cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17320916
title: A hybrid approach for decoding, reading and reshaping marginalized public spaces via ANT and AI knowledge graphs
title: Une approche hybride pour décoder, lire et remodeler les espaces publics marginalisés via des graphes de connaissances IA et la TAR

description: This is a dataset repository for manusript titled: "A hybrid approach for decoding, reading and reshaping marginalized public spaces via ANT and AI knowledge graphs"

ABSTRACT

Urbanization in many developing countries often leads to fragmented planning and unsustainable governance, exacerbating climate vulnerability and social exclusion. This study reframes public spaces in marginalized communities as dynamic sociotechnical systems of agencies shaped by complex assemblages of environmental, social, economic, institutional, cultural, and technological actors whose interactions generate place-based resilience or fragility. In light of the latest advancements in big data and data-driven design tools, this study seeks to develop an ontological digital-hybrid framework aimed at deciphering these complexities and transforming them into a sustainable revitalization model by ontologically integrating the principles and mechanisms characteristic of digital public spaces. Using the El Baten district in Bousaada city, Algeria, as a concrete case study, this research employs a multidisciplinary hybrid approach that combines actor–network theory (ANT) as a robust methodological and ontological framework developed in science and technology studies (STSs)with AI-driven knowledge-graph tools to map, analyze, and visualize heterogeneous agencies and perform their relationships. The methodology follows a mixed-method approach that proceeds in two sequential steps. First, SWOT-based ANT analysis combined with multicriteria data analysis is used to construct the sociotechnical network of the marginalized public space and identify leverage points and vulnerabilities. Second, the network is improved by explicitly integrating the agency of technological objects via generative pretrained transformers (GPTs) through RAG technique, enabling the translation of sociopolitical complexity into an ontologically sustainable revitalization model. The findings demonstrate that the hybrid approach deconstructs latent relations, surfaces seldom-recognized actors, and generates actionable, context-sensitive revitalization scenarios that prioritize sustainability, local agency, and adaptive governance. The proposed model offers a replicable, multidimensional pathway for architects, urban planners, and policymakers seeking to foster resilient, inclusive public spaces in similarly marginalized contexts. By bridging ANT’s ontological insights with AI-enabled analytics, the study contributes both a conceptual framework and practical tools for sustainable urban revitalization of marginalized public spaces.

keywordsANT, AI knowledge graph, public spaces, marginalized contexts, RAG technique, GPT-augmented UrbanKGs.
DOI: 10.5281/zenodo.17320917
title: A hybrid approach for decoding, reading and reshaping marginalized public spaces via ANT and AI knowledge graphs
title: Une approche hybride pour décoder, lire et remodeler les espaces publics marginalisés via des graphes de connaissances IA et la TAR

description: This is a dataset repository for manusript titled: "A hybrid approach for decoding, reading and reshaping marginalized public spaces via ANT and AI knowledge graphs"

ABSTRACT

Urbanization in many developing countries often leads to fragmented planning and unsustainable governance, exacerbating climate vulnerability and social exclusion. This study reframes public spaces in marginalized communities as dynamic sociotechnical systems of agencies shaped by complex assemblages of environmental, social, economic, institutional, cultural, and technological actors whose interactions generate place-based resilience or fragility. In light of the latest advancements in big data and data-driven design tools, this study seeks to develop an ontological digital-hybrid framework aimed at deciphering these complexities and transforming them into a sustainable revitalization model by ontologically integrating the principles and mechanisms characteristic of digital public spaces. Using the El Baten district in Bousaada city, Algeria, as a concrete case study, this research employs a multidisciplinary hybrid approach that combines actor–network theory (ANT) as a robust methodological and ontological framework developed in science and technology studies (STSs)with AI-driven knowledge-graph tools to map, analyze, and visualize heterogeneous agencies and perform their relationships. The methodology follows a mixed-method approach that proceeds in two sequential steps. First, SWOT-based ANT analysis combined with multicriteria data analysis is used to construct the sociotechnical network of the marginalized public space and identify leverage points and vulnerabilities. Second, the network is improved by explicitly integrating the agency of technological objects via generative pretrained transformers (GPTs) through RAG technique, enabling the translation of sociopolitical complexity into an ontologically sustainable revitalization model. The findings demonstrate that the hybrid approach deconstructs latent relations, surfaces seldom-recognized actors, and generates actionable, context-sensitive revitalization scenarios that prioritize sustainability, local agency, and adaptive governance. The proposed model offers a replicable, multidimensional pathway for architects, urban planners, and policymakers seeking to foster resilient, inclusive public spaces in similarly marginalized contexts. By bridging ANT’s ontological insights with AI-enabled analytics, the study contributes both a conceptual framework and practical tools for sustainable urban revitalization of marginalized public spaces.

keywordsANT, AI knowledge graph, public spaces, marginalized contexts, RAG technique, GPT-augmented UrbanKGs.
DOI: 10.5281/zenodo.18205497
title: Aum Golly 3 Poetry Generation Corpus

description: Complete research corpus of the AI poetry generation process for "Aum Golly 3 – Perfectly Fine Poems on Humanity by Artificial Intelligence".

The Aum Golly series explores the boundaries of AI-assisted creativity. For the third book of the series, author Jukka Aalho developed an agentic AI workflow where agents worked as writer, critic, editor, translator and ideator.On November 29, 2025, Aum Golly 3 was created in 8 hours. This corpus contains all the generations and translations from that session.

How to use this corpus

This corpus is intended for anyone interested in what the latest AI-assisted creativity looked like in late-2025. The source code for the AI poetry machine has also been released.

What this corpus contains

- All 253 generation jobs from the November 29, 2025 8-hour session- Complete generation artifacts for each job (variants, selections, refinements, feedback)- Metadata files identifying the curation funnel: 253 → 98 selected → 41 published- File naming indicates curation status

Contents

- Generation jobs: 253 complete job directories- Each job contains: 5-30+ poem files (variants, selections, refinements, JSONs)- Total poems in book: 41 (marked with _SAVED_CHOSEN suffix)- Total selected during curation: 98 (marked with _SAVED or _SAVED_CHOSEN suffix)- Date the final study corpus was compiled: 2025-12-19- Generated using: Aum Golly 3 - Agentic AI Poetry System
DOI: 10.5281/zenodo.18205498
title: Aum Golly 3 Poetry Generation Corpus

description: Complete research corpus of the AI poetry generation process for "Aum Golly 3 – Perfectly Fine Poems on Humanity by Artificial Intelligence".

The Aum Golly series explores the boundaries of AI-assisted creativity. For the third book of the series, author Jukka Aalho developed an agentic AI workflow where agents worked as writer, critic, editor, translator and ideator.On November 29, 2025, Aum Golly 3 was created in 8 hours. This corpus contains all the generations and translations from that session.

How to use this corpus

This corpus is intended for anyone interested in what the latest AI-assisted creativity looked like in late-2025. The source code for the AI poetry machine has also been released.

What this corpus contains

- All 253 generation jobs from the November 29, 2025 8-hour session- Complete generation artifacts for each job (variants, selections, refinements, feedback)- Metadata files identifying the curation funnel: 253 → 98 selected → 41 published- File naming indicates curation status

Contents

- Generation jobs: 253 complete job directories- Each job contains: 5-30+ poem files (variants, selections, refinements, JSONs)- Total poems in book: 41 (marked with _SAVED_CHOSEN suffix)- Total selected during curation: 98 (marked with _SAVED or _SAVED_CHOSEN suffix)- Date the final study corpus was compiled: 2025-12-19- Generated using: Aum Golly 3 - Agentic AI Poetry System
DOI: 10.48580/d39r.v38
title: Plecoptera Species File
DOI: 10.48580/d39r.v39
title: Plecoptera Species File
DOI: 10.48580/d39s.v7
title: Droseraceae Database
DOI: 10.48580/d39s.v8
title: Droseraceae Database
DOI: 10.48580/d39v.v7
title: Taxapad Ichneumonoidea
DOI: 10.6084/m9.figshare.31306384
title: Niclosamide Effects on Rainbow Trout

description: Niclosamide (2′,5-dichloro-4′-nitrosalicylanalide) is a piscicide used to control invasive sea lamprey (Petromyzon marinus) in the Laurentian Great Lakes. It is also a molluscide used in tropical and sub-tropical freshwaters to control snail populations that are intermediate hosts to the blood flukes that causes schistosomiasis in humans. While the mechanism of niclosamide toxicity is known, its corresponding physiological effects on non-target fishes are not well-established. To better understand how niclosamide could adversely affect non-target fishes, rainbow trout (Oncorhynchus mykiss) were exposed to an environmentally relevant niclosamide concentration of 0.150 mg L􀀀 1 (measured = 0.12–0.18 mg L􀀀 1) over 9 h, during which tissues were collected for measurement of energy stores and metabolites. Niclosamide exposure reduced brain ATP and glycogen by ~50 %, and liver glycogen by ~40 %. Reductions of ATP, phosphocreatine and glycogen were also observed in muscle, with corresponding increases in pyruvate and lactate, plus development of a metabolic acidosis (~0.2 unit decrease in intracellular pH). These disturbances were consistent with impaired mitochondrial oxidative phosphorylation and greater reliance on anaerobic glycolysis to generate ATP. Notably, physiological homeostasis was restored in the brain, liver, and muscle within 24 h after depuration in fresh, niclosamide-free water. We conclude that nontarget fishes are susceptible to niclosamide, but at least in rainbow trout, the effects are readily reversed after exposure ceases. Similar approaches could be used to determine the susceptibility and resilience of other fishes to niclosamide in environments where it is required as a either a lampricide or a molluscicide.
DOI: 10.48580/d39v.v8
title: Taxapad Ichneumonoidea
DOI: 10.6084/m9.figshare.31306384.v1
title: Niclosamide Effects on Rainbow Trout

description: Niclosamide (2′,5-dichloro-4′-nitrosalicylanalide) is a piscicide used to control invasive sea lamprey (Petromyzon marinus) in the Laurentian Great Lakes. It is also a molluscide used in tropical and sub-tropical freshwaters to control snail populations that are intermediate hosts to the blood flukes that causes schistosomiasis in humans. While the mechanism of niclosamide toxicity is known, its corresponding physiological effects on non-target fishes are not well-established. To better understand how niclosamide could adversely affect non-target fishes, rainbow trout (Oncorhynchus mykiss) were exposed to an environmentally relevant niclosamide concentration of 0.150 mg L􀀀 1 (measured = 0.12–0.18 mg L􀀀 1) over 9 h, during which tissues were collected for measurement of energy stores and metabolites. Niclosamide exposure reduced brain ATP and glycogen by ~50 %, and liver glycogen by ~40 %. Reductions of ATP, phosphocreatine and glycogen were also observed in muscle, with corresponding increases in pyruvate and lactate, plus development of a metabolic acidosis (~0.2 unit decrease in intracellular pH). These disturbances were consistent with impaired mitochondrial oxidative phosphorylation and greater reliance on anaerobic glycolysis to generate ATP. Notably, physiological homeostasis was restored in the brain, liver, and muscle within 24 h after depuration in fresh, niclosamide-free water. We conclude that nontarget fishes are susceptible to niclosamide, but at least in rainbow trout, the effects are readily reversed after exposure ceases. Similar approaches could be used to determine the susceptibility and resilience of other fishes to niclosamide in environments where it is required as a either a lampricide or a molluscicide.
DOI: 10.48580/d39w.v7
title: Mites GSDs: RhodacaridBase
DOI: 10.15468/dl.ryk5wh
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phallobrycon adenacanthus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005975-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/d39w.v8
title: Mites GSD Rhodacaridae
DOI: 10.48580/d39x.v7
title: Mites GSDs: PhytoseiidBase
DOI: 10.48580/d39x.v8
title: Mites GSD Phytoseiidae
DOI: 10.48580/d3b3.v7
title: Early Land Plants Today
DOI: 10.48580/d3b3.v8
title: Early Land Plants Today
DOI: 10.48580/d3b5.v7
title: Moss Bug Base
DOI: 10.48580/d3b5.v8
title: Moss Bug Base
DOI: 10.5683/sp3/1mcaq2
title: Data for Chignecto Isthmus flood vulnerability mapping

description: The file in this dataset relates to the paper Tackley et al. (2026) titled "First-Order Assessment of Flood Vulnerability in the Chignecto Isthmus, Atlantic Canada" published in Cambridge Prisms: Coastal Futures.
DOI: 10.48580/d3b7.v7
title: Mites GSDs: TenuipalpidBase
DOI: 10.48580/d3b7.v8
title: Mites GSD Tenuipalpidae
DOI: 10.5281/zenodo.18598764
title: Subsurface Hydrocarbon Biodegradation in the Context of Microbial Habitability and Hydrogeologic, Thermal, and Geologic Evolution of the Colorado Plateau

description: This dataset includes four tables available as .xlsx files. The tables include biodegradation ratios and water chemistry data for sampled wells (table S1), biomarker abundances, biodegradation ratios, and bulk organic geochemistry data for Rainbow Rocks samples (table S2), biomarker abundances, biodegradation ratios, and bulk organic geochemistry data for the White Rim Sandstone core samples (table S3), and a compilation of water chemistry data from the literature (table S4). The data is used to evaluate hydrocarbon biodegradation across five hydrocarbon reservoirs in the Colorado Plateau (USA).
DOI: 10.5281/zenodo.18598762
title: Subsurface Hydrocarbon Biodegradation in the Context of Microbial Habitability and Hydrogeologic, Thermal, and Geologic Evolution of the Colorado Plateau

description: This dataset includes four tables available as .xlsx files. The tables include biodegradation ratios and water chemistry data for sampled wells (table S1), biomarker abundances, biodegradation ratios, and bulk organic geochemistry data for Rainbow Rocks samples (table S2), biomarker abundances, biodegradation ratios, and bulk organic geochemistry data for the White Rim Sandstone core samples (table S3), and a compilation of water chemistry data from the literature (table S4). The data is used to evaluate hydrocarbon biodegradation across five hydrocarbon reservoirs in the Colorado Plateau (USA).
DOI: 10.48580/d3b8.v154
title: A Global Information System for Lichenized and Non-Lichenized Ascomycetes
DOI: 10.48580/d3b8.v156
title: A Global Information System for Lichenized and Non-Lichenized Ascomycetes
DOI: 10.48567/ta5f-9q85
title: Antarctic satellite composite imagery, 2026.
DOI: 10.48580/d3b9.v7
title: Bdellid & Cunaxid Databases
DOI: 10.48580/d3b9.v8
title: Bdellid & Cunaxid Databases
DOI: 10.48580/d3bb.v80
title: World List of Bryozoa
DOI: 10.48580/d3bb.v81
title: World List of Bryozoa
DOI: 10.48580/d3bc.v6
title: Spider Mites Web
DOI: 10.48580/d3bc.v7
title: Spider Mites Web
DOI: 10.48580/d3bg.v80
title: World Nemertea Database
DOI: 10.48580/d3bg.v81
title: World Nemertea Database
DOI: 10.48580/d3bh.v77
title: World List of Bochusacea
DOI: 10.48580/d3bh.v78
title: World List of Bochusacea
DOI: 10.48580/d3bj.v77
title: World List of Brachypoda
DOI: 10.48580/d3bj.v78
title: World List of Brachypoda
DOI: 10.48580/d3bk.v77
title: World List of Mystacocarida
DOI: 10.48580/d3bk.v78
title: World List of Mystacocarida
DOI: 10.5281/zenodo.18254134
title: Data for the article: "Soil microbial responses to perennial forage plant cultivation in degraded Ethiopian soils - a greenhouse experiment"
DOI: 10.5281/zenodo.18254135
title: Data for the article: "Soil microbial responses to perennial forage plant cultivation in degraded Ethiopian soils - a greenhouse experiment"
DOI: 10.48580/d3bl.v20
title: Embioptera Species File
DOI: 10.48580/d3bl.v21
title: Embioptera Species File
DOI: 10.15468/dl.9uyz6g
title: Occurrence Download

description: A dataset containing 63783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "Geometry POLYGON((-80.57603 54.05002,-54.62856 52.48796,-63.7984 61.31068,-69.12096 61.36854,-75.83201 63.62484,-78.72471 62.93059,-80.57603 54.05002))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Insecta, Arachnida)"
 ]
}

 The dataset includes 63783 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005900-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/d3bm.v78
title: World Polychaeta Database
DOI: 10.48580/d3bm.v79
title: World Polychaeta Database
DOI: 10.48580/d3bn.v75
title: World Remipedia Database
DOI: 10.48580/d3bn.v76
title: World Remipedia Database
DOI: 10.48580/d3bp.v76
title: World List of Tantulocarida
DOI: 10.48580/d3bp.v77
title: World List of Tantulocarida
DOI: 10.48580/d3bq.v77
title: World List of Thermosbaenacea
DOI: 10.48580/d3bq.v78
title: World List of Thermosbaenacea
DOI: 10.48580/d3br.v75
title: World Marine, Freshwater and Terrestrial Isopod Crustaceans database
DOI: 10.48580/d3br.v76
title: World Marine, Freshwater and Terrestrial Isopod Crustaceans database
DOI: 10.48580/d3bs.v76
title: World Asteroidea Database
DOI: 10.48580/d3bs.v77
title: World Asteroidea Database
DOI: 10.48580/d3bt.v7
title: Membracoidea of the World Database
DOI: 10.48580/d3bv.v153
title: Saccharomycetes - ascomycetous yeast forming fungi
DOI: 10.48580/d3bv.v155
title: Saccharomycetes - ascomycetous yeast forming fungi
DOI: 10.48580/d3bw.v13
title: Dothideomycetes - saprobic or parasitic ascolocular ascomycetes
DOI: 10.48580/d3bw.v14
title: Dothideomycetes - saprobic or parasitic ascolocular ascomycetes
DOI: 10.48580/d3bx.v76
title: World List of Marine Oligochaeta
DOI: 10.48580/d3bx.v77
title: World List of Marine Oligochaeta
DOI: 10.48580/d3by.v77
title: World List of Xenoturbellida
DOI: 10.48580/d3by.v78
title: World List of Xenoturbellida
DOI: 10.48580/d3bz.v44
title: Systema Dipterorum
DOI: 10.48580/d3bz.v45
title: Systema Dipterorum
DOI: 10.48580/d3c3.v75
title: World Strepsiptera Database
DOI: 10.48580/d3c3.v76
title: World Strepsiptera Database
DOI: 10.48580/d3c4.v6
title: Phoronida Database
DOI: 10.48580/d3c4.v7
title: Phoronida Database
DOI: 10.48580/d3c5.v77
title: World List of Leptostraca
DOI: 10.48580/d3c5.v78
title: World List of Leptostraca
DOI: 10.5281/zenodo.18599172
title: ZAMONAVIY CHET TILI O'QITISHDAGI INNOVATSION KOMMUNIKATIV YONDASHUVLAR

description: Ushbu maqola zamonaviy chet tili o‘qitish jarayonida kommunikativ yondashuvlarning ahamiyati, xususiyatlari va innovatsion tamoyillarini tahlil qiladi. Kommunikativ yondashuv til o‘rganish jarayonida nafaqat lingvistik asoslar, balki kommunikativ kompetentsiyani shakllantirishga qaratilganligi ko‘rsatildi. Maqolada didaktik, metodik hamda psixologik nuqtai nazarlar yoritilib, innovatsion texnologiyalar yordamida samarali muloqot ko‘nikmalarini shakllantirish usullari tahlil etildi. Shu bilan birga, til o‘rganish jarayonida real kommunikativ vazifalar, interaktiv o‘quv muhitlarining roli, shuningdek, o‘quvchilarning faol ishtirokini ta’minlash strategiyalari ko‘rib chiqiladi. Tadqiqot natijalari chet tili o‘qitish metodikasini yanada samarali tashkil etish uchun amaliy tavsiyalarni beradi.
DOI: 10.5281/zenodo.18599171
title: ZAMONAVIY CHET TILI O'QITISHDAGI INNOVATSION KOMMUNIKATIV YONDASHUVLAR

description: Ushbu maqola zamonaviy chet tili o‘qitish jarayonida kommunikativ yondashuvlarning ahamiyati, xususiyatlari va innovatsion tamoyillarini tahlil qiladi. Kommunikativ yondashuv til o‘rganish jarayonida nafaqat lingvistik asoslar, balki kommunikativ kompetentsiyani shakllantirishga qaratilganligi ko‘rsatildi. Maqolada didaktik, metodik hamda psixologik nuqtai nazarlar yoritilib, innovatsion texnologiyalar yordamida samarali muloqot ko‘nikmalarini shakllantirish usullari tahlil etildi. Shu bilan birga, til o‘rganish jarayonida real kommunikativ vazifalar, interaktiv o‘quv muhitlarining roli, shuningdek, o‘quvchilarning faol ishtirokini ta’minlash strategiyalari ko‘rib chiqiladi. Tadqiqot natijalari chet tili o‘qitish metodikasini yanada samarali tashkil etish uchun amaliy tavsiyalarni beradi.
DOI: 10.48580/d3c6.v77
title: World Echinoidea Database
DOI: 10.48580/d3c6.v78
title: World Echinoidea Database
DOI: 10.48580/d3c7.v78
title: World List of Holothuroidea
DOI: 10.48580/d3c7.v79
title: World List of Holothuroidea
DOI: 10.48580/d3c8.v85
title: World List of marine Brachyura
DOI: 10.48580/d3c8.v86
title: World List of marine Brachyura
DOI: 10.15468/dl.fu6z64
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.01404 44.43478,-9.91248 43.32634,-9.68465 36.97806,-5.29884 36.01653,0.62486 37.3412,1.13749 39.74646,4.38413 41.85883,-2.33699 43.45052,-5.01404 44.43478))",
 "HasGeospatialIssue is false",
 "TaxonKey is Hierodula transcaucasica"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005977-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/d3c9.v77
title: World List of Polycystina (Radiolaria)
DOI: 10.48580/d3c9.v78
title: World List of Polycystina (Radiolaria)
DOI: 10.34770/113f-6p86
title: Dataset for "Competing effects of network architecture and composition on polydomain liquid crystal elastomers"

description: Extended dataset for "Competing effects of network architecture and
 composition on polydomain liquid crystal elastomers"
DOI: 10.48580/d3cb.v76
title: World List of Tanaidacea
DOI: 10.15468/dl.z3ghe6
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Petaurista alborufus [GBIF Backbone Taxonomy])",
 "Country is one of (China)"
 ]
 }
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005978-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/d3cb.v77
title: World List of Tanaidacea
DOI: 10.48580/d3cd.v76
title: World Hydrozoa Database
DOI: 10.48580/d3cd.v77
title: World Hydrozoa Database
DOI: 10.48580/d3cf.v9
title: The World Ciliate Catalog