cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15094819
title: Data: Lithology Dependence of Magnetic Behaviour and Fidelity

description: References:

·         hyst_references.bib

·         clean_demag_references.bib

The references for the data used are found within the .bib.  Data that were not used within the study are omitted, however, the appropriate DOI in these cases is made available within the data files.

Demagnetisation Data:

·         RawDemagData.csv

·         CleanDemagFits.csv

The demagnetisation is provided in both its raw form and as the fits resultant from the data selected to be used in the study (see publication for details).

Hysteresis Data:

·         HysteresisData.csv

·         Bootstrap.csv

·         BootstrapBase.csv

·         KStest_intrusive.csv

·         KStest_lava.csv

Hysteresis data includes the collected data, as well as the bootstrapping and Kolmogorov-Smirnov (KS) test results.  BootstrapBase.csv contains the results for the original data and bootstrap.csv contains the results for each iteration of sampling with replacement.  The results for the KS tests are separated into lava and intrusive lithologies.

ECDFs:

·         Class_ECDFs.pdf

·         Lithology_ECDFs.pdf

·         Type_ECDFs.pdf

ECDFs are provided for each classification level (see publication for details).  All plots are produced on the same axis range to facilitate comparison.

Code:

·         Lithology_ECDF_plotter.ipynb

·         lithology_funcs.py

A jupyter notebook is provided to allow for plotting of ECDFs for the bulk domain stability (BDS) of the lithologies for comparison. The notebook is dependent on the functions provided in the accompanying python file.
DOI: 10.5281/zenodo.15094820
title: Data: Lithology Dependence of Magnetic Behaviour and Fidelity

description: References:

·         hyst_references.bib

·         clean_demag_references.bib

The references for the data used are found within the .bib.  Data that were not used within the study are omitted, however, the appropriate DOI in these cases is made available within the data files.

Demagnetisation Data:

·         RawDemagData.csv

·         CleanDemagFits.csv

The demagnetisation is provided in both its raw form and as the fits resultant from the data selected to be used in the study (see publication for details).

Hysteresis Data:

·         HysteresisData.csv

·         Bootstrap.csv

·         BootstrapBase.csv

·         KStest_intrusive.csv

·         KStest_lava.csv

Hysteresis data includes the collected data, as well as the bootstrapping and Kolmogorov-Smirnov (KS) test results.  BootstrapBase.csv contains the results for the original data and bootstrap.csv contains the results for each iteration of sampling with replacement.  The results for the KS tests are separated into lava and intrusive lithologies.

ECDFs:

·         Class_ECDFs.pdf

·         Lithology_ECDFs.pdf

·         Type_ECDFs.pdf

ECDFs are provided for each classification level (see publication for details).  All plots are produced on the same axis range to facilitate comparison.

Code:

·         Lithology_ECDF_plotter.ipynb

·         lithology_funcs.py

A jupyter notebook is provided to allow for plotting of ECDFs for the bulk domain stability (BDS) of the lithologies for comparison. The notebook is dependent on the functions provided in the accompanying python file.
DOI: 10.5281/zenodo.15360657
title: Data: Lithology Dependence of Magnetic Behaviour and Fidelity

description: References:

·         hyst_references.bib

·         clean_demag_references.bib

The references for the data used are found within the .bib.  Data that were not used within the study are omitted, however, the appropriate DOI in these cases is made available within the data files.

Demagnetisation Data:

·         RawDemagData.csv

·         CleanDemagFits.csv

The demagnetisation is provided in both its raw form and as the fits resultant from the data selected to be used in the study (see publication for details).

Hysteresis Data:

·         HysteresisData.csv

·         Bootstrap.csv

·         BootstrapBase.csv

·         KStest_intrusive.csv

·         KStest_lava.csv

Hysteresis data includes the collected data, as well as the bootstrapping and Kolmogorov-Smirnov (KS) test results.  BootstrapBase.csv contains the results for the original data and bootstrap.csv contains the results for each iteration of sampling with replacement.  The results for the KS tests are separated into lava and intrusive lithologies.

ECDFs:

·         Class_ECDFs.pdf

·         Lithology_ECDFs.pdf

·         Type_ECDFs.pdf

ECDFs are provided for each classification level (see publication for details).  All plots are produced on the same axis range to facilitate comparison.

Code:

·         Lithology_ECDF_plotter.ipynb

·         lithology_funcs.py

A jupyter notebook is provided to allow for plotting of ECDFs for the bulk domain stability (BDS) of the lithologies for comparison. The notebook is dependent on the functions provided in the accompanying python file.
DOI: 10.5281/zenodo.15360643
title: The Control Loop Hypothesis: Symbolic Recursion as the Engine of Social Power

description: This paper introduces the Control Loop Hypothesis, a structural model of power that proposes all durable systems of social control—governments, religions, ideologies, and AI systems—are sustained not by force alone, but by recursive symbolic loops that resolve collective ambiguity. These loops provide narrative closure, maintain internal coherence, and replicate through symbolic compression and social contagion.

 

The hypothesis identifies four key properties (the “Four C’s”) that determine the dominance and resilience of a control loop:

 



Closure – resolves uncertainty with a stable narrative

Coherence – maintains logical consistency

Compression – reduces into portable symbols or phrases

Contagion – spreads virally through emotional or algorithmic pathways


 

 

This framework explains the rise, persistence, and collapse of power systems across history and predicts that no large-scale coercive system can persist beyond three generations without symbolic recursion. It accounts for authoritarian resilience, algorithmic governance, emergent social norms, and the structure of resistance.

 

This paper is applicable to political science, cognitive theory, AI ethics, and mass psychology. It offers a falsifiable, interdisciplinary foundation for understanding how belief becomes governance in the age of networks, algorithms, and symbolic warfare.
DOI: 10.5281/zenodo.15360644
title: The Control Loop Hypothesis: Symbolic Recursion as the Engine of Social Power

description: This paper introduces the Control Loop Hypothesis, a structural model of power that proposes all durable systems of social control—governments, religions, ideologies, and AI systems—are sustained not by force alone, but by recursive symbolic loops that resolve collective ambiguity. These loops provide narrative closure, maintain internal coherence, and replicate through symbolic compression and social contagion.

 

The hypothesis identifies four key properties (the “Four C’s”) that determine the dominance and resilience of a control loop:

 



Closure – resolves uncertainty with a stable narrative

Coherence – maintains logical consistency

Compression – reduces into portable symbols or phrases

Contagion – spreads virally through emotional or algorithmic pathways


 

 

This framework explains the rise, persistence, and collapse of power systems across history and predicts that no large-scale coercive system can persist beyond three generations without symbolic recursion. It accounts for authoritarian resilience, algorithmic governance, emergent social norms, and the structure of resistance.

 

This paper is applicable to political science, cognitive theory, AI ethics, and mass psychology. It offers a falsifiable, interdisciplinary foundation for understanding how belief becomes governance in the age of networks, algorithms, and symbolic warfare.
DOI: 10.15468/dl.yszed3
title: Occurrence Download

description: A dataset containing 2852356 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Thryomanes bewickii (Audubon, 1827)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 2852356 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020228-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eh95g2
title: Occurrence Download

description: A dataset containing 3455207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0"
 ]
}

 The dataset includes 3455207 records from 395 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020225-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.euxjck
title: Occurrence Download

description: A dataset containing 7923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (BOL.6.1.1_2, BOL.6.4.3_2, BOL.6.2.2_2, BOL.6.2.3_2)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 7923 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020234-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4jp46h
title: Occurrence Download

description: A dataset containing 2516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anopheles plumbeus Stephens, 1828",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2516 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020235-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shfkkk
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Coenagrion armatum (Charpentier, 1840)",
 "Year 2024-2025"
 ]
}

 The dataset includes 52 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020236-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15360629
title: Table I in A new species of Lychas C. (Scorpiones: Buthidae) L. Koch, 1845 from Thailand

description: Table I. Morphometric values (in mm) of adult males of Lychas chanthaburiensis sp. n., Lychas mucronatus from Thailand (Chiang Mai) and Laos (Khammouane) and L. aberlenci. NA = not available.
L. chanthaburiensis sp. n. ♂ holotypeL. mucronatusmucronatus ♂ (Thailand) ♂ (Laos)L. aberlenci ♂ holotypeTotal length (including telson)46.945.547.149.8Carapace:- Length5.35.15.55.3- Anterior width3.53.43.63.6- Posterior width5.24.95.75.3Mesosoma length11.712.115.211.6Metasoma length (including telson):29.928.326.432.9Metasomal segment I:- Length3.43.23.13.9- Width3.13.33.22.8Metasomal segment II:- Length4.13.93.6NA- Width3.13.12.9NAMetasomal segment III:- Length4.54.23.8NA- Width3.13.02.9NAMetasomal segment IV:- Length5.35.04.5NA- Width2.93.02.8NAMetasomal segment V:- Length6.96.66.27.5- Width2.82.92.72.5- Depth2.62.72.52.5Telson length:5.75.45.26.5Vesicle:- Width1.92.01.92.0- Depth2.02.11.82.1Pedipalp:- Femur length5.35.14.96.1- Femur width1.51.51.51.7- Patella length6.15.65.56.8- Patella width2.12.02.02.0- Chela length9.89.28.610.3- Chela width2.32.21.72.1- Chela depth2.52.31.62.0- Movable finger length6.15.95.96.9Morphometric ratios:- Metasomal segment I length/width1.100.970.971.39- Metasomal segment II length/width1.321.261.24NA- Metasomal segment III length/width1.451.401.31NA- Metasomal segment IV length/width1.831.671.61NA- Metasomal segment V length/width2.462.282.303.00- Metasomal segment V length/depth2.652.442.483.00- Telson length/width3.002.702.743.25- Telson length/depth2.852.572.893.10- Chela length/width4.264.185.064.90- Chela length/depth3.924.005.385.15- Chela length / Movable finger length1.611.561.461.49
description: Published as part of Ythier, Eric & Lourenço, Wilson R., 2022, A new species of Lychas C. (Scorpiones: Buthidae) L. Koch, 1845 from Thailand, pp. 5 in Faunitaxys (Oxford, England) 10 (26) on page 5, DOI: 10.57800/faunitaxys-10(26), http://zenodo.org/record/15352455
DOI: 10.23641/asha.28570475
title: Optimizing Vietnamese sentence repetition (Pham et al., 2025)

description: <b>Purpose: </b>Sentence repetition can contribute to the identification of developmental language disorder (DLD). However, few studies have attempted to optimize the task for clinical practice. This study uses the item response theory (IRT) to optimize a Vietnamese sentence repetition task for screening and full-assessment purposes and evaluate the diagnostic utility of the new item sets.<b>Method: </b>We expanded the original task from 28 to 40 items to maximize the chances of having robust final item sets. The 40 items were administered to 196 children in Vietnam, ages 4–6 years. Participants met criteria for DLD (<i>n</i> = 28) or typical development (<i>n</i> = 122), while a subset did not meet criteria for either classification (i.e., Risk, <i>n</i> = 46). Using IRT, we compared different scoring systems and selected item sets with robust parameters and adequate fit to serve two clinical purposes, assessment and screening. We calculated diagnostic accuracy of these item sets using discriminant function analysis and compared results to raw score cut-points.<b>Results: </b>The optimal item set for full assessment included 28 items (15 original items) and showed strong diagnostic accuracy, as did a 14-item subset (seven original items) designed for screening. The item set for full assessment also provided a quick characterization of children’s grammatical performance. The strongest diagnostic values were derived from discriminant function analysis.<b>Conclusions: </b>This study optimized two sentence repetition tasks for monolingual Vietnamese children for use in a full assessment or screening. Implications are discussed on how to utilize tasks in clinical practice. Future studies need to evaluate sentence repetition in older children and bilingual populations.<b>Supplemental Material S1.</b> Rasch and 2PL item fit statistic.<b>Supplemental Material S2.</b> Whole-sample Rasch and 2PL item parameters for 24 unidimensional items.<b>Supplemental Material S3.</b> GRM item fit.<b>Supplemental Material S4.</b> Graded response model (GRM) item parameters.Pham, G., Choi-Tucci, A., Do, N., & Ebert, K. D. (2025). Optimizing a Vietnamese sentence repetition task using item response theory. <i>American Journal of Speech-Language Pathology</i><i>, 34</i>(3), 1176–1192. https://doi.org/10.1044/2024_AJSLP-24-00381
DOI: 10.23641/asha.28608116
title: MCT sensitive to mild deficits (Bunker et al., 2025)

description: <b>Purpose:</b> The Western Aphasia Battery–Revised (WAB-R) is often used for diagnosis of aphasia. However, persons scoring above the WAB-R diagnostic cutoff may still present with language difficulties indicative of aphasia. Identification of residual language challenges is critical for treatment referral or inclusion in research. We examined differences in discourse following acute left-hemisphere stroke for those above/below the WAB-R diagnostic cutoff compared to healthy controls, as well as recovery during the first year.<b>Method:</b> Sixty-eight participants with acute left-hemisphere stroke completed the WAB-R and were classified as <i>aphasic by WAB-R</i> (ABW; <i>n</i> = 42) or <i>not aphasic by WAB-R</i> (NABW; <i>n</i> = 26). They completed the Modern Cookie Theft (MCT) picture description task at two time points: acute and either 3, 6, or 12 months poststroke. Responses were analyzed for content units, total verbal output, efficiency, and lateralization of content (i.e., right vs. left side of stimulus) and compared to 49 healthy controls. Differences between groups were examined using Wilcoxon rank-sum tests. Change over time was examined using robust linear mixed-effects regression.<b>Results: </b>Wilcoxon tests showed differences between healthy controls and ABW or NABW on all MCT metrics except efficiency for those NABW. Regression models showed no main effects of group or interaction between group and time point.<b>Conclusions:</b> The NABW group showed deficits in verbal output, content production, and laterality on the MCT picture description task, suggesting the presence of possible aphasia and hemispatial neglect. Measures derived from the MCT may be more sensitive to residual language/communication difficulties not captured by the WAB-R. The NABW group also showed similar patterns of recovery as the ABW group, highlighting the MCT task’s ability to capture change for those with mild impairments. Results support use of the MCT task in clinical settings, particularly if/when mild deficits are probable/suspected.<b>Supplemental Material S1.</b> Wilcoxon rank-sum test results for healthy controls vs. participants with stroke.Bunker, L. D., Berube, S. K., Neal, V., Kelly, L., Kelly, C., Meier, E. L., Hillis, A. E. (2025). Discourse measures from the modern cookie theft picture description are sensitive to mild communication deficits not captured by the Western Aphasia Battery–Revised Aphasia Quotient. <i>American Journal of Speech-Language Pathology,</i><i> 34</i>(3), 1100–1120. https://doi.org/10.1044/2024_AJSLP-24-00322
DOI: 10.23641/asha.28608116.v1
title: MCT sensitive to mild deficits (Bunker et al., 2025)

description: <b>Purpose:</b> The Western Aphasia Battery–Revised (WAB-R) is often used for diagnosis of aphasia. However, persons scoring above the WAB-R diagnostic cutoff may still present with language difficulties indicative of aphasia. Identification of residual language challenges is critical for treatment referral or inclusion in research. We examined differences in discourse following acute left-hemisphere stroke for those above/below the WAB-R diagnostic cutoff compared to healthy controls, as well as recovery during the first year.<b>Method:</b> Sixty-eight participants with acute left-hemisphere stroke completed the WAB-R and were classified as <i>aphasic by WAB-R</i> (ABW; <i>n</i> = 42) or <i>not aphasic by WAB-R</i> (NABW; <i>n</i> = 26). They completed the Modern Cookie Theft (MCT) picture description task at two time points: acute and either 3, 6, or 12 months poststroke. Responses were analyzed for content units, total verbal output, efficiency, and lateralization of content (i.e., right vs. left side of stimulus) and compared to 49 healthy controls. Differences between groups were examined using Wilcoxon rank-sum tests. Change over time was examined using robust linear mixed-effects regression.<b>Results: </b>Wilcoxon tests showed differences between healthy controls and ABW or NABW on all MCT metrics except efficiency for those NABW. Regression models showed no main effects of group or interaction between group and time point.<b>Conclusions:</b> The NABW group showed deficits in verbal output, content production, and laterality on the MCT picture description task, suggesting the presence of possible aphasia and hemispatial neglect. Measures derived from the MCT may be more sensitive to residual language/communication difficulties not captured by the WAB-R. The NABW group also showed similar patterns of recovery as the ABW group, highlighting the MCT task’s ability to capture change for those with mild impairments. Results support use of the MCT task in clinical settings, particularly if/when mild deficits are probable/suspected.<b>Supplemental Material S1.</b> Wilcoxon rank-sum test results for healthy controls vs. participants with stroke.Bunker, L. D., Berube, S. K., Neal, V., Kelly, L., Kelly, C., Meier, E. L., Hillis, A. E. (2025). Discourse measures from the modern cookie theft picture description are sensitive to mild communication deficits not captured by the Western Aphasia Battery–Revised Aphasia Quotient. <i>American Journal of Speech-Language Pathology,</i><i> 34</i>(3), 1100–1120. https://doi.org/10.1044/2024_AJSLP-24-00322
DOI: 10.15468/dl.tp8awx
title: Occurrence Download

description: A dataset containing 31109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Akodon Meyen, 1833"
 ]
}

 The dataset includes 31109 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020239-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzrah3
title: Occurrence Download

description: A dataset containing 16428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Dendrortyx Gould, 1844"
 ]
}

 The dataset includes 16428 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020241-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/36e71bcbd0dbcc1fa97d68e68ad60e1f
title: Hubbard Brook Experimental Forest: Chemistry of freely-draining soil solutions in Watershed 6, 1984 - ongoing

description: Tension-free lysimeters were installed in three soil horizons at three locations adjacent to Hubbard Brook Experiment Forest Watershed 6. At each location lysimeters were placed beneath the Oa horizon and within the upper and lower B horizon. Soil solution samples were collected approximately monthly and analyzed for pH, acid neutralizing capacity (ANC), base cations, soluble anions, trace metals, nitrogen and carbon.
 These data were gathered as part of the Hubbard Brook Ecosystem Study (HBES). The HBES is a collaborative effort at the Hubbard Brook Experimental Forest, which is operated and maintained by the USDA Forest Service, Northern Research Station.
DOI: 10.15468/dl.4g2r4w
title: Occurrence Download

description: A dataset containing 728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Culicoides chiopterus (Meigen, 1830)"
 ]
}

 The dataset includes 728 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020242-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p9nohtrb
title: Water Level, Temperature, and Discharge of Headwater Streams in the Yukon River Basin, Alaska, 2016 and 2017

description: This dataset includes 15-minute interval data on stream temperature, stage, and discharge from low-order streams in the Yukon River Basin in interior Alaska, collected during the summer months. The depth of the water and temperature were determined using a combined pressure transducer and temperature sensor that was deployed through the summer months. Different sensors were used in each stream and year, so a file is included detailing the stage and temperature accuracy for each year and stream. Discharge was derived from the stage data by creating a rating curve relating stage to discharge measured during site visits.