekistan, Malaysia, Yemen, Nepal, Sri Lanka, Kazakhstan, Syrian Arab Republic, Cambodia, Jordan, Azerbaijan, United Arab Emirates, Tajikistan, Israel, Lao People’s Democratic Republic, Lebanon, Kyrgyzstan, Turkmenistan, Singapore, Oman, Palestine, State of, Kuwait, Georgia, Mongolia, Armenia, Qatar, Bahrain, Timor-Leste, Cyprus, Bhutan, Maldives, Brunei Darussalam)",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 26 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007447-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uq48un
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathytroctes microlepis Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((47.4981 -25.2951,47.5481 -25.1504,44.9648 -25.1504,44.9648 -26.0621,45.53 -26.0805,46.4427 -25.6738,46.9062 -25.6462,47.4981 -25.2951))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010686-250525065834625/datasets/export for details.
DOI: 10.15468/dl.m252j9
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 (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Agrostis montevidensis Spreng. ex Nees",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 75 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010687-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15487955
title: Preprocessed Datasets for scMoAnno: Cell Type Annotation with Paired Single-Cell Multi-Omics Data

description: This repository contains preprocessed datasets used in scMoAnno, a deep learning framework designed for accurate cell type annotation using paired single-cell multi-omics data (scRNA-seq and scATAC-seq). scMoAnno addresses the limitations of single-omics approaches and improves generalization, particularly in the identification of rare cell types, through a two-stage supervised learning strategy.

The data are packaged in a .7z archive and include processed versions of the following public datasets:





10X Multiome




ISSAAC-seq




SHARE-seq




Multiome-BMMC



These datasets have been preprocessed to be directly usable with our framework. The original raw data can be accessed from the following sources:





Box (UPenn)




ArrayExpress: E-MTAB-11264



We adhere to the data usage policies of the original sources and make our processed data available for the benefit of the research community, supporting reproducibility and further studies in multi-omics integration and cell type annotation.
DOI: 10.5281/zenodo.15487954
title: Preprocessed Datasets for scMoAnno: Cell Type Annotation with Paired Single-Cell Multi-Omics Data

description: This repository contains preprocessed datasets used in scMoAnno, a deep learning framework designed for accurate cell type annotation using paired single-cell multi-omics data (scRNA-seq and scATAC-seq). scMoAnno addresses the limitations of single-omics approaches and improves generalization, particularly in the identification of rare cell types, through a two-stage supervised learning strategy.

The data are packaged in a .7z archive and include processed versions of the following public datasets:





10X Multiome




ISSAAC-seq




SHARE-seq




Multiome-BMMC



These datasets have been preprocessed to be directly usable with our framework. The original raw data can be accessed from the following sources:





Box (UPenn)




ArrayExpress: E-MTAB-11264



We adhere to the data usage policies of the original sources and make our processed data available for the benefit of the research community, supporting reproducibility and further studies in multi-omics integration and cell type annotation.
DOI: 10.15468/dl.h4vrsv
title: Occurrence Download

description: A dataset containing 63815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Bubulcus ibis (Linnaeus, 1758))",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 63815 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015996-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfjuyq
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-67.48925 -26.64654,-66.3538 -26.64654,-66.3538 -24.74517,-67.48925 -24.74517,-67.48925 -26.64654))",
 "TaxonKey is Tringa melanoleuca (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016018-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.whhy6b
title: Occurrence Download

description: A dataset containing 1372 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chesneya"
 ]
}

 The dataset includes 1372 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006174-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.feunvb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.777821 23.78953, 88.70107899999999 23.783953, 88.626245 23.767361, 88.55517999999999 23.740166, 88.48964700000001 23.703045, 88.431268 23.656919, 88.381484 23.602933, 88.341516 23.542424, 88.312341 23.47689, 88.294663 23.407951, 88.288899 23.337308, 88.29517300000001 23.266701, 88.31331299999999 23.197869, 88.342854 23.132501, 88.383056 23.072201, 88.43292099999999 23.018446, 88.491219 22.972552, 88.556517 22.93564, 88.627217 22.908611, 88.701589 22.892126, 88.777821 22.886585, 88.854052 22.892126, 88.928425 22.908611, 88.99912399999999 22.93564, 89.06442300000001 22.972552, 89.122721 23.018446, 89.172586 23.072201, 89.212788 23.132501, 89.242329 23.197869, 89.260468 23.266701, 89.26674300000001 23.337308, 89.26097900000001 23.407951, 89.2433 23.47689, 89.214125 23.542424, 89.17415800000001 23.602933, 89.12437300000001 23.656919, 89.065995 23.703045, 89.000462 23.740166, 88.92939699999999 23.767361, 88.854563 23.783953, 88.777821 23.78953))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006175-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18345663
title: SOG'LIQNI SAQLASHNING DAVLAT TIBBIY SUG'URTA TIZIMI ORQALI MOLIYALASHTIRISHNING YUTUQLARI VA KAMSHILIKLARI (QORALPOG'ISTON RESPUBLIKASI MISOLIDA)

description: Ushbu maqolada Qoraqalpog‘iston Respublikasi misolida davlat tibbiy sug‘urta tizimi orqali sog‘liqni saqlashni moliyalashtirishning yutuqlari va kamchiliklari tahlil qilindi. Tadqiqot natijalari aholining sog‘liqni saqlash xizmatlariga kirish imkoniyati, moliyaviy barqarorlik va tibbiy xizmat sifatini baholashga qaratildi. Natijalar shuni ko‘rsatdiki, davlat tibbiy sug‘urta tizimi aholiga sifatli va qulay tibbiy xizmat ko‘rsatishda muhim rol o‘ynaydi, biroq moliyaviy resurslarning yetishmasligi, hududlararo tafovutlar va sug‘urta tizimini to‘liq qamrovini ta’minlashdagi kamchiliklar tizim samaradorligini cheklaydi. Shu bilan birga, tizimni rivojlantirish va samaradorligini oshirish bo‘yicha tavsiyalar ishlab chiqildi.
DOI: 10.5281/zenodo.18345664
title: SOG'LIQNI SAQLASHNING DAVLAT TIBBIY SUG'URTA TIZIMI ORQALI MOLIYALASHTIRISHNING YUTUQLARI VA KAMSHILIKLARI (QORALPOG'ISTON RESPUBLIKASI MISOLIDA)

description: Ushbu maqolada Qoraqalpog‘iston Respublikasi misolida davlat tibbiy sug‘urta tizimi orqali sog‘liqni saqlashni moliyalashtirishning yutuqlari va kamchiliklari tahlil qilindi. Tadqiqot natijalari aholining sog‘liqni saqlash xizmatlariga kirish imkoniyati, moliyaviy barqarorlik va tibbiy xizmat sifatini baholashga qaratildi. Natijalar shuni ko‘rsatdiki, davlat tibbiy sug‘urta tizimi aholiga sifatli va qulay tibbiy xizmat ko‘rsatishda muhim rol o‘ynaydi, biroq moliyaviy resurslarning yetishmasligi, hududlararo tafovutlar va sug‘urta tizimini to‘liq qamrovini ta’minlashdagi kamchiliklar tizim samaradorligini cheklaydi. Shu bilan birga, tizimni rivojlantirish va samaradorligini oshirish bo‘yicha tavsiyalar ishlab chiqildi.
DOI: 10.6084/m9.figshare.31131226
title: <b>Supplementary Table 1-4 of </b><b>Continental weathering and redox dynamics modulated marine phosphorus availability during the Sturtian deglaciation</b>

description: Supplementary Table 1 Bulk-rock major element compositions (wt. %) of samples from the Tongdao, Jiangkou, and Xinyu IFsSupplementary Table 2 In-situ major element compositions (wt. %) of apatite from the Tongdao, Jiangkou, and Xinyu IFs, determined by EPMASupplementary Table 3 In-situ REY compositions and related geochemical indices of apatite from the Tongdao, Jiangkou, and Xinyu IFs, determined by LA-ICP-MSSupplementary Table 4 In-situ Sr isotopes of apatite from the Tongdao, Jiangkou, and Xinyu IFs, determined by LA-MC-ICP-MS<br>
DOI: 10.6084/m9.figshare.31131226.v1
title: <b>Supplementary Table 1-4 of </b><b>Continental weathering and redox dynamics modulated marine phosphorus availability during the Sturtian deglaciation</b>

description: Supplementary Table 1 Bulk-rock major element compositions (wt. %) of samples from the Tongdao, Jiangkou, and Xinyu IFsSupplementary Table 2 In-situ major element compositions (wt. %) of apatite from the Tongdao, Jiangkou, and Xinyu IFs, determined by EPMASupplementary Table 3 In-situ REY compositions and related geochemical indices of apatite from the Tongdao, Jiangkou, and Xinyu IFs, determined by LA-ICP-MSSupplementary Table 4 In-situ Sr isotopes of apatite from the Tongdao, Jiangkou, and Xinyu IFs, determined by LA-MC-ICP-MS<br>
DOI: 10.15468/dl.jv52j4
title: Occurrence Download

description: A dataset containing 2234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chimonanthus"
 ]
}

 The dataset includes 2234 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006176-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/cbpe-ft90
title: Data for "The Supermassive Black Hole in the Nearby Spiral Galaxy M81: A Robust Mass from JWST/NIRSpec Stellar Dynamics"
DOI: 10.13140/rg.2.2.12550.02885
title: Load Frequency Control of Three machine system
DOI: 10.15468/dl.9sr9t9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.012282 23.798925, 88.935534 23.793348, 88.86069500000001 23.776756, 88.789625 23.749562, 88.724087 23.71244, 88.66570400000001 23.666314, 88.615917 23.612328, 88.575946 23.551819, 88.546769 23.486285, 88.529089 23.417346, 88.523325 23.346703, 88.5296 23.276097, 88.547741 23.207264, 88.57728400000001 23.141896, 88.61748900000001 23.081596, 88.66735799999999 23.027842, 88.72566 22.981948, 88.790963 22.945036, 88.861667 22.918007, 88.93604499999999 22.901522, 89.012282 22.895982, 89.08851900000001 22.901522, 89.162896 22.918007, 89.23360099999999 22.945036, 89.298903 22.981948, 89.35720499999999 23.027842, 89.40707399999999 23.081596, 89.44727899999999 23.141896, 89.476822 23.207264, 89.494963 23.276097, 89.501238 23.346703, 89.495474 23.417346, 89.477794 23.486285, 89.448617 23.551819, 89.408647 23.612328, 89.358859 23.666314, 89.300476 23.71244, 89.234939 23.749562, 89.16386799999999 23.776756, 89.08902999999999 23.793348, 89.012282 23.798925))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006178-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18345680
title: LAVLAGI (BETA VULGARIS)OʻSIMLIGINING BIOKIMYOVIY TAHLILINI AMALGA OSHIRISH VA UNING ASOSIDA TABIIY KOSMETOLOGIK PREPARAT OLISH

description: Ushbu tadqiqotda lavlagi (Beta vulgaris) o‘simligining biokimyoviy tarkibi o‘rganilib, uning asosida tabiiy kosmetologik preparat ishlab chiqarish imkoniyatlari tahlil qilindi. Lavlagi ildizi va barglaridagi fenol birikmalar, flavonoidlar, betalainlar va vitamin C miqdori aniqlanib, ularning antioksidant faolligi baholandi. Natijalar shuni ko‘rsatdiki, lavlagi ekstraktlari yuqori antioksidant faollikka ega bo‘lib, teri hujayralarini erkin radikallardan himoya qiladi. Ushbu xususiyatlar kosmetika sanoatida tabiiy va xavfsiz mahsulotlar ishlab chiqarish uchun istiqbolli manba ekanligini tasdiqlaydi. Shuningdek, tadqiqotda lavlagi ekstrakti asosida yuz kremi, tonik va serum formulalari ishlab chiqildi va ularning stabilik hamda teri xavfsizligi tekshirildi.
DOI: 10.5281/zenodo.18345681
title: LAVLAGI (BETA VULGARIS)OʻSIMLIGINING BIOKIMYOVIY TAHLILINI AMALGA OSHIRISH VA UNING ASOSIDA TABIIY KOSMETOLOGIK PREPARAT OLISH

description: Ushbu tadqiqotda lavlagi (Beta vulgaris) o‘simligining biokimyoviy tarkibi o‘rganilib, uning asosida tabiiy kosmetologik preparat ishlab chiqarish imkoniyatlari tahlil qilindi. Lavlagi ildizi va barglaridagi fenol birikmalar, flavonoidlar, betalainlar va vitamin C miqdori aniqlanib, ularning antioksidant faolligi baholandi. Natijalar shuni ko‘rsatdiki, lavlagi ekstraktlari yuqori antioksidant faollikka ega bo‘lib, teri hujayralarini erkin radikallardan himoya qiladi. Ushbu xususiyatlar kosmetika sanoatida tabiiy va xavfsiz mahsulotlar ishlab chiqarish uchun istiqbolli manba ekanligini tasdiqlaydi. Shuningdek, tadqiqotda lavlagi ekstrakti asosida yuz kremi, tonik va serum formulalari ishlab chiqildi va ularning stabilik hamda teri xavfsizligi tekshirildi.
DOI: 10.6084/m9.figshare.31016605
title: Land Use Change and Ecological Sensitivity in the Qingdao West Coast New Area: A 30-Year Analysis and Future Scenario Simulation

description: This study aims to reveal the long-term ecological evolution in the Qingdao West Coast New Area (QWCNA) and predict future trends to support its sustainable development. Firstly, it employed GIS-based land use dynamic indices and transfer matrix analyses to assess land use changes from 1990–2020. Secondly, this study assessed ecological sensitivity (1990–2020) using an Analytic Hierarchy Process (AHP) weighted 7-factor system covering the natural environment, land cover, and accessibility. Thirdly, the Patch-Generating Land Use Simulation (PLUS) model predicted 2030 land use under Natural Development (ND), Urban Development (UD), and Ecological Protection (EP) scenarios, which were subsequently used to evaluate future ecological sensitivity patterns.
DOI: 10.6084/m9.figshare.31016605.v2
title: Land Use Change and Ecological Sensitivity in the Qingdao West Coast New Area: A 30-Year Analysis and Future Scenario Simulation

description: This study aims to reveal the long-term ecological evolution in the Qingdao West Coast New Area (QWCNA) and predict future trends to support its sustainable development. Firstly, it employed GIS-based land use dynamic indices and transfer matrix analyses to assess land use changes from 1990–2020. Secondly, this study assessed ecological sensitivity (1990–2020) using an Analytic Hierarchy Process (AHP) weighted 7-factor system covering the natural environment, land cover, and accessibility. Thirdly, the Patch-Generating Land Use Simulation (PLUS) model predicted 2030 land use under Natural Development (ND), Urban Development (UD), and Ecological Protection (EP) scenarios, which were subsequently used to evaluate future ecological sensitivity patterns.
DOI: 10.6084/m9.figshare.31016605.v1
title: Land Use Change and Ecological Sensitivity in the Qingdao West Coast New Area: A 30-Year Analysis and Future Scenario Simulation

description: This study aims to reveal the long-term ecological evolution in the Qingdao West Coast New Area (QWCNA) and predict future trends to support its sustainable development. Firstly, it employed GIS-based land use dynamic indices and transfer matrix analyses to assess land use changes from 1990–2020. Secondly, this study assessed ecological sensitivity (1990–2020) using an Analytic Hierarchy Process (AHP) weighted 7-factor system covering the natural environment, land cover, and accessibility. Thirdly, the Patch-Generating Land Use Simulation (PLUS) model predicted 2030 land use under Natural Development (ND), Urban Development (UD), and Ecological Protection (EP) scenarios, which were subsequently used to evaluate future ecological sensitivity patterns.