cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18788106
title: Supplementary Data Toward an AI-Enhanced Relational–Mechanistic Framework for ELT: A CIMO-Based Evidence Synthesis of Ecosystemic Governance in Open and Distributed Learning

description: This repository contains the complete supplementary materials (SM01–SM06) supporting the systematic review titled “Toward an AI-Enhanced Relational–Mechanistic Framework for ELT: A CIMO-Based Evidence Synthesis of Ecosystemic Governance in Open and Distributed Learning.”

The dataset includes full inclusion–exclusion protocols, quality appraisal matrices (JBI, MMAT, AMSTAR-2), hybrid thematic coding framework, complete CIMO mapping matrix for 111 empirical studies (2015–2025), cross-level governance synthesis matrices, and negative case analysis with governance failure typology.

All materials are provided to ensure methodological transparency, intercoder reliability verification (κ ≥ 0.80), configurational replication, and secondary analytical reuse. The repository operationalizes open science principles in qualitative evidence synthesis and supports further research on AI-supported ELT integration, ecosystemic governance, and digital justice in open and distributed learning contexts.

All online supplementary materials (SM01–SM06) are deposited in the Zenodo repository and include:





SM01: Inclusion–Exclusion Criteria and Full Search Strategy




SM02: Quality Appraisal Matrices (JBI, MMAT, AMSTAR-2) and Scoring Protocol




SM03: Hybrid Thematic Coding Framework and Codebook




SM04: Complete CIMO Mapping Matrix for all 111 Included Studies




SM05: Cross-Level Governance Pathway Synthesis Matrix




SM06: Negative Case Analysis and Governance Failure Configuration Mapping



These materials provide detailed coding protocols, intercoder reliability documentation (κ ≥ 0.80), abstraction procedures, and full configurational mapping across Context–Intervention–Mechanism–Outcome dimensions.

In addition, the following appendices are included within the main manuscript file:





Appendix A: Governance Failure Architecture and Level-Specific Risk Amplification Patterns




Appendix B: Full Configurational Mapping of Propositions Across Contextual Variations




Appendix C: Cross-Regional Governance Alignment Matrix




Appendix D: Detailed Coding Protocol, Intercoder Agreement Metrics, and CIMO Abstraction Procedures



Together, the supplementary materials and appendices provide complete methodological transparency, enabling independent verification of analytical procedures and facilitating future configurational replication studies.
DOI: 10.13018/bmr51399
title: PARP14 macro domain 2 ADPr bound
DOI: 10.17632/xnpkxr6rfs
title: Estimation of the WTP for consumers not connected to fixed and mobile Internet service

description: This respository contains the datasets and do files used to estimate the willingness to pay (WTP) of consumers not connected to fixed and mobile internet access services in Peru
for the years 2013, 2019, and 2023, using interval regression estimated with data from the Residential Survey of Telecommunications Services (ERESTEL).
The WTP estimation is performed both nationally and by geographic areas of Peru to capture differentiated effects.
DOI: 10.13018/bmr51400
title: 1H, 13C, and 15N Chemical Shift Assignments for amyloidogenic SEM1(68-85) peptide
DOI: 10.17632/xnpkxr6rfs.1
title: Estimation of the WTP for consumers not connected to fixed and mobile Internet service

description: This respository contains the datasets and do files used to estimate the willingness to pay (WTP) of consumers not connected to fixed and mobile internet access services in Peru
for the years 2013, 2019, and 2023, using interval regression estimated with data from the Residential Survey of Telecommunications Services (ERESTEL).
The WTP estimation is performed both nationally and by geographic areas of Peru to capture differentiated effects.
DOI: 10.13018/bmr51401
title: SNAC-mEpoR-TM
DOI: 10.13018/bmr51402
title: Bacillus subtilis SepF protein assembly (wild type)
DOI: 10.17632/cwtk32p8rm
title: Physical Parameters of Iron Meteoroids

description: This dataset provides posterior distribution of the physical characteristics of 15 iron-rich meteoroids inferred via dynamic nested sampling from meteor observations. All the simulations runs are organized in 3 different folders based on the three luminous-efficiency (Tau) assumptions used (3%, 0.3%, 0.08%). For events with CAMO narrow-field tracking, wake plots (observed vs. best-guess lag/deceleration) and available spectra are included. Preferred solutions are in the Results folder and they satisfy both an observational fit criterion and a melting-temperature admissibility test (two events likely require an intermediate luminous efficiency).
DOI: 10.13018/bmr51403
title: Backbone chemical shifts of VN NS1 W182A effector domain
DOI: 10.13018/bmr51404
title: Backbone chemical shifts of PR8 NS1 W187A effector domain
DOI: 10.17632/cwtk32p8rm.2
title: Physical Parameters of Iron Meteoroids

description: This dataset provides posterior distribution of the physical characteristics of 15 iron-rich meteoroids inferred via dynamic nested sampling from meteor observations. All the simulations runs are organized in 3 different folders based on the three luminous-efficiency (Tau) assumptions used (3%, 0.3%, 0.08%). For events with CAMO narrow-field tracking, wake plots (observed vs. best-guess lag/deceleration) and available spectra are included. Preferred solutions are in the Results folder and they satisfy both an observational fit criterion and a melting-temperature admissibility test (two events likely require an intermediate luminous efficiency).
DOI: 10.13018/bmr51405
title: NMR resonance assignments of the DNA binding domain of mouse Junctophilin-2
DOI: 10.34740/kaggle/dsv/14970759
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.17632/szrfjhhj3n
title: Extended Culture of Hydrogel-Embedded Precision-Cut Lung Slices Recapitulates Fibrotic Gene Expression and Drug Response
DOI: 10.17632/szrfjhhj3n.1
title: Extended Culture of Hydrogel-Embedded Precision-Cut Lung Slices Recapitulates Fibrotic Gene Expression and Drug Response
DOI: 10.13018/bmr51406
title: 1H, 13C, and 15N Chemical Shift Assignments for amyloidogenic SEM1(68-107) peptide
DOI: 10.13018/bmr51407
title: 1H and 13C chemical shifts for a peptide encompassing residues 2-36 of the human formin INF2 in aqueous solution
DOI: 10.17632/r3vvfx3wjv
title: Brown Innovation Escalation: Patent-Induced CO2 Emissions Intensity Across Development Stages

description: Data for this study basically sourced from world Bank and FDI data sourced from UNCATD data base
DOI: 10.13018/bmr51408
title: 1H and 13C chemical shifts for a peptide encompassing residues 2-36 of the human formin INF2 in 30% TFE
DOI: 10.5281/zenodo.14216529
title: Dummy metadata deposit
DOI: 10.5281/zenodo.14216530
title: Dummy metadata deposit
DOI: 10.17632/r3vvfx3wjv.1
title: Brown Innovation Escalation: Patent-Induced CO2 Emissions Intensity Across Development Stages

description: Data for this study basically sourced from world Bank and FDI data sourced from UNCATD data base
DOI: 10.13018/bmr51410
title: Bicelle-bound conformation of HIV-1 gp41 ectodomain
DOI: 10.13018/bmr51411
title: 1H, 13C and 15N backbone chemical Shift assignments of the extracellular region of human PD-L1 (residues 19-239)
DOI: 10.13018/bmr51412
title: 1H, 13C and 15N Backbone Chemical Shift Assignments of the N-terminal IgV-like domain of human PD-L1 (residues 19-134)
DOI: 10.13018/bmr51413
title: Bromodomain Interactions with Acetylated Histone 4 Peptides in the Tandem Domain BRD4 -- Effects on Domain Dynamics and Internal Flexibility
DOI: 10.13018/bmr51414
title: Bromodomain Interactions with Acetylated Histone 4 Peptides in the Tandem Domain BRD4 -- Effects on Domain Dynamics and Internal Flexibility
DOI: 10.17632/wpyrxmphfz
title: Data for 3D Finite Element Analysis of Fatigue Crack Growth in Modified Compact Tension Specimen: Role of Secondary Hole Position

description: The specimens were modeled based on established literature and analyzed using SMART Crack Growth Technology on ANSYS 2025 R2. Constant amplitude loading was applied, diverging from the variable loading protocols utilized in previous research. Although crack growth trends were consistent with earlier findings, the constant amplitude resulted in a distinct exponential surge in the a−N curves as failure approached.

Numerical validation was confirmed through similar (a/W) vs. f(a/W) curves, normalized SIF trends, and rigorous mesh independence checks. The study then introduced a secondary hole at eight strategic locations to evaluate its impact on trajectory. It was observed that minor geometric modifications significantly influenced the crack's path. These results demonstrate how a second discontinuity can steer or capture a crack, providing a new perspective on managing fatigue and failure paths in structural components.
DOI: 10.13018/bmr51415
title: Bromodomain Interactions with Acetylated Histone 4 Peptides in the Tandem Domain BRD4 -- Effects on Domain Dynamics and Internal Flexibility
DOI: 10.13140/rg.2.2.11751.30882
title: Wyoming Radiosonde Data Download
DOI: 10.17632/wpyrxmphfz.1
title: Data for 3D Finite Element Analysis of Fatigue Crack Growth in Modified Compact Tension Specimen: Role of Secondary Hole Position

description: The specimens were modeled based on established literature and analyzed using SMART Crack Growth Technology on ANSYS 2025 R2. Constant amplitude loading was applied, diverging from the variable loading protocols utilized in previous research. Although crack growth trends were consistent with earlier findings, the constant amplitude resulted in a distinct exponential surge in the a−N curves as failure approached.

Numerical validation was confirmed through similar (a/W) vs. f(a/W) curves, normalized SIF trends, and rigorous mesh independence checks. The study then introduced a secondary hole at eight strategic locations to evaluate its impact on trajectory. It was observed that minor geometric modifications significantly influenced the crack's path. These results demonstrate how a second discontinuity can steer or capture a crack, providing a new perspective on managing fatigue and failure paths in structural components.
DOI: 10.13018/bmr51416
title: Bromodomain Interactions with Acetylated Histone 4 Peptides in the Tandem Domain BRD4 -- Effects on Domain Dynamics and Internal Flexibility
DOI: 10.13018/bmr51417
title: Bromodomain Interactions with Acetylated Histone 4 Peptides in the Tandem Domain BRD4 -- Effects on Domain Dynamics and Internal Flexibility
DOI: 10.13018/bmr51418
title: Bromodomain Interactions with Acetylated Histone 4 Peptides in the Tandem Domain BRD4 -- Effects on Domain Dynamics and Internal Flexibility
DOI: 10.17632/r9g78zx8vc
title: DEPOCEN's Vietnam Macroeconomic Review Data 2025

description: dataset used in depocen's Vietnam's Annual Review of Macroeconomics 2025
DOI: 10.13018/bmr51419
title: Backbone chemical shift assignments of R86A mutant of the Akt1 PH domain
DOI: 10.17632/r9g78zx8vc.2
title: DEPOCEN's Vietnam Macroeconomic Review Data 2025

description: dataset used in depocen's Vietnam's Annual Review of Macroeconomics 2025
DOI: 10.13018/bmr51420
title: Backbone 1H, 13C, and 15N Chemical Shift Assignments for EZH2 loop at 310K and 278K
DOI: 10.13018/bmr51421
title: Backbone 1H, 13C, and 15N Chemical Shift Assignments for T345D mutant of EZH2 loop
DOI: 10.17632/jzcbs7fjnx
title: Assessing the plausibility of direct constraints on ancient atmospheric pCO2 from fluid inclusions in halite: A theoretical and experimental approach

description: Raw data for all figures in the manuscript by Hudgins, Park, Ryan, Rogers, and Schaller to be published by Geochimica et Cosmochimica Acta as "Assessing the plausibility of direct constraints on ancient atmospheric pCO2 from fluid inclusions in halite: A theoretical and experimental approach". All data necessary to evaluate the conclusions of this study.
DOI: 10.13018/bmr51422
title: 1H, 13C and 15N backbone chemical shifts for human calmodulin in aqueous solution
DOI: 10.17632/jzcbs7fjnx.1
title: Assessing the plausibility of direct constraints on ancient atmospheric pCO2 from fluid inclusions in halite: A theoretical and experimental approach

description: Raw data for all figures in the manuscript by Hudgins, Park, Ryan, Rogers, and Schaller to be published by Geochimica et Cosmochimica Acta as "Assessing the plausibility of direct constraints on ancient atmospheric pCO2 from fluid inclusions in halite: A theoretical and experimental approach". All data necessary to evaluate the conclusions of this study.
DOI: 10.13018/bmr51423
title: Backbone resonance assignments and relaxation rates for the apo form of the solute binding domain of the ergothioneine transporter EgtU
DOI: 10.13018/bmr51424
title: Backbone resonance assignments and relaxation rates for the ergothioneine-bound form of the solute binding domain of the ergothioneine transporter EgtU
DOI: 10.17632/jyjwn7rytz
title: Beyond the Outlet: How Lateral Seepage Shapes Controlled Drainage Performance in Sandy Soils

description: Field data for controlled drainage
DOI: 10.13018/bmr51427
title: B-Myb association with DNA is mediated by its negative regulatory domain and Cdk phosphorylation
DOI: 10.17632/jyjwn7rytz.1
title: Beyond the Outlet: How Lateral Seepage Shapes Controlled Drainage Performance in Sandy Soils

description: Field data for controlled drainage
DOI: 10.13018/bmr51428
title: Variant 5 isolated CTD
DOI: 10.13018/bmr51429
title: Full-length Variant 5 (CTD only)
DOI: 10.13018/bmr51430
title: ILV Methyl NMR Resonance Assignments of the 81 kDa E. coli b-clamp T45R/S107R
DOI: 10.17632/k2d8nmmjmm
title: Stoichiometric decoupling and enzymatic responses to land-use intensification in sub-tropical soils (Phek, Nagaland)

description: This dataset contains the primary soil physicochemical, microbial, and enzymatic stoichiometric data used to evaluate nutrient cycling and microbial metabolic strategies across a land-use gradient in Phek, Nagaland, India. The study investigates the transition from undisturbed forests (FR) to Jhum cultivation (JH), intensive agriculture (AG), and horticulture (HR).
DOI: 10.13018/bmr51431
title: ILV Methyl NMR Resonance Assignments of the 81 kDa E. coli b-clamp
DOI: 10.17632/k2d8nmmjmm.1
title: Stoichiometric decoupling and enzymatic responses to land-use intensification in sub-tropical soils (Phek, Nagaland)

description: This dataset contains the primary soil physicochemical, microbial, and enzymatic stoichiometric data used to evaluate nutrient cycling and microbial metabolic strategies across a land-use gradient in Phek, Nagaland, India. The study investigates the transition from undisturbed forests (FR) to Jhum cultivation (JH), intensive agriculture (AG), and horticulture (HR).
DOI: 10.13018/bmr51432
title: Bcl-xl-delC UV exposed assigned chemical shifts used for TALOS calculation
DOI: 10.17632/46k6hkxbdf
title: Field-driven approach to personalized lattice midsole design using plantar pressure profiles

description: The folders contain the mechanical raw data from the tests, and one video for each design combination that has been tested.
DOI: 10.13018/bmr51433
title: Variant 8 CTD
DOI: 10.13018/bmr51434
title: ILV methyl chemical shift assignments for apo COQ8A-Ndel250
DOI: 10.17632/46k6hkxbdf.1
title: Field-driven approach to personalized lattice midsole design using plantar pressure profiles

description: The folders contain the mechanical raw data from the tests, and one video for each design combination that has been tested.
DOI: 10.13018/bmr51435
title: ILV chemical shift assignments for COQ8A in the presence of 1 mM 2-propylphenol
DOI: 10.13018/bmr51436
title: ILV methyl chemical shift assignments for COQ8A in the presence of 1 mM 2-propylphenol and 1 mM Triton X-100
DOI: 10.13018/bmr51437
title: Backbone assignment of S. pombe PCNA
DOI: 10.13018/bmr51438
title: Deuterated chemical shifts of TcART
DOI: 10.13018/bmr51439
title: 1H, 13C,15N assignment of human CISD3 mitochondrial protein
DOI: 10.13018/bmr51440
title: Identification and characterization of an RRM-containing, RNA binding protein in Acinetobacter Baumannii
DOI: 10.13018/bmr51441
title: Solution NMR backbone chemical shift assignment for Tetrahymena Ctc1 OB-A domain
DOI: 10.13018/bmr51442
title: Solution NMR backbone chemical shift assignment for Tetrahymena Ctc1 OB-A and p50 peptide
DOI: 10.13018/bmr51443
title: Solution NMR backbone chemical shift assignment for Tetrahymena p50 peptide
DOI: 10.5281/zenodo.18788160
title: Power System data for the North Sea region

description: The data presented is published as part of the iDesignRES project, specifically under WP 1, Task 1.1. This task involved collecting detailed energy system data, here for the North Sea region and focusing on electricity, to serve as test data for the models utilized within the iDesignRES project.

The data presented here covers electricity generation, consumption, and the power grid of the North Sea region and is used as a macro-region validation use case for testing and validating the project’s models. It includes detailed information on power generation assets. Additionally, it contains the high-voltage transmission grid and interconnections between countries.

Data on load distribution through the grid, as well as load time series data for 2024 with hourly temporal resolution, has been embedded in the dataset. The dataset spans Norway, Germany, the Netherlands, Denmark, the United Kingdom, and Belgium, with France included for completeness.
DOI: 10.13018/bmr51444
title: Isoleucine d1-methyl chemical shift assignments for FhaC in lipid nanodiscs
DOI: 10.13018/bmr51445
title: Chemical shift assignments for alanine and valine methyls of Robo1-Ig1-2-LnLoop
DOI: 10.13018/bmr51447
title: Calmodulin bound to the C-terminal calmodulin-binding site of the beta-subunit of the retinal cyclic nucleotide-gated cation channel
DOI: 10.15468/dl.q2xfhs
title: Occurrence Download

description: A dataset containing 1256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scytalopus gonzagai, Scytalopus diamantinensis, Scytalopus novacapitalis)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1256 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003643-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr51448
title: Backbone assignment of HigA2 protein
DOI: 10.13018/bmr51449
title: Backbone chemical shifts of DNA binding domain of Cytidine Repressor
DOI: 10.13018/bmr51450
title: Backbone amide chemical shifts for PBRM1-BD2 bound to 5-Chloro-2-(3-methylphenyl)-2,3-dihydroquinazolin-4(1H)-one
DOI: 10.13018/bmr51451
title: 1H, 13C Chemical Shift Assignments for 13C Methionine Labeled ACKR3 in complex with CXCL12
DOI: 10.13018/bmr51452
title: 1H, 13C Chemical Shift Assignments for 13C Methionine Labeled ACKR3 in complex with VUN701
DOI: 10.5281/zenodo.18788156
title: Thermographic data for manuscript Mus.4189-E-13,4 (SLUB)

description: This data set contains thermographic images for the visualisation of watermarks. An IRCAM Equus 327k with Watermark Imager software (Fraunhofer) version 8.416 (R2016b) was used.
DOI: 10.5281/zenodo.18788155
title: Thermographic data for manuscript Mus.4189-E-13,4 (SLUB)

description: This data set contains thermographic images for the visualisation of watermarks. An IRCAM Equus 327k with Watermark Imager software (Fraunhofer) version 8.416 (R2016b) was used.
DOI: 10.13018/bmr51453
title: 1H, 13C Chemical Shift Assignments for 13C Methionine Labeled ACKR3 in complex with LIH383
DOI: 10.13018/bmr51454
title: 1H, 13C Chemical Shift Assignments for 13C Methionine Labeled ACKR3 in complex with CCX777
DOI: 10.13018/bmr51455
title: Near complete backbone assignment of a C145A variant of the main protease from SARS-CoV-2
DOI: 10.13018/bmr51456
title: Near complete backbone assignment of a C145A variant of the main protease from SARS-CoV-2 complexed with native N-terminal substrate SAVLQSGFRK
DOI: 10.13018/bmr51457
title: Backbone 1H, 13C and 15N chemical shift assignments of cysteine mutated ubiquitin (UbK6C)
DOI: 10.13018/bmr51458
title: Backbone 1H, 13C and 15N chemical shift assignments of cysteine mutated ubiquitin (UbK29C)
DOI: 10.13018/bmr51459
title: Backbone 1H, 13C and 15N chemical shift assignments of cysteine mutated ubiquitin (UbK33C)
DOI: 10.13018/bmr51460
title: Backbone 1H, 13C and 15N chemical shift assignments of cysteine mutated ubiquitin site-specifically modifed with propargyl acrylate (UbK6C-PA)
DOI: 10.13018/bmr51461
title: Backbone 1H, 13C and 15N chemical shift assignments of cysteine mutated ubiquitin site-specifically modifed with propargyl acrylate (UbK29C-PA)
DOI: 10.13018/bmr51462
title: Backbone 1H, 13C and 15N chemical shift assignments of cysteine mutated ubiquitin site-specifically modifed with propargyl acrylate (UbK33C-PA)
DOI: 10.13018/bmr51463
title: Backbone 1H, 13C and 15N chemical shift assignments of ubiquitin C-terminally functionalized with an azide group (UbG75Aha)
DOI: 10.15468/dl.4kxu4r
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Waynea californica",
 "Year 1994-2026"
 ]
}

 The dataset includes 125 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003644-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dpajk
title: Occurrence Download

description: A dataset containing 1256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scytalopus gonzagai, Scytalopus diamantinensis, Scytalopus novacapitalis)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1256 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003645-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr51464
title: Backbone 1H, 13C and 15N chemical shift assignments of the proximal domain of a K6-linked ubiquitin dimer (K6-linked diUb) comprising an artificial triazole linkage
DOI: 10.13018/bmr51465
title: Backbone 1H, 13C and 15N chemical shift assignments of the proximal domain of a K29-linked ubiquitin dimer (K29-linked diUb) comprising an artificial triazole linkage
DOI: 10.13018/bmr51466
title: Backbone 1H, 13C and 15N chemical shift assignments of the proximal domain of a K33-linked ubiquitin dimer (K33-linked diUb) comprising an artificial triazole linkage
DOI: 10.13018/bmr51467
title: Backbone 1H, 13C and 15N chemical shift assignments of the distal domain of a K6-linked ubiquitin dimer (K6-linked diUb) comprising an artificial triazole linkage
DOI: 10.13018/bmr51468
title: Backbone 1H, 13C and 15N chemical shift assignments of the distal domain of a K29-linked ubiquitin dimer (K29-linked diUb) comprising an artificial triazole linkage
DOI: 10.13018/bmr51469
title: Backbone 1H, 13C and 15N chemical shift assignments of the distal domain of a K33-linked ubiquitin dimer (K33-linked diUb) comprising an artificial triazole linkage
DOI: 10.13018/bmr51470
title: apo macro domain of Hepatitis E virus
DOI: 10.13018/bmr51471
title: ADPr bound macro domain of Hepatitis E virus
DOI: 10.13018/bmr51472
title: Backbone amide chemical shifts for PBRM1-BD2
DOI: 10.13018/bmr51473
title: IL1R8