cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17626165
title: rotcore-doi v1.3.7: Dataset for "Geometric Consistency Limits of Single-Core Vortex Descriptions in Turbulent Flows"

description: Description

-----------

This dataset (rotcore-doi v1.3.7) accompanies the manuscript

“Geometric Consistency Limits of Single-Core Vortex Descriptions in Turbulent Flows”.

It provides all sample-level radii, robust error summaries, and identity-residual

statistics used in the paper, together with minimal code to regenerate the inline

tables and figures.

 

Content overview

- Four internal incompressible Navier–Stokes regimes:

  (i) a high-resolution tropical-cyclone (Typhoon) simulation,

  (ii) mesoscale ocean eddies (Ocean),

  (iii) a strong multi-vortex tropical-cyclone surrogate (TC MultiVortex),

  (iv) forced–dissipative two-dimensional turbulence (2D Turbulence).

- Three independent vortex segmenters embedded in the rotational core capacity identity (RCCI):

  λ_ci (swirling strength), a Γ₂-based circulation proxy (“Γ₂-proxy”), and a PH-like

  multi-level 0D persistence method.

- A-pipeline core summaries (TRIAD tuple L_core, φ, s, N_*), B-pipeline radii, and the

  capacity-based predictions r_pred for every sample.

- Sample-level CSV files (metrics_long_v137 and v136 tables) with (r_pred, r_meas),

  regime/method labels, and metadata.

- Aggregated CSV tables for robust metrics (rel_med, MAPE, MAE, Spearman ρ, NRMSE,

  IQR, coverage) and for RCCI identity residual distributions (median/mean residuals).

- A minimal Python environment file and small scripts that reconstruct Tables 1–9 and

  the identity scatter plot directly from the CSV inputs.

- A machine-readable metrics specification (METRICS_SPEC_v137.json) documenting the

  exact definitions of all error metrics and residuals.

 

Reproducibility

Using the provided environment and scripts, a reader can reproduce every number in

Tables 1–9 of the manuscript and regenerate the RCCI identity plot without access to

the original DNS solver or raw velocity fields. The dataset is intended as a stable,

append-only archive of the numerical audit.

 

Recommended citation

If you use this dataset, please cite it as:

 

Y. J. Lee, “rotcore-doi v1.3.7: Dataset for ‘Geometric Consistency Limits of

Single-Core Vortex Descriptions in Turbulent Flows’”, Zenodo,

doi:10.5281/zenodo.17626165.

 

 

Other metadata suggestions
DOI: 10.5281/zenodo.17522254
title: PreDist Dataset - Operational data of district heating substations labelled with faults and maintenance information

description: This dataset consists of operational data and labels based on incident reports and maintenance data of district heating substations of enercity Netz GmbH. The labels are available as a list of ‘disturbances’ as well as a list of fault reports including a short description and problem category, which can be used to develop (early) fault detection models for district heating substations. In addition, fault labels and monitoring potential were added to the reports where possible. The dataset is published together with the paper "Enabling Predictive Maintenance in District Heating Substations: A Labelled Dataset and Fault Detection Evaluation Framework based on Service Data", which explains the dataset in detail. When referring to this dataset, please cite the paper mentioned in the related work section. The PreDist dataset contains time series of 93 district heating substations from two manufacturers, M1 and M2, each time series spanning different lengths of time, depending on when the substation was ‘digitised’. Both sub-datasets contain a list of faults (based on incident reports), a list of disturbances (incident reports, and corrective and preventive maintenance tasks and activities), feature descriptions and a list of pre-defined ‘normal events’, which can be used in addition to the faults to evaluate normal behaviour models.
DOI: 10.5281/zenodo.17522255
title: PreDist Dataset - Operational data of district heating substations labelled with faults and maintenance information

description: This dataset consists of operational data and labels based on incident reports and maintenance data of district heating substations of enercity Netz GmbH. The labels are available as a list of ‘disturbances’ as well as a list of fault reports including a short description and problem category, which can be used to develop (early) fault detection models for district heating substations. In addition, fault labels and monitoring potential were added to the reports where possible. The dataset is published together with the paper "Enabling Predictive Maintenance in District Heating Substations: A Labelled Dataset and Fault Detection Evaluation Framework based on Service Data", which explains the dataset in detail. When referring to this dataset, please cite the paper mentioned in the related work section. The PreDist dataset contains time series of 93 district heating substations from two manufacturers, M1 and M2, each time series spanning different lengths of time, depending on when the substation was ‘digitised’. Both sub-datasets contain a list of faults (based on incident reports), a list of disturbances (incident reports, and corrective and preventive maintenance tasks and activities), feature descriptions and a list of pre-defined ‘normal events’, which can be used in addition to the faults to evaluate normal behaviour models.
DOI: 10.5281/zenodo.15222538
title: Dataset accompanying the publication: Longitudinal Wave Power as a Proxy for Coastal Change Detection

description: Delft3D model input files for the experiment 01 (1980-81) of the research article. It contains the basic information to run the simulation.









Delft3D source codes are downloadable from the Deltares model repository (https://oss. deltares.nl/web/delft3d).
DOI: 10.5281/zenodo.15222539
title: Dataset accompanying the publication: Longitudinal Wave Power as a Proxy for Coastal Change Detection

description: Delft3D model input files for the experiment 01 (1980-81) of the research article. It contains the basic information to run the simulation.









Delft3D source codes are downloadable from the Deltares model repository (https://oss. deltares.nl/web/delft3d).
DOI: 10.15468/dl.ckwtex
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Trichonephila clavata",
 "Year 1994-2020"
 ]
}

 The dataset includes 403 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046975-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3km4u
title: Occurrence Download

description: A dataset containing 563 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (, Panthera leo krugeri, Panthera pardus fusca)"
 ]
}

 The dataset includes 563 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046976-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrp7mz
title: Occurrence Download

description: A dataset containing 43887 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus camaldulensis"
 ]
}

 The dataset includes 43887 records from 356 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046974-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxjtc8
title: Occurrence Download

description: A dataset containing 728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ESP.12_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pinus radiata"
 ]
}

 The dataset includes 728 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046977-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17658291
title: The role of affective temperaments in predicting depression and anxiety symptoms in patients with primary hyperparathyroidism
DOI: 10.5281/zenodo.17658290
title: The role of affective temperaments in predicting depression and anxiety symptoms in patients with primary hyperparathyroidism
DOI: 10.6084/m9.figshare.30009394
title: Real-world safety and tolerability of intravenous edaravone in patients with amyotrophic lateral sclerosis

description: This retrospective cohort study describes real-world safety and tolerability outcomes in United States-based edaravone-treated patients with ALS. Amerita Specialty Infusion Services provided IV edaravone to patients with ALS treated with their first dose between 25 September 2017-30 September 2022. Mean ALS Functional Rating Scale-Revised (ALSFRS-R) scores and forced vital capacity (FVC) %–predicted measures were recorded within ± 100 days from care initiation to approximate baseline values. Included patients (<i>n</i> = 243) received/were still receiving IV edaravone/edaravone oral suspension as of 30 September 2022. At initiation, 66.7% were male, mean age ± SD was 61.2 ± 11.2 years, and 61.3% were covered by government insurance. In patients with provider–recorded ALSFRS-R (<i>n</i> = 115) and FVC (<i>n</i> = 84) %–predicted measures within ± 100 days from care initiation, mean ± SD values were 35.1 ± 8.9 and 72.3% ± 21.7%, respectively. Mean ± SD therapy duration was 13.5 ± 11.4 months. Discontinuation reasons included death/hospice (<i>n</i> = 82), patient’s choice (<i>n</i> = 38), doctor’s choice (<i>n</i> = 31), insurance (<i>n</i> = 18), and other (<i>n</i> = 12). Reasons for IV edaravone discontinuation and IV edaravone administration access device were not associated. Treatment discontinuation was primarily related to ALS disease progression/death, rather than safety or tolerability. This study representative of real-world patients with ALS suggests that edaravone showed consistent safety and tolerability profiles with previous studies.
DOI: 10.6084/m9.figshare.30009394.v1
title: Real-world safety and tolerability of intravenous edaravone in patients with amyotrophic lateral sclerosis

description: This retrospective cohort study describes real-world safety and tolerability outcomes in United States-based edaravone-treated patients with ALS. Amerita Specialty Infusion Services provided IV edaravone to patients with ALS treated with their first dose between 25 September 2017-30 September 2022. Mean ALS Functional Rating Scale-Revised (ALSFRS-R) scores and forced vital capacity (FVC) %–predicted measures were recorded within ± 100 days from care initiation to approximate baseline values. Included patients (<i>n</i> = 243) received/were still receiving IV edaravone/edaravone oral suspension as of 30 September 2022. At initiation, 66.7% were male, mean age ± SD was 61.2 ± 11.2 years, and 61.3% were covered by government insurance. In patients with provider–recorded ALSFRS-R (<i>n</i> = 115) and FVC (<i>n</i> = 84) %–predicted measures within ± 100 days from care initiation, mean ± SD values were 35.1 ± 8.9 and 72.3% ± 21.7%, respectively. Mean ± SD therapy duration was 13.5 ± 11.4 months. Discontinuation reasons included death/hospice (<i>n</i> = 82), patient’s choice (<i>n</i> = 38), doctor’s choice (<i>n</i> = 31), insurance (<i>n</i> = 18), and other (<i>n</i> = 12). Reasons for IV edaravone discontinuation and IV edaravone administration access device were not associated. Treatment discontinuation was primarily related to ALS disease progression/death, rather than safety or tolerability. This study representative of real-world patients with ALS suggests that edaravone showed consistent safety and tolerability profiles with previous studies.
DOI: 10.6084/m9.figshare.30293767
title: Patient and healthcare provider experience of diroximel fumarate: considerations for selecting disease-modifying therapy

description: To evaluate treatment perceptions of diroximel fumarate (DRF) for relapsing multiple sclerosis (MS), with contextual data from dimethyl fumarate (DMF) users, based on patient and healthcare provider (HCP) surveys. A prospective web-based survey was conducted among MyMSTeam users aged ≥ 21 years in the United States, who provided information about their MS disease and treatment history. The Spherix HCP survey collected retrospective chart data from HCPs for patients who switched disease-modifying therapies (DMTs). Of 535 MyMSTeam respondents, 77 (14%) received DMF and 46 (9%) received DRF. DRF users reported physical and emotional benefits such as slowed disease progression, decreased relapses, and new symptom prevention, with 70% noting at least one physical benefit and 46% reporting emotional/quality of life benefits. Additionally, 83% found DRF tolerable. HCPs reported prescribing DRF due to good tolerability (58%) and a preference for oral administration (50%). The most common reasons for switching to DRF were lack of efficacy (52%) or poor tolerability (49%) of previous DMTs. A real-world, patient-focused survey on MS treatment suggested DRF was well tolerated and associated with patient-reported physical benefits. HCP-reported reasons for selecting DRF included efficacy and tolerability issues with prior DMT.
DOI: 10.6084/m9.figshare.30293767.v1
title: Patient and healthcare provider experience of diroximel fumarate: considerations for selecting disease-modifying therapy

description: To evaluate treatment perceptions of diroximel fumarate (DRF) for relapsing multiple sclerosis (MS), with contextual data from dimethyl fumarate (DMF) users, based on patient and healthcare provider (HCP) surveys. A prospective web-based survey was conducted among MyMSTeam users aged ≥ 21 years in the United States, who provided information about their MS disease and treatment history. The Spherix HCP survey collected retrospective chart data from HCPs for patients who switched disease-modifying therapies (DMTs). Of 535 MyMSTeam respondents, 77 (14%) received DMF and 46 (9%) received DRF. DRF users reported physical and emotional benefits such as slowed disease progression, decreased relapses, and new symptom prevention, with 70% noting at least one physical benefit and 46% reporting emotional/quality of life benefits. Additionally, 83% found DRF tolerable. HCPs reported prescribing DRF due to good tolerability (58%) and a preference for oral administration (50%). The most common reasons for switching to DRF were lack of efficacy (52%) or poor tolerability (49%) of previous DMTs. A real-world, patient-focused survey on MS treatment suggested DRF was well tolerated and associated with patient-reported physical benefits. HCP-reported reasons for selecting DRF included efficacy and tolerability issues with prior DMT.
DOI: 10.6084/m9.figshare.30102756
title: An evaluation of the ALSSQOL-SF in the Malaysian context through cognitive interviewing

description: Quality of life is an important goal of care for people living with amyotrophic lateral sclerosis (ALS) and their carers. The ALS Specific Quality of Life instrument Short Form (ALSSQOL-SF) has been translated and validated in various cultural contexts, however its utility in the Malaysian cultural context has not yet been evaluated. The quality of life of 21 patients with ALS was evaluated using the ALSSOL-SF in either the English version or translated to the Malay language. A cognitive interview approach was utilized and the responses were transcribed and thematically analyzed. Culture and language-related factors affecting the application of the ALSSQOL-SF were identified. Interpretations of intimacy and religiosity varied and sometimes differed significantly from the constructs underlying the ALSSQOL-SF domains. The ALSSQOL-SF captured items from the physical domain better than those from the psycho-social and spiritual domains. Cognitive interviewing showed that patients mostly could not grasp the intended meaning of the items from the psycho-social and spiritual domains despite translation into the Malay language. There are limitations in adapting the ALSSQOL-SF for use in evaluation of QOL in Malaysian ALS patients. In the local setting a better understanding is needed about how aspects such as religion, intimacy and spiritual well-being are culturally reflected and expressed. Quality of life is especially important to people living with ALS. It includes feeling well physically, psychologically and spiritually terms but this may be difficult to measure in numbers. Patients may experience their disease differently and find different things most important, for example family, work, finances, symptoms and others. The ALSSQOL-SF is a questionnaire designed to measure these problems and it has been shown to be well understood and useful in Northern America. In Malaysia like in many other countries however, people may have different cultural backgrounds which affect how they think about quality of life. This study interviewed patients while they completed the original ALSSQOL-SF and a newly translated Malay version. It showed that the understanding of intimacy, feeling close to others, could be understood in different ways and also that religiosity may not seem a relevant issue to patients from backgrounds other than Christianity or Islam. Depending on the cultural background the ALSSQOL-SF in its original form could be used for some Malaysian patients. For patients who do not consider themselves religious it may be more appropriate to replace the issue of religiosity with spirituality. This may include seeing or finding meaning in life and feeling at peace.
DOI: 10.6084/m9.figshare.30102756.v1
title: An evaluation of the ALSSQOL-SF in the Malaysian context through cognitive interviewing

description: Quality of life is an important goal of care for people living with amyotrophic lateral sclerosis (ALS) and their carers. The ALS Specific Quality of Life instrument Short Form (ALSSQOL-SF) has been translated and validated in various cultural contexts, however its utility in the Malaysian cultural context has not yet been evaluated. The quality of life of 21 patients with ALS was evaluated using the ALSSOL-SF in either the English version or translated to the Malay language. A cognitive interview approach was utilized and the responses were transcribed and thematically analyzed. Culture and language-related factors affecting the application of the ALSSQOL-SF were identified. Interpretations of intimacy and religiosity varied and sometimes differed significantly from the constructs underlying the ALSSQOL-SF domains. The ALSSQOL-SF captured items from the physical domain better than those from the psycho-social and spiritual domains. Cognitive interviewing showed that patients mostly could not grasp the intended meaning of the items from the psycho-social and spiritual domains despite translation into the Malay language. There are limitations in adapting the ALSSQOL-SF for use in evaluation of QOL in Malaysian ALS patients. In the local setting a better understanding is needed about how aspects such as religion, intimacy and spiritual well-being are culturally reflected and expressed. Quality of life is especially important to people living with ALS. It includes feeling well physically, psychologically and spiritually terms but this may be difficult to measure in numbers. Patients may experience their disease differently and find different things most important, for example family, work, finances, symptoms and others. The ALSSQOL-SF is a questionnaire designed to measure these problems and it has been shown to be well understood and useful in Northern America. In Malaysia like in many other countries however, people may have different cultural backgrounds which affect how they think about quality of life. This study interviewed patients while they completed the original ALSSQOL-SF and a newly translated Malay version. It showed that the understanding of intimacy, feeling close to others, could be understood in different ways and also that religiosity may not seem a relevant issue to patients from backgrounds other than Christianity or Islam. Depending on the cultural background the ALSSQOL-SF in its original form could be used for some Malaysian patients. For patients who do not consider themselves religious it may be more appropriate to replace the issue of religiosity with spirituality. This may include seeing or finding meaning in life and feeling at peace.
DOI: 10.5281/zenodo.17658189
title: RuneS Font

description: The RuneS-Font is a non-Unicode font comprising runic graph types, which were developed as part of the graphetic and graphtypological research conducted by the long-term project "Runic Writing in the Germanic languages", funded by the Göttingen Academy of Sciences and Humanities in Lower Saxony. 

The graph types represented in the font are graphic abstractions based on distinctive formal features of the runic graphs as attested in the inscriptions in the older Futhark, the younger Futhark (with a focus on the Viking Age inscriptions from Denmark and Norway, and the medieval manuscript runes), as well as the Old-English Futhorc. The classification system for the graph types is built on the following distinctive parameters: the number and type of the graphic elements (stave, twig, hook or dot), the course of the elements (vertical, horizontal, ascending or descending), the relation of the elements (left, right, top, bottom, crossing), and their points of intersection (based on a 3-zone line grid). For the visualisation of the types, angular shapes were used as the basis for the font.
DOI: 10.5281/zenodo.17658190
title: RuneS Font

description: The RuneS-Font is a non-Unicode font comprising runic graph types, which were developed as part of the graphetic and graphtypological research conducted by the long-term project "Runic Writing in the Germanic languages", funded by the Göttingen Academy of Sciences and Humanities in Lower Saxony. 

The graph types represented in the font are graphic abstractions based on distinctive formal features of the runic graphs as attested in the inscriptions in the older Futhark, the younger Futhark (with a focus on the Viking Age inscriptions from Denmark and Norway, and the medieval manuscript runes), as well as the Old-English Futhorc. The classification system for the graph types is built on the following distinctive parameters: the number and type of the graphic elements (stave, twig, hook or dot), the course of the elements (vertical, horizontal, ascending or descending), the relation of the elements (left, right, top, bottom, crossing), and their points of intersection (based on a 3-zone line grid). For the visualisation of the types, angular shapes were used as the basis for the font.
DOI: 10.5281/zenodo.17302255
title: The use of QMH-L protocol for fast scoring of drug candidates

description: This repository contains supporting files for the chapter entitled "The use of QMH-L protocol for fast scoring of drug candidates" in the second edition of the book Cheminformatics. 

The folder named example_files contains two subfolders.

The PROTOCOL folder includes the input and output files for the Fragmentation and Quantum mechanical calculation steps of the protocol carried out with the example structure.

The script folder contains a Python script required for Quantum mechanical calculation step.
DOI: 10.5281/zenodo.17302256
title: The use of QMH-L protocol for fast scoring of drug candidates

description: This repository contains supporting files for the chapter entitled "The use of QMH-L protocol for fast scoring of drug candidates" in the second edition of the book Cheminformatics. 

The folder named example_files contains two subfolders.

The PROTOCOL folder includes the input and output files for the Fragmentation and Quantum mechanical calculation steps of the protocol carried out with the example structure.

The script folder contains a Python script required for Quantum mechanical calculation step.