cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17561819
title: Datos del diagnóstico de espacios culturales independientes y comunitarios de Guadalajara (2025)

description: Data generated from the questionnaire applied to municipal cultural spaces, the participatory diagnostic, and the document review. These data allow for the characterization of spaces and the analysis of sustainability, networks, and cultural participation.
description: Datos generados a partir del cuestionario aplicado a los espacios culturales municipales, del diagnóstico participativo y la revisión documental. Permiten caracterizar espacios y analizar sostenibilidad, redes y participación cultural.
description: Dados gerados a partir do questionário aplicado aos espaços culturais municipais, do diagnóstico participativo e da revisão documental. Permitem caracterizar os espaços e analisar sustentabilidade, redes e participação cultural.
DOI: 10.5281/zenodo.17561820
title: Datos del diagnóstico de espacios culturales independientes y comunitarios de Guadalajara (2025)

description: Data generated from the questionnaire applied to municipal cultural spaces, the participatory diagnostic, and the document review. These data allow for the characterization of spaces and the analysis of sustainability, networks, and cultural participation.
description: Datos generados a partir del cuestionario aplicado a los espacios culturales municipales, del diagnóstico participativo y la revisión documental. Permiten caracterizar espacios y analizar sostenibilidad, redes y participación cultural.
description: Dados gerados a partir do questionário aplicado aos espaços culturais municipais, do diagnóstico participativo e da revisão documental. Permitem caracterizar os espaços e analisar sustentabilidade, redes e participação cultural.
DOI: 10.5281/zenodo.18634016
title: Self-consistent models of Earth's mantle and core from long-period seismic and tidal constraints

description: Please use the new dataset at: https://zenodo.org/records/18386410

The old dataset should not be used anymore, as it has been replaced by the one above.
DOI: 10.5281/zenodo.8027266
title: Self-consistent models of Earth's mantle and core from long-period seismic and tidal constraints

description: Please use the new dataset at: https://zenodo.org/records/18386410

The old dataset should not be used anymore, as it has been replaced by the one above.
DOI: 10.6084/m9.figshare.31333936
title: Electromyography Dataset for Muscle Synergy Analysis

description: EMG data
DOI: 10.6084/m9.figshare.31333936.v1
title: Electromyography Dataset for Muscle Synergy Analysis

description: EMG data
DOI: 10.15468/dl.ukd3yr
title: Occurrence Download

description: A dataset containing 669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Flavoparmelia caperata",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 669 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015816-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyktcu
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Clethra fragrans"
 ]
}

 The dataset includes 32 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015817-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6e7tu
title: Occurrence Download

description: A dataset containing 897 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhodosphaera rhodanthema",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 897 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015818-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tf743c
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apistogramma martini",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 58 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015819-260208012135463/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.28219310
title: Single cell sequencing data, spatial transcriptomics and spatial metabolomics of spinal cord injury

description: This database includes single-cell sequencing, spatial transcriptome, and spatial metabolome data of rat spinal cord injury.
DOI: 10.6084/m9.figshare.28219310.v1
title: Single cell sequencing data, spatial transcriptomics and spatial metabolomics of spinal cord injury

description: This database includes single-cell sequencing, spatial transcriptome, and spatial metabolome data of rat spinal cord injury.
DOI: 10.15468/dl.mum8ru
title: Occurrence Download

description: A dataset containing 10202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.19.29_2",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10202 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015820-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18634035
title: When the Machine Is Not Enough: An Autoethnography of AI-Assisted Amateur Research and the Boundaries of Epistemic Authority

description: Title:Analysis Data for "When the Machine Is Not Enough: An Autoethnography of AI-Assisted Amateur Research and the Boundaries of Epistemic Authority"

Description:This deposit contains the R analysis script and coded output files for the keyword-based sentiment analysis of AI conversation logs reported in the accompanying manuscript, submitted to Science, Technology, & Human Values.

The dataset comprises 4,459 assistant messages from 101 conversations with OpenAI's ChatGPT-4o across three cross-disciplinary research projects (Collatz conjecture, Information-Topological Cosmology, and Creative Singularity Triangle), conducted between 2024 and 2025. Each message was coded for encouragement, criticism, hedging, and superlative keywords in both Korean and English, following an iterative calibration procedure described in the manuscript's Supplementary Material.

Files:- three_project_analysis_v3_2.R: R analysis script (requires tidyverse and lubridate). Reads per-project CSV files and produces coded output with keyword counts, tone classification (encouragement-only / criticism-only / mixed / neutral), and length-normalized metrics.- all_projects_coded_v3.csv: Per-message coding results for all 4,459 assistant messages, including keyword counts, tone classification, and length-normalized metrics (encouragement and criticism counts per 1,000 characters).- manuscript_table_v3.csv: Aggregated project-level statistics reported in Table 2 and related analyses in the main text.

Note: The raw conversation logs (containing personal and bilingual dialogue) are available from the corresponding author upon reasonable request.

Keywords:artificial intelligence, large language models, expertise, autoethnography, sentiment analysis, peer review, RLHF, sycophancy

Related publications:Oh, Y.T. (2025a). Collatz Convergence through Logarithmic Descent and Modular Reduction. Zenodo. https://doi.org/10.5281/zenodo.15484231Oh, Y.T. (2025b). Information-Topological Cosmology: A Thermodynamic Alternative to ΛCDM Unified by Entropy Production. Zenodo. https://doi.org/10.5281/zenodo.15446634Oh, Y.T. (2025c). The Creative Singularity Triangle: A Participatory Model for Post-Technological Innovation. Zenodo. https://doi.org/10.5281/zenodo.15512484
DOI: 10.5281/zenodo.18634034
title: When the Machine Is Not Enough: An Autoethnography of AI-Assisted Amateur Research and the Boundaries of Epistemic Authority

description: Title:Analysis Data for "When the Machine Is Not Enough: An Autoethnography of AI-Assisted Amateur Research and the Boundaries of Epistemic Authority"

Description:This deposit contains the R analysis script and coded output files for the keyword-based sentiment analysis of AI conversation logs reported in the accompanying manuscript, submitted to Science, Technology, & Human Values.

The dataset comprises 4,459 assistant messages from 101 conversations with OpenAI's ChatGPT-4o across three cross-disciplinary research projects (Collatz conjecture, Information-Topological Cosmology, and Creative Singularity Triangle), conducted between 2024 and 2025. Each message was coded for encouragement, criticism, hedging, and superlative keywords in both Korean and English, following an iterative calibration procedure described in the manuscript's Supplementary Material.

Files:- three_project_analysis_v3_2.R: R analysis script (requires tidyverse and lubridate). Reads per-project CSV files and produces coded output with keyword counts, tone classification (encouragement-only / criticism-only / mixed / neutral), and length-normalized metrics.- all_projects_coded_v3.csv: Per-message coding results for all 4,459 assistant messages, including keyword counts, tone classification, and length-normalized metrics (encouragement and criticism counts per 1,000 characters).- manuscript_table_v3.csv: Aggregated project-level statistics reported in Table 2 and related analyses in the main text.

Note: The raw conversation logs (containing personal and bilingual dialogue) are available from the corresponding author upon reasonable request.

Keywords:artificial intelligence, large language models, expertise, autoethnography, sentiment analysis, peer review, RLHF, sycophancy

Related publications:Oh, Y.T. (2025a). Collatz Convergence through Logarithmic Descent and Modular Reduction. Zenodo. https://doi.org/10.5281/zenodo.15484231Oh, Y.T. (2025b). Information-Topological Cosmology: A Thermodynamic Alternative to ΛCDM Unified by Entropy Production. Zenodo. https://doi.org/10.5281/zenodo.15446634Oh, Y.T. (2025c). The Creative Singularity Triangle: A Participatory Model for Post-Technological Innovation. Zenodo. https://doi.org/10.5281/zenodo.15512484
DOI: 10.18738/t8/vxslji
title: Poster_Suman_Ach

description: Final Presentation poster
DOI: 10.18738/t8/jetzek
title: The Illusion of Connectivity: Quantifying the Hidden Safety Gaps Facing San Marcos Cyclists

description: This study investigates the disparity between mapped infrastructure and the on-the-ground reality of the student commute. By analyzing the interplay between traffic physics (Level of Traffic Stress), infrastructure continuity, and nighttime visibility, we quantified the "invisible" risks that standard planning documents overlook
DOI: 10.15468/dl.pktvh6
title: Occurrence Download

description: A dataset containing 1961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Combretum apiculatum"
 ]
}

 The dataset includes 1961 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015822-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18634058
title: STRATEGIC MANAGEMENT IN THE CONTEXT OF DIGITAL TRANSFORMATION: ENHANCING ORGANIZATIONAL COMPETITIVENESS

description: This article analyzes the role of strategic management in the era of digital transformation and its influence on organizational competitiveness. The study is grounded in established strategic management theories, including Porter’s competitive strategy framework, the resource-based view, and the dynamic capabilities approach. Drawing on peer-reviewed academic literature, the research examines how digital technologies such as big data analytics, cloud computing, artificial intelligence, and digital platforms reshape strategic decision-making, business models, and value creation processes. The findings demonstrate that organizations integrating digital transformation into their strategic frameworks achieve enhanced operational efficiency, innovation capacity, and sustainable competitive advantage. The article provides fact-based analysis supported by authoritative academic sources.
DOI: 10.5281/zenodo.18634057
title: STRATEGIC MANAGEMENT IN THE CONTEXT OF DIGITAL TRANSFORMATION: ENHANCING ORGANIZATIONAL COMPETITIVENESS

description: This article analyzes the role of strategic management in the era of digital transformation and its influence on organizational competitiveness. The study is grounded in established strategic management theories, including Porter’s competitive strategy framework, the resource-based view, and the dynamic capabilities approach. Drawing on peer-reviewed academic literature, the research examines how digital technologies such as big data analytics, cloud computing, artificial intelligence, and digital platforms reshape strategic decision-making, business models, and value creation processes. The findings demonstrate that organizations integrating digital transformation into their strategic frameworks achieve enhanced operational efficiency, innovation capacity, and sustainable competitive advantage. The article provides fact-based analysis supported by authoritative academic sources.
DOI: 10.15468/dl.2e4nnp
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophiorrhiza pumila",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015821-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/bp06uo
title: Graduate program enrollment since 2022

description: This is to visualize the rate of enrollment within the higher academic institutions within the United States of America.
DOI: 10.15468/dl.mf6w2p
title: Occurrence Download

description: A dataset containing 20598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Pimelodus grosskopfii"
 ]
}

 The dataset includes 20598 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015823-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8uzey
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-98.13337 19.5651,-98.13734 19.56513,-98.1385 19.5618,-98.14328 19.55052,-98.14426 19.5491,-98.14491 19.54849,-98.14471 19.54685,-98.14707 19.54508,-98.14791 19.54641,-98.15251 19.54333,-98.15344 19.54095,-98.15295 19.53913,-98.15213 19.53804,-98.1499 19.53484,-98.15575 19.53234,-98.1541 19.52898,-98.15691 19.52759,-98.1557 19.52664,-98.14756 19.53109,-98.14624 19.53149,-98.14399 19.53191,-98.14674 19.53304,-98.14634 19.535,-98.14507 19.53643,-98.144 19.53444,-98.14245 19.53569,-98.13986 19.53563,-98.14067 19.53321,-98.14232 19.53147,-98.14285 19.53,-98.14115 19.52764,-98.14109 19.52602,-98.13784 19.52698,-98.13866 19.52981,-98.13514 19.52989,-98.13274 19.53631,-98.13685 19.53693,-98.1392 19.53877,-98.1419 19.53939,-98.14654 19.53642,-98.14598 19.54095,-98.14264 19.54533,-98.13956 19.54594,-98.13721 19.54559,-98.1366 19.54339,-98.1345 19.54514,-98.13042 19.54329,-98.12715 19.54497,-98.12363 19.54243,-98.1217 19.54279,-98.11996 19.54279,-98.11985 19.54599,-98.11467 19.54628,-98.11383 19.54871,-98.11798 19.55071,-98.12537 19.54738,-98.12934 19.54748,-98.1302 19.55108,-98.13427 19.55109,-98.13145 19.56173,-98.13337 19.5651))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015824-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2cb8q
title: Occurrence Download

description: A dataset containing 4858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens balsamina",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4858 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015825-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/sfiu0r
title: Analysis of Rent Affordability & Housing Problems among University students: Problems, Solutions, and Mitigating Measures

description: this is my dataset
DOI: 10.48580/d3lmy.v89
title: Catalogue of snout mites (Acariformes: Bdellidae) of the world
DOI: 10.15468/dl.aqfu7h
title: Occurrence Download

description: A dataset containing 651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parmotrema perlatum",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 651 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015827-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztgn9u
title: Occurrence Download

description: A dataset containing 2543 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stenocarpus sinuatus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2543 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015828-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18634089
title: YAPON TILINI O'QITISHDA SUN'IY INTELLEKTNING AHAMIYATI

description: Mazkur maqolada yapon tilini o‘qitish jarayonida sun’iy intellekt (SI) texnologiyalaridan foydalanishning nazariy va amaliy jihatlari tahlil qilinadi. SI asosidagi ta’lim platformalarining kanji o‘qitish, grammatika, tinglab tushunish va og‘zaki nutq kompetensiyalarini rivojlantirishdagi o‘rni yoritiladi.
DOI: 10.5281/zenodo.18634092
title: YAPON TILINI O'QITISHDA SUN'IY INTELLEKTNING AHAMIYATI

description: Mazkur maqolada yapon tilini o‘qitish jarayonida sun’iy intellekt (SI) texnologiyalaridan foydalanishning nazariy va amaliy jihatlari tahlil qilinadi. SI asosidagi ta’lim platformalarining kanji o‘qitish, grammatika, tinglab tushunish va og‘zaki nutq kompetensiyalarini rivojlantirishdagi o‘rni yoritiladi.
DOI: 10.5281/zenodo.18633131
title: CHEM280 NEXTFLOW
DOI: 10.5281/zenodo.18633132
title: CHEM280 NEXTFLOW
DOI: 10.15468/8epf34
title: DFO-SABS: Plankton data collected during 1923 Strait of Belle Isle Expedition.

description: In the summer of 1923 an expedition was organized to investigate the waters of the Strait of Belle Isle and adjacent contributory waters. Hauls of plankton were made at various points, and some of these form the basis of two reports. 

As part of a data recovery project information on species distribution contained in these reports was extracted and Darwin Core records created for submission to OBIS.
DOI: 10.15468/dl.gmcaw4
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apistogramma megastoma",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015829-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24beqp
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "GadmGid is MEX.32_1",
 "TaxonKey is Pinus maximartinezii",
 "Year 1993-2026"
 ]
}

 The dataset includes 65 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015832-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18633064
title: Data scripts for Exploring Variational Entanglement Hamiltonians

description: Files for generating data and the corresponding plot files. See the GitLab repo QuantVarEntHam.jl  for the codebase.
DOI: 10.5281/zenodo.18633065
title: Data scripts for Exploring Variational Entanglement Hamiltonians

description: Files for generating data and the corresponding plot files. See the GitLab repo QuantVarEntHam.jl  for the codebase.
DOI: 10.15468/dl.2taf6q
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Zinnia peruviana"
 ]
}

 The dataset includes 256 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015835-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87xyg6
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophiorrhiza winkleri",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015833-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/k3iqzt
title: road_safety_weather_impact

description: This is a geo spatial data analysis, done to minimize risk from crashes, and working towards pre crash prediction
DOI: 10.15468/jucnd4
title: DFO-SABS: Historical records from larval swordfish studies in the western Atlantic

description: This resource was created as part of a data digitization project. A list of historical reports containing larval swordfish observations collected as part of Canadian sampling programs in the western Atlantic is being compiled. Version 1 of this resource contains presence information extracted from one report (sampling took place during February 1965). This data recovery project is ongoing.