cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/wjz2rjv6yk
title: Dataset: AI Chat Models Performance in n8n Notification Workflows

description: This dataset contains structured performance logs of four open-source AI chat models (Minicpm-o-2_6, Gemma-3-12B-IT, Pixtral-12B, and Qwen2-VL-7B-Instruct) deployed locally through LM Studio and integrated with n8n, an open-source workflow automation tool. The dataset was created to evaluate the efficiency of model deployment in automated notification workflows, focusing on both inference performance and workflow orchestration overhead.

The dataset provides detailed information on:
- System metrics: CPU usage (%), GPU usage (%), and memory usage (MB) logged per second.
- Performance metrics: Model response time, workflow latency, and success status.
- Scenario metadata: Test ID, scenario name, input type (text-only, text+image, image-only), task purpose, and initiation method (Telegram or Webhook).

Companion files are included: 
- XLSX/CSV data files with all logs.
- README.md documenting dataset content and scenarios.
- n8n workflow (JSON import file) for replicating the experimental workflow design.

This dataset supports benchmarking, reproducibility studies, and comparative analysis of local AI deployments, with potential applications in AI efficiency research, multimodal systems, workflow automation, and sustainable computing.
DOI: 10.17632/wjz2rjv6yk.1
title: Dataset: AI Chat Models Performance in n8n Notification Workflows

description: This dataset contains structured performance logs of four open-source AI chat models (Minicpm-o-2_6, Gemma-3-12B-IT, Pixtral-12B, and Qwen2-VL-7B-Instruct) deployed locally through LM Studio and integrated with n8n, an open-source workflow automation tool. The dataset was created to evaluate the efficiency of model deployment in automated notification workflows, focusing on both inference performance and workflow orchestration overhead.

The dataset provides detailed information on:
- System metrics: CPU usage (%), GPU usage (%), and memory usage (MB) logged per second.
- Performance metrics: Model response time, workflow latency, and success status.
- Scenario metadata: Test ID, scenario name, input type (text-only, text+image, image-only), task purpose, and initiation method (Telegram or Webhook).

Companion files are included: 
- XLSX/CSV data files with all logs.
- README.md documenting dataset content and scenarios.
- n8n workflow (JSON import file) for replicating the experimental workflow design.

This dataset supports benchmarking, reproducibility studies, and comparative analysis of local AI deployments, with potential applications in AI efficiency research, multimodal systems, workflow automation, and sustainable computing.
DOI: 10.15468/dl.6pb2t7
title: Occurrence Download

description: A dataset containing 22322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ameiurus natalis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 22322 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013433-250827131500795/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.30019027
title: Cyfrowy pracownik Szansa czy wyzwanie dla pracodawcy

description: W pracy opisano perspektywę pracodawcy i pracownika wobec Przemysłu 4.0. Rozwój technologii cyfrowej, automatyzacja procesów produkcyjnych wiąże się z nabywaniem nowych kompetencji przez pracowników oraz często z kryzysem zdrowotnym.Postrzeganie automatyzacji produkcji i czynności powtarzalnych, monotonnych jest dla pracowników istotnym wyzwaniem – zagrożeniem pozbawienia miejsc pracy. Osoby, które zaadoptują się do nowych warunków pracy będą zmuszone do stałego podnoszenia swoich kompetencji technologicznych, co wiązać się może z kryzysem psychicznym. Pracodawca zyskuje przewagę konkurencyjną i zmniejszenie kosztów osobowych w określonym czasie. Im szybciej dostosuje swój biznes do cyfrowego świata, tym większą ma szansę dłużej utrzymać się na rynku. W dalszym ciągu koszty wdrożenia innowacji cyfrowej dla wielu przedsiębiorców są wysokie. Ponadto wymaga się od przedsiębiorców szerokiego spojrzenia na swoją działalność poprzez oddziaływanie na interesariuszy zewnętrznych i wewnętrznych, lokalną społeczność czy oddziaływania na środowisko. Niestabilność prawa nie sprzyja pracodawcy.
DOI: 10.6084/m9.figshare.30019027.v1
title: Cyfrowy pracownik Szansa czy wyzwanie dla pracodawcy

description: W pracy opisano perspektywę pracodawcy i pracownika wobec Przemysłu 4.0. Rozwój technologii cyfrowej, automatyzacja procesów produkcyjnych wiąże się z nabywaniem nowych kompetencji przez pracowników oraz często z kryzysem zdrowotnym.Postrzeganie automatyzacji produkcji i czynności powtarzalnych, monotonnych jest dla pracowników istotnym wyzwaniem – zagrożeniem pozbawienia miejsc pracy. Osoby, które zaadoptują się do nowych warunków pracy będą zmuszone do stałego podnoszenia swoich kompetencji technologicznych, co wiązać się może z kryzysem psychicznym. Pracodawca zyskuje przewagę konkurencyjną i zmniejszenie kosztów osobowych w określonym czasie. Im szybciej dostosuje swój biznes do cyfrowego świata, tym większą ma szansę dłużej utrzymać się na rynku. W dalszym ciągu koszty wdrożenia innowacji cyfrowej dla wielu przedsiębiorców są wysokie. Ponadto wymaga się od przedsiębiorców szerokiego spojrzenia na swoją działalność poprzez oddziaływanie na interesariuszy zewnętrznych i wewnętrznych, lokalną społeczność czy oddziaływania na środowisko. Niestabilność prawa nie sprzyja pracodawcy.
DOI: 10.17632/xsw8vfcfjw
title: organic carbon data

description: organic carbon data
DOI: 10.17632/xsw8vfcfjw.1
title: organic carbon data

description: organic carbon data
DOI: 10.17632/jfk7kr63ts
title: Data for: Climate warming and strengthened hydrologic cycle accelerate CO2 release from rock weathering

description: Research data of a manuscript entitled ‘Climate warming and strengthened hydrologic cycle accelerate CO2 release from rock weathering’.
DOI: 10.17632/jfk7kr63ts.2
title: Data for: Climate warming and strengthened hydrologic cycle accelerate CO2 release from rock weathering

description: Research data of a manuscript entitled ‘Climate warming and strengthened hydrologic cycle accelerate CO2 release from rock weathering’.
DOI: 10.5281/zenodo.17012230
title: Dataset Link
DOI: 10.5281/zenodo.17012231
title: Dataset Link
DOI: 10.5281/zenodo.17012163
title: Code from "Administrative-driven hierarchical management of atrial fibrillation on cardiovascular events: a prospective matched cohort study"

description: The uploaded files were the code generating the propensity matched score and the matched control group (the UC cohort) in the manuscipt entitled "Administrative-driven hierarchical management of atrial fibrillation on cardiovascular events: a prospective matched cohort study".
DOI: 10.5281/zenodo.17012237
title: Code from "Administrative-driven hierarchical management of atrial fibrillation on cardiovascular events: a prospective matched cohort study"

description: The uploaded files were the code generating the propensity matched score and the matched control group (the UC cohort) in the manuscipt entitled "Administrative-driven hierarchical management of atrial fibrillation on cardiovascular events: a prospective matched cohort study".
DOI: 10.15468/dl.3gcu85
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mibora minima",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013434-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ydr36z
title: Occurrence Download

description: A dataset containing 665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mibora minima",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 665 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013435-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w556vx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mibora minima",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013436-250827131500795/datasets/export for details.
DOI: 10.15468/dl.e9nx3f
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pteronotropis grandipinnis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 144 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013437-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kms4f9gbpr
title: Geometry-mediated particle accumulation driven by nonhydrodynamic viscosity effect with flow control implications in porous media

description: Data for the article titled as "Geometry-mediated particle accumulation driven by nonhydrodynamic viscosity effect with flow control implications in porous media" published in Physical Review Fluids
DOI: 10.17632/kms4f9gbpr.1
title: Geometry-mediated particle accumulation driven by nonhydrodynamic viscosity effect with flow control implications in porous media

description: Data for the article titled as "Geometry-mediated particle accumulation driven by nonhydrodynamic viscosity effect with flow control implications in porous media" published in Physical Review Fluids
DOI: 10.15468/dl.3x8kpj
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nardus stricta",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013438-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/85ywdvx66y.1
title: HPLC-HRMS and Interpretable Machine Learning Decipher Serum Lipidomic Signatures in NSCLC

description: Lipidomic
DOI: 10.15468/dl.ucaa7v
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nardus stricta",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013439-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7f2zpx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nardus stricta",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013440-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/56vkjfggzd
title: Overexpression of Sm4CL1 and Sm4CL2 from Swertia mussotii in Lemna minor Enhances Lignin and Flavonoid Biosynthesis

description: The phenylalanine metabolic pathway is a crucial route in plants for synthesizing secondary metabolites, such as flavonoids and lignans, which possess diverse pharmacological activities. 4-Coumarate: CoA ligase (4CL) is a pivotal enzyme that channels the phenylalanine metabolic pathway into various secondary metabolic branches. Swertia mussotii Franch., a plant celebrated for its anti-inflammatory and anti-tumor properties, relies on flavonoid compounds as the pharmacological basis for its anti-tumor activity. In this study, we identified the Sm4CL1 and Sm4CL2 genes in S. mussotii through bioinformatics analysis. Using genetic engineering techniques, we constructed the plant expression vectors pCAMBIA1301-Sm4CL1 and pCAMBIA1301-Sm4CL2, which were overexpressed in Lemna minor via Agrobacterium-mediated transformation. This approach elucidated the roles of Sm4CL1 and Sm4CL2 in regulating plant secondary metabolism. Our study provides novel insights into the regulatory mechanisms of secondary metabolism in L. minor driven by the phenylalanine metabolic pathways associated with Sm4CL1 and Sm4CL2. By evaluating the growth, flavonoid, and lignin content in L. minor overexpressing Sm4CL1 and Sm4CL2, we found that these genes significantly enhanced lignin biosynthesis, with Sm4CL2 showing slightly higher accumulation. Sm4CL1 also increased specific flavonoid accumulation, particularly under L-phenylalanine feeding, suggesting dual roles in lignin and flavonoid pathways. Optimal L-phenylalanine concentrations promoted growth and metabolite production, highlighting the importance of precursor supply. Our findings highlight the potential of L. minor as a chassis for producing valuable secondary metabolites through genetic engineering. Future work should focus on elucidating the detailed mechanisms of Sm4CL1 and Sm4CL2 and exploring their applications in synthesizing bioactive compounds.
DOI: 10.17632/56vkjfggzd.1
title: Overexpression of Sm4CL1 and Sm4CL2 from Swertia mussotii in Lemna minor Enhances Lignin and Flavonoid Biosynthesis

description: The phenylalanine metabolic pathway is a crucial route in plants for synthesizing secondary metabolites, such as flavonoids and lignans, which possess diverse pharmacological activities. 4-Coumarate: CoA ligase (4CL) is a pivotal enzyme that channels the phenylalanine metabolic pathway into various secondary metabolic branches. Swertia mussotii Franch., a plant celebrated for its anti-inflammatory and anti-tumor properties, relies on flavonoid compounds as the pharmacological basis for its anti-tumor activity. In this study, we identified the Sm4CL1 and Sm4CL2 genes in S. mussotii through bioinformatics analysis. Using genetic engineering techniques, we constructed the plant expression vectors pCAMBIA1301-Sm4CL1 and pCAMBIA1301-Sm4CL2, which were overexpressed in Lemna minor via Agrobacterium-mediated transformation. This approach elucidated the roles of Sm4CL1 and Sm4CL2 in regulating plant secondary metabolism. Our study provides novel insights into the regulatory mechanisms of secondary metabolism in L. minor driven by the phenylalanine metabolic pathways associated with Sm4CL1 and Sm4CL2. By evaluating the growth, flavonoid, and lignin content in L. minor overexpressing Sm4CL1 and Sm4CL2, we found that these genes significantly enhanced lignin biosynthesis, with Sm4CL2 showing slightly higher accumulation. Sm4CL1 also increased specific flavonoid accumulation, particularly under L-phenylalanine feeding, suggesting dual roles in lignin and flavonoid pathways. Optimal L-phenylalanine concentrations promoted growth and metabolite production, highlighting the importance of precursor supply. Our findings highlight the potential of L. minor as a chassis for producing valuable secondary metabolites through genetic engineering. Future work should focus on elucidating the detailed mechanisms of Sm4CL1 and Sm4CL2 and exploring their applications in synthesizing bioactive compounds.
DOI: 10.17632/395bxnfg9p
title: Effects of AI Vocie Assistants on EFL Learners' Willingness to Communicate in the Chinese Context: A Self-determination Theory Perspective

description: This data includes Urvey questionnaire, results of Per-questionnaire , results of Post-Survey questionnaire, Using experience of Doubao and Student interviews.
DOI: 10.17632/395bxnfg9p.1
title: Effects of AI Vocie Assistants on EFL Learners' Willingness to Communicate in the Chinese Context: A Self-determination Theory Perspective

description: This data includes Urvey questionnaire, results of Per-questionnaire , results of Post-Survey questionnaire, Using experience of Doubao and Student interviews.
DOI: 10.17632/5yzw2rx5b8
title: SOC-HSI-Dataset

description: Dataset used for developing the models published on GITHUB (https://github.com/MahdisKhorram/SOC_HSI) that analyze HS spectra from soil samples for SOC identification.
DOI: 10.17632/5yzw2rx5b8.1
title: SOC-HSI-Dataset

description: Dataset used for developing the models published on GITHUB (https://github.com/MahdisKhorram/SOC_HSI) that analyze HS spectra from soil samples for SOC identification.
DOI: 10.17632/7p3m42kdjb
title: Understanding Children’s Economic Activities: Evidence from Financial Diaries of Cocoa Farmers in Ghana

description: These data could be use to reproduce all the figures in our paper "Understanding Children’s Economic Activities: Evidence from Financial Diaries of Cocoa Farmers in Ghana."
DOI: 10.17632/7p3m42kdjb.1
title: Understanding Children’s Economic Activities: Evidence from Financial Diaries of Cocoa Farmers in Ghana

description: These data could be use to reproduce all the figures in our paper "Understanding Children’s Economic Activities: Evidence from Financial Diaries of Cocoa Farmers in Ghana."
DOI: 10.17632/2bxgjfzn2n
title: LINF_260012700

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/2bxgjfzn2n.1
title: LINF_260012700

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/rh9bgfsbdc
title: LINF_260012500

description: RCC1-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/rh9bgfsbdc.1
title: LINF_260012500

description: RCC1-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/rkrfp2jmrp
title: LINF_260012200

description: Armadillo repeats-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/rkrfp2jmrp.1
title: LINF_260012200

description: Armadillo repeats-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/mphtn2wxwm
title: LINF_260012000

description: E3 ubiquitin-protein ligase; Leishmania infantum (strain JPCM5)
DOI: 10.17632/mphtn2wxwm.1
title: LINF_260012000

description: E3 ubiquitin-protein ligase; Leishmania infantum (strain JPCM5)
DOI: 10.17632/hwy7c7y4g9
title: LINF_260011000

description: Taxilin-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/hwy7c7y4g9.1
title: LINF_260011000

description: Taxilin-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/whsv74wzr9
title: Supplementary Material - Ritlecitinib for Severe Alopecia Areata in Children Under 12 Years: A Retrospective Review of 18 Cases

description: Supplementary Material - Ritlecitinib for Severe Alopecia Areata in Children Under 12 Years: A Retrospective Review of 18 Cases
DOI: 10.17632/whsv74wzr9.1
title: Supplementary Material - Ritlecitinib for Severe Alopecia Areata in Children Under 12 Years: A Retrospective Review of 18 Cases

description: Supplementary Material - Ritlecitinib for Severe Alopecia Areata in Children Under 12 Years: A Retrospective Review of 18 Cases
DOI: 10.17632/hg3yrcn4hp
title: Limbic Reflexology Research Qualitative Study for Fibromyalgia - Participant Transcribed Interview Data

description: The data file contains three interview transcripts which were created using guidelines contained in the 2009 book Interpretative Phenomenological Analysis by Jonathan Smith, Paul Flowers and Michael Larkin.
DOI: 10.17632/hg3yrcn4hp.1
title: Limbic Reflexology Research Qualitative Study for Fibromyalgia - Participant Transcribed Interview Data

description: The data file contains three interview transcripts which were created using guidelines contained in the 2009 book Interpretative Phenomenological Analysis by Jonathan Smith, Paul Flowers and Michael Larkin.
DOI: 10.17632/vnwbhwh9s3
title: When Travel Becomes Friction-Free: Visa-Free Entry, Social Media Cues, and Intentions to Visit Shanghai

description: When Travel Becomes Friction-Free: Visa-Free Entry, Social Media Cues, and Intentions to Visit Shanghai
DOI: 10.17632/vnwbhwh9s3.1
title: When Travel Becomes Friction-Free: Visa-Free Entry, Social Media Cues, and Intentions to Visit Shanghai

description: When Travel Becomes Friction-Free: Visa-Free Entry, Social Media Cues, and Intentions to Visit Shanghai
DOI: 10.15468/dl.8hmtek
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rasbora notura)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013441-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/cpwjg8b5v2
title: EPMA and modeling data

description: Table S1: EPMA Data of melt composition; Table S2: EPMA Data of mineral composition; Table S3: Modeling steps of Nb solubility calculation in synthetized carbonatite melt; Table S4: Calculation of Nb solubility and Nb enrichment; Table S5: Nb content in East African Rift and in melt inclusions from Kerimasi
DOI: 10.17632/cpwjg8b5v2.1
title: EPMA and modeling data

description: Table S1: EPMA Data of melt composition; Table S2: EPMA Data of mineral composition; Table S3: Modeling steps of Nb solubility calculation in synthetized carbonatite melt; Table S4: Calculation of Nb solubility and Nb enrichment; Table S5: Nb content in East African Rift and in melt inclusions from Kerimasi
DOI: 10.17632/hkxgcccv74.1
title: Original data for the manuscript "Tillage-induced organic matter increase in a grassland subsoil across fractions, horizons, and land use change"

description: Soil samples were gathered from a plowed cropfield and a neighbouring permanent grassland to analyse land use-induced variations in soil organic matter (SOM) content and composition. The sampling aimed at the "Atop", "Asub", and "ACk" horizons up to 80 cm depth. The stable and labile SOM pools were separated by dividing the fine fraction (&lt;63 microns) and the aggregates + sand, respectively. Particle size distribution, pH, and EC were measured in bulk soil; total and inorganic carbon, nitrogen, and sulfur contents were measured in both soil and fractions; and the composition of SOM was measured in the fractions using Fourier Transform Infrared Spectroscopy.
DOI: 10.17632/yk79vwrjfk
title: LINF_260014300

description: DnaJ domain-containing protein | JDP31 | J31; Leishmania infantum (strain JPCM5)
DOI: 10.17632/yk79vwrjfk.2
title: LINF_260014300

description: DnaJ domain-containing protein | JDP31 | J31; Leishmania infantum (strain JPCM5)
DOI: 10.17632/6t2yz6kcf9
title: Deconvolution Review

description: The figure of merit result for the deconvolution review for Terahertz and Ultrasound Nondestructive evaluation.
DOI: 10.17632/6t2yz6kcf9.2
title: Deconvolution Review

description: The figure of merit result for the deconvolution review for Terahertz and Ultrasound Nondestructive evaluation.
DOI: 10.17632/b5cp45ry7v
title: LINF_260014000

description: OGFr-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/b5cp45ry7v.1
title: LINF_260014000

description: OGFr-like protein; Leishmania infantum (strain JPCM5)