cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30997042
title: Automating Systematic Literature Review with Responsible AI:

description: This dataset accompanies a systematic literature review that investigates how pedestrian environments support intergenerational exchange, with a focus on extracting design-relevant features using Natural Language Processing (NLP) tools. The study integrates the PRISMA framework with AI-assisted techniques such as semantic similarity filtering, question answering (QA) models, and TF-IDF-based keyword analysis.<br>The dataset includes:<br>Metadata of 5,571 academic articles retrieved from Scopus<br>A filtered list of 60 semantically relevant articles<br>Extracted QA responses for five thematic domains (physical environment, social perception, design strategies, behavioral aspects, and barriers)<br>TF-IDF keyword importance scores and categorized outputs<br>Python scripts that implement the entire NLP-based analysis pipeline<br>The data helps identify key spatial, perceptual, and behavioral elements that facilitate or inhibit intergenerational interaction in urban pedestrian spaces. It can be reused for benchmarking NLP-based literature analysis, urban design research, or Responsible AI implementation in systematic reviews.<br>All intermediate results are traceable, and the analysis is reproducible using the provided source code and instructions.
DOI: 10.6084/m9.figshare.30997042.v1
title: Automating Systematic Literature Review with Responsible AI:

description: This dataset accompanies a systematic literature review that investigates how pedestrian environments support intergenerational exchange, with a focus on extracting design-relevant features using Natural Language Processing (NLP) tools. The study integrates the PRISMA framework with AI-assisted techniques such as semantic similarity filtering, question answering (QA) models, and TF-IDF-based keyword analysis.<br>The dataset includes:<br>Metadata of 5,571 academic articles retrieved from Scopus<br>A filtered list of 60 semantically relevant articles<br>Extracted QA responses for five thematic domains (physical environment, social perception, design strategies, behavioral aspects, and barriers)<br>TF-IDF keyword importance scores and categorized outputs<br>Python scripts that implement the entire NLP-based analysis pipeline<br>The data helps identify key spatial, perceptual, and behavioral elements that facilitate or inhibit intergenerational interaction in urban pedestrian spaces. It can be reused for benchmarking NLP-based literature analysis, urban design research, or Responsible AI implementation in systematic reviews.<br>All intermediate results are traceable, and the analysis is reproducible using the provided source code and instructions.
DOI: 10.15468/dl.qv6qu8
title: Occurrence Download

description: A dataset containing 23796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium aureum)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23796 records from 549 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074081-251120083545085/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.30995386
title: Data for: “Critical thickness for antiferroelectric-like phase transition in BiFeO₃/SrRuO₃ superlattices”

description: This dataset contains the raw numerical data underlying all figures in the associated manuscript, including relaxed atomic structures, oxygen octahedral tilt angles, polar distortion energies, and electrostatic potential profiles for n/n BiFeO₃/SrRuO₃ superlattices (n=2-6). The data is provided in .txt format for reproducibility.
DOI: 10.6084/m9.figshare.30995386.v1
title: Data for: “Critical thickness for antiferroelectric-like phase transition in BiFeO₃/SrRuO₃ superlattices”

description: This dataset contains the raw numerical data underlying all figures in the associated manuscript, including relaxed atomic structures, oxygen octahedral tilt angles, polar distortion energies, and electrostatic potential profiles for n/n BiFeO₃/SrRuO₃ superlattices (n=2-6). The data is provided in .txt format for reproducibility.
DOI: 10.15468/dl.fg83w3
title: Occurrence Download

description: A dataset containing 137121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Securigera varia)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 137121 records from 550 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074074-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18149458
title: TEORIA UNIFICADA Σ. SATURACIÓN, FASES Y ESTRUCTURA REAL DEL UNIVERSO

description: La Teoría Σ parte de una afirmación simple:

El universo está hecho de una sola sustancia física fundamental, a la que llamamos Σ.

Espacio, tiempo, materia y energía no son entidades separadas.

Son fases de Σ.

Nada se crea.

Nada se destruye.

Todo se transforma.

La cantidad total de sustancia Σ es constante:

dS/dt = 0
description: Este trabajo puede estar equivocado.

Lo que no puede es ser descartado sin consecuencias.

La Teoría Σ no se apoya en supuestos exóticos, dimensiones ocultas ni entidades introducidas ad hoc. Se construye a partir de una premisa simple y físicamente conservadora: que el espacio, la materia y la energía no son cosas distintas, sino manifestaciones de una misma sustancia sujeta a límites reales. Toda su estructura se deriva de esa afirmación.

Por esta razón, refutar la Teoría Σ no implica señalar un error aislado. Implica rechazar explícitamente al menos uno de los siguientes principios:

la finitud física, la continuidad del espacio-tiempo, o la imposibilidad de infinitos reales en sistemas físicos. Cualquiera de estas negaciones compromete directamente a la relatividad general, a la mecánica cuántica, o a ambas.

Si la Teoría Σ es incorrecta, su falsación exigirá una alternativa más económica ontológicamente, capaz de explicar sin artificios:

la ausencia observada de singularidades físicas,

la conservación global,

la emergencia del espacio,

y la coherencia entre escalas.

Si no puede ofrecerse tal alternativa, el rechazo será metodológico, no científico.

En el escenario opuesto, si la Teoría Σ se aproxima a la estructura real del universo, entonces la relatividad general y la mecánica cuántica no colapsan: se reubican. Pasan a ser teorías efectivas, precisas y exitosas dentro de sus dominios, pero no fundamentales. Tal destino no es una derrota; es la historia natural de toda teoría madura.
DOI: 10.15468/dl.wf8ddy
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Papua New Guinea",
 "OccurrenceStatus is Present",
 "TaxonKey is Nactus allenallisoni"
 ]
}

 The dataset includes 29 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074085-251120083545085/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.30997088
title: R script from Individuals of the invasive round goby face physiological and behavioural trade-offs in their sensitivity to salinity

description: Data analysis script containing the code necessary to run and produce the study's analyses and figures.
DOI: 10.6084/m9.figshare.30997088.v1
title: R script from Individuals of the invasive round goby face physiological and behavioural trade-offs in their sensitivity to salinity

description: Data analysis script containing the code necessary to run and produce the study's analyses and figures.
DOI: 10.6084/m9.figshare.30997091
title: Data from Individuals of the invasive round goby face physiological and behavioural trade-offs in their sensitivity to salinity

description: CSV file containing the study's data.
DOI: 10.6084/m9.figshare.30997091.v1
title: Data from Individuals of the invasive round goby face physiological and behavioural trade-offs in their sensitivity to salinity

description: CSV file containing the study's data.
DOI: 10.6084/m9.figshare.30997094
title: README from Individuals of the invasive round goby face physiological and behavioural trade-offs in their sensitivity to salinity

description: Text file containing descriptions of the study's data.
DOI: 10.6084/m9.figshare.30997094.v1
title: README from Individuals of the invasive round goby face physiological and behavioural trade-offs in their sensitivity to salinity

description: Text file containing descriptions of the study's data.
DOI: 10.15468/dl.y24yd5
title: Occurrence Download

description: A dataset containing 526284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-11-09",
 "EventDate is less than or equal to 2025-12-09",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 526284 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074082-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyd5vx
title: Occurrence Download

description: A dataset containing 184180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium arvense)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 184180 records from 1516 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074080-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzjcfg
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sitona latipennis Gyllenhal, 1834"
 ]
}

 The dataset includes 32 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006276-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpjgeg
title: Occurrence Download

description: A dataset containing 3753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Macaca mulatta (Zimmermann, 1780)",
 "Year 2000-2024"
 ]
}

 The dataset includes 3753 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006278-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mzmta
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monacanthus cirrhifer Temminck & Schlegel, 1850",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006279-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6am8ch
title: Occurrence Download

description: A dataset containing 31905296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Geometry POLYGON((-25 20,100 20,100 82,-25 82,-25 20))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Charadriiformes",
 "Year 1980-2023"
 ]
}

 The dataset includes 31905296 records from 2299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237230-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hssaay
title: Occurrence Download

description: A dataset containing 55 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.taxonkey = 5572480 OR occurrence.acceptedtaxonkey = 5572480 OR occurrence.kingdomkey = 5572480 OR occurrence.phylumkey = 5572480 OR occurrence.classkey = 5572480 OR occurrence.orderkey = 5572480 OR occurrence.familykey = 5572480 OR occurrence.genuskey = 5572480 OR occurrence.specieskey = 5572480)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 55 records were derived from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070003-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14457/mu.res.2025.1
title: การทวนสอบค่าจุดตัดสินใจที่เหมาะสมสำหรับการแปลผลการตรวจหาแอนติเจนพื้นผิวของเชื้อไวรัสตับอักเสบบี

description: การตรวจหา Hepatitis B surface antigen (HBsAg) ในเลือดเป็นวิธีที่รวดเร็วและสำคัญในการวินิจฉัยการติดเชื้อไวรัสตับอักเสบบี อย่างไรก็ตามการแปลผลโดยใช้ค่าจุดตัดสินใจ (cut-off index, COI) ที่สูงเกินไป แม้จะมีความจำเพาะสูง แต่ก็ทำให้เกิดผลลบปลอมเพิ่มขึ้น จึงจำเป็นต้องมีการทดสอบยืนยันในอีกหลักการวิเคราะห์ ซึ่งทำให้เสียเวลาและค่าใช้จ่ายในการวิเคราะห์ซ้ำ และเป็นการเพิ่มภาระงานของห้องปฏิบัติการโดยไม่จำเป็น การศึกษานี้มีวัตถุประสงค์เพื่อคำนวณหาค่า COI ที่เหมาะสมในการแปลผลการตรวจหา HBsAg โดยทำการวิเคราะห์ receiver operating characteristic ในกลุ่มตัวอย่างที่ส่งตรวจหา HBsAg ของห้องปฏิบัติการศูนย์เทคนิคการแพทย์และรังสีเทคนิคนานาชาติ และทำการส่งตรวจยืนยันด้วยหลักการ neutralization โดยห้องปฏิบัติการภายนอก ผลการศึกษาพบว่าการตรวจ HBsAg มีความสอดคล้องกับผลการตรวจยืนยันสูง (พื้นที่ใต้กราฟ 0.9343, 95% CI 0.8717–0.9770) และเมื่อพิจารณาค่าความถูกต้องเชิงการวินิจฉัย พบว่า COI &gt; 21.50 ให้ค่าความไวที่ 46% และค่าความจำเพาะที่ 100% (ไม่มีผลบวกปลอม) ซึ่งเป็นจุดตัดที่เหมาะสมสำหรับการแปลผลการวิเคราะห์ เพื่อใช้ยืนยันการวินิจฉัยการติดเชื้อไวรัสตับอักเสบบี โดยไม่จำเป็นต้องทำการวิเคราะห์ซ้ำหรือส่งตรวจยืนยันเพิ่มเติม ทั้งนี้แนวทางในการแปลผลและรายงานผลการตรวจหา HBsAg ที่ได้จากการคำนวณดังกล่าว จำเป็นต้องได้รับการทวนสอบเป็นลำดับต่อไป
DOI: 10.17632/sjcv5pdynz
title: Processed data ITPAP, Galatea Caring Program for Addicted Physicians (PAIMM)

description: Processed data shows abstinence predictors and lapse predictors among physicians who completed the 3-step Integral Treatment Program for Addicted Physicians (ITPAP), at the Galatea Caring Program for Addicted Physcians (PAIMM).
DOI: 10.17632/x8s2frmfnv
title: Variability in greenhouse gas concentration in Petit-Saut reservoir (French Guyana)

description: We measured CO2 and CH4 concentrations and environmental data for 44 sites among the reservoir during the dry season in 2018. We compared the spatial variability in gas concentrations with the temporal variability measured at one signle site since impoudment (23 years ago). Temporal and spatial variability were related to environmental drivers and C sources.
DOI: 10.17632/373hp4kmch
title: Data for: What influences Amazon basin upland soil chemistry? Major, minor and trace elements in the upper rhizosphere

description: Data file with all orginal results data for weach individual sample, geo-referenced
DOI: 10.17632/fk4zdncn49
title: Data for A New Named Entity Recognition Tool for ExtractingAdvantages and Drawbacks from Patents

description: The dataset is divided in 4 files containg the patent data for the paper A New Named Entity Recognition Tool for ExtractingAdvantages and Drawbacks from Patents. The patent has been tokenized, POS tagged and tagged with the tool described in the paper.
DOI: 10.17632/rkykkng499
title: Data for: Naturalized flow regime of the regulated Peace River, Canada, during the spring breakup of the ice cover

description: Naturalized flows of the regulated Peace River during the ice breakup period, as observed and as calculated by different methods, are tabulated for the years 1972-2016.
DOI: 10.17632/tprc6nbsd7
title: Data for: Carbon Prices for meeting the Paris Agreement and their impact on key metals

description: Calculation sheets for the paper "Carbon Prices for meeting the Paris Agreement and their impact on key metals".
DOI: 10.17632/yd444n83cb
title: 25-hydroxy vitamin D

description: 25-Hydroxy Vitamin D Deficiency Is Associated With Cardiovascular Sequential Organ Failure Assessment and Pediatric Risk of Mortality III Scores in Critically Ill Children
DOI: 10.17632/vxxxc7z9nz
title: Raw, uncropped supporting Western blot files for: Reynders M. et al. ... Pagano M. and Trauner D., PHOTACs enable optical control of protein degradation. Science Advances 2020
DOI: 10.5281/zenodo.13914475
title: Time-concentration superposition in solid emulsions
DOI: 10.5281/zenodo.14882349
title: Time-concentration superposition in solid emulsions
DOI: 10.17632/tbpkgcrv8x
title: Dataset 4K.4: Solutions files, sigma = 3, part 4 (Nam et al., Robustness and parameter geography in post-translational modification systems)

description: All proper solutions files for Paramotopy runs with \sigma = 3.0 on ILR-sampled parameter points in [0.1, 10]^8.
DOI: 10.17632/6nbtptv58c
title: Free Energy Profiles of Adsorption of Surfactant Micelles at Metal-Water Interfaces

description: Adsorption free energy profiles of cationic and uncharged surfactant micelles adsorbing on a gold-water surface.
DOI: 10.5281/zenodo.11261360
title: RRc Templates - Decam

description: Multi-band templates in the DECAM photometric system for RRc stars.
DOI: 10.5281/zenodo.8396805
title: RRc Templates - Decam

description: Multi-band templates in the DECAM photometric system for RRc stars.
DOI: 10.5281/zenodo.8396806
title: RRc Templates - Decam

description: Multi-band templates in the DECAM photometric system for RRc stars.
DOI: 10.17632/5tzxfssddm
title: Lamina-dependent stretching and unconventional chromosome compartments in early C. elegans embryos. Sawh et al.

description: Raw data from Sawh et al. Molecular Cell, 2020. DOI:https://doi.org/10.1016/j.molcel.2020.02.006
DOI: 10.17632/9srzngjb9v
title: Data for:Reshaping gut microbiota mitigates memory dysfunction through a novel H3K27me3-based mechanism in lead-exposed rats
DOI: 10.17632/msk4r79cxt
title: Data for: Uniform 182W isotope compositions in Eoarchean rocks from the Isua region, SW Greenland: the role of early silicate differentiation and missing late veneer

description: research data for the manuscript: Uniform 182W isotope compositions in Eoarchean rocks from the Isua region, SW Greenland: the role of early silicate differentiation and missing late veneer
DOI: 10.17632/r87947jmw8
title: Model for identifying life-cycle environmental and cost-effective energy retrofitting measures for the existing office stock

description: Model for identifying optimal energy retrofitting measures for the existing office stock, by assessing the energy, economic and environmental impact with a life cycle approach. Representative offices include office blocks and offices in industrial buildings and offices in residential buildings.
DOI: 10.17632/jvzmrhzgxc
title: Carcinophobia

description: Data used in the Carcinophobia paper
DOI: 10.17632/4jjv75y45m
title: Data for: Influence of sediment organic carbon on toxicity depends on organism’s ecology

description: Density of each nematode genus
DOI: 10.17632/wwzc722vdn
title: NumExp: Numerical epsilon expansion of hypergeometric functions

description: Abstract It is demonstrated that the well-regularized hypergeometric functions can be evaluated directly and numerically. The package NumExp is presented for expanding hypergeometric functions and/or other transcendental functions in a small regularization parameter. The hypergeometric function is expressed as a Laurent series in the regularization parameter and the coefficients are evaluated numerically by using the multi-precision finite difference method. This elaborate expansion method works for a... Title of program: NumExp Catalogue Id: AEPE_v1_0 Nature of problem Expansion of hypergeometric functions and/or other transcendental functions in a small parameter ε. These expansions are needed in the context of dimensional regularization for loop integrals. Versions of this program held in the CPC repository in Mendeley Data AEPE_v1_0; NumExp; 10.1016/j.cpc.2013.03.016 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/5mt8f8d9g7
title: Data for: 40Ar/39Ar and U-Pb SIMS zircon Ages of Ediacaran Dikes from the Arabian-Nubian Shield of South Jordan

description: The raw data for the U-Pb and Ar-Ar ages discussed in this study