cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18678712
title: The Torah as a Directed Morphological System

description: **The Torah as a Directed Morphological System**  A Computational Analysis of Root Expansion and Semantic Architecture

This preprint presents a large-scale computational morphological analysis of the Torah (Pentateuch) as a closed linguistic corpus comprising 76,584 word tokens, 15,087 unique dictionary entries, and 5,834 verses. Proper nouns (personal and place names) were excluded from all statistical computations.

Each word was systematically decomposed into three structural layers:  • **Core Root** – the minimal semantic anchor (often a single consonant or pair)  • **Mandatory Root** – the stable consonantal skeleton present in all inflected forms  • **Extension Layer** – the letters that produce morphological and semantic branching

**Central empirical finding**: Morphological expansion is governed by a highly restricted “control alphabet” of exactly ten letters (אמתניהו + ב-כ-ל). These ten letters account for **99.87 %** of all 97,599 weighted extension-character tokens (p ≤ 0.0003 against 10,000 randomly generated letter sets; add-one corrected). Shannon entropy analysis shows a 36.4 % reduction relative to a uniform 22-letter distribution (KL-divergence = 1.624 bits).

A clear functional layer separation was identified:  • **EmetNiyahu** subsystem (with dominant א) governs root construction (44.1 % of root-extension tokens)  • **KemetNiyahu** subsystem (with dominant כ) governs inflectional suffixes (א/כ suffix ratio = 17:1)

The dominance remains stable across all textual genres, all sliding windows of 100 verses, and extends preliminarily to Joshua and Judges. The study is strictly descriptive and statistical; it does not infer intentionality or divinity.

**Tiered structure**: All quantitative results (Tier A) are presented separately from exploratory structural observations and interpretive questions (Tier B). The full annotated dataset (CoreRoot, MandatoryRoot, GroupID, extension fields) is available from the author upon request for independent verification.

This work proposes a new three-layer model that addresses long-standing challenges in Biblical Hebrew morphology (sub-triliteral roots, polysemy, extension regularity) and offers a potential framework for comparative Semitic morphology if confirmed in other ancient corpora.

**Keywords**: Biblical Hebrew, computational morphology, root-and-pattern, semantic architecture, Torah corpus, control alphabet, EmetNiyahu, digital humanities, Semitic linguistics
DOI: 10.5281/zenodo.18678713
title: The Torah as a Directed Morphological System

description: **The Torah as a Directed Morphological System**  A Computational Analysis of Root Expansion and Semantic Architecture

This preprint presents a large-scale computational morphological analysis of the Torah (Pentateuch) as a closed linguistic corpus comprising 76,584 word tokens, 15,087 unique dictionary entries, and 5,834 verses. Proper nouns (personal and place names) were excluded from all statistical computations.

Each word was systematically decomposed into three structural layers:  • **Core Root** – the minimal semantic anchor (often a single consonant or pair)  • **Mandatory Root** – the stable consonantal skeleton present in all inflected forms  • **Extension Layer** – the letters that produce morphological and semantic branching

**Central empirical finding**: Morphological expansion is governed by a highly restricted “control alphabet” of exactly ten letters (אמתניהו + ב-כ-ל). These ten letters account for **99.87 %** of all 97,599 weighted extension-character tokens (p ≤ 0.0003 against 10,000 randomly generated letter sets; add-one corrected). Shannon entropy analysis shows a 36.4 % reduction relative to a uniform 22-letter distribution (KL-divergence = 1.624 bits).

A clear functional layer separation was identified:  • **EmetNiyahu** subsystem (with dominant א) governs root construction (44.1 % of root-extension tokens)  • **KemetNiyahu** subsystem (with dominant כ) governs inflectional suffixes (א/כ suffix ratio = 17:1)

The dominance remains stable across all textual genres, all sliding windows of 100 verses, and extends preliminarily to Joshua and Judges. The study is strictly descriptive and statistical; it does not infer intentionality or divinity.

**Tiered structure**: All quantitative results (Tier A) are presented separately from exploratory structural observations and interpretive questions (Tier B). The full annotated dataset (CoreRoot, MandatoryRoot, GroupID, extension fields) is available from the author upon request for independent verification.

This work proposes a new three-layer model that addresses long-standing challenges in Biblical Hebrew morphology (sub-triliteral roots, polysemy, extension regularity) and offers a potential framework for comparative Semitic morphology if confirmed in other ancient corpora.

**Keywords**: Biblical Hebrew, computational morphology, root-and-pattern, semantic architecture, Torah corpus, control alphabet, EmetNiyahu, digital humanities, Semitic linguistics
DOI: 10.15468/dl.sn3dpf
title: Occurrence Download

description: A dataset containing 1448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Bitis nasicornis"
 ]
}

 The dataset includes 1448 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026898-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/72gq4c
title: Darwin Core Archive version of: Bud burst data of department of Animal Ecology/NIOO-KNAW

description: The stage of bud burst has been measured from 1988 onwards on three tree species in different areas across the Netherlands to record the phenology of the trees. This data is stored in a Darwin Core Archive. For detailed metadata see the two XML files (EML and meta).
description: Initial publication
DOI: 10.15468/dl.gz2kp8
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Cabo Verde",
 "TaxonKey is Corallimorpharia"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026901-260208012135463/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.27800382
title: Community-level root trait, environmental data and R codes.xlsx

description: To explore how community-level root quantity and quality traits vary across environmental gradients, we focus on two representative grassland regions in northern China: the Inner Mongolian Plateau (IMP, temperate grassland) and the Tibetan Plateau (TP, alpine grassland). During the peak growing season (July–September) in 2018, we selected 10 sampling sites free from human disturbances (such as grazing and mowing) along east–west transects within each region: the IMP (112.15°–123.51°E, 43.55°–45.11° N, elevation ~140–1,300 m) and the TP (80.15°–95.45°E, 31.38°–32.48° N, elevation &gt; 4000 m), resulting in 20 sites in total. The distance between two adjacent sites was approximately 100 km. These sites encompassed diverse climatic conditions, soil properties, and vegetation types. Using root cores, we quantified community-level root quantity traits (mass, length, area, nitrogen per land area) and quality traits (length, area, nitrogen per root mass and tissue density) across 20 grasslands on the Inner Mongolian Plateau (IMP) and the Tibetan Plateau (TP) in China. Specifically, root quantity traits include root mass density (RMD), root length density (RLD), root area density (RAD), and root nitrogen density per unit soil volume (RND). Root efficiency traits include root diameter (RD), specific root length (SRL), root tissue density (RTD), and root nitrogen concentration (RN). Climatic and soil variables (0–30 cm depth) were used to determine the environmental effects on variation in community-level root traits.
DOI: 10.6084/m9.figshare.27800382.v5
title: Community-level root trait, environmental data and R codes.xlsx

description: To explore how community-level root quantity and quality traits vary across environmental gradients, we focus on two representative grassland regions in northern China: the Inner Mongolian Plateau (IMP, temperate grassland) and the Tibetan Plateau (TP, alpine grassland). During the peak growing season (July–September) in 2018, we selected 10 sampling sites free from human disturbances (such as grazing and mowing) along east–west transects within each region: the IMP (112.15°–123.51°E, 43.55°–45.11° N, elevation ~140–1,300 m) and the TP (80.15°–95.45°E, 31.38°–32.48° N, elevation &gt; 4000 m), resulting in 20 sites in total. The distance between two adjacent sites was approximately 100 km. These sites encompassed diverse climatic conditions, soil properties, and vegetation types. Using root cores, we quantified community-level root quantity traits (mass, length, area, nitrogen per land area) and quality traits (length, area, nitrogen per root mass and tissue density) across 20 grasslands on the Inner Mongolian Plateau (IMP) and the Tibetan Plateau (TP) in China. Specifically, root quantity traits include root mass density (RMD), root length density (RLD), root area density (RAD), and root nitrogen density per unit soil volume (RND). Root efficiency traits include root diameter (RD), specific root length (SRL), root tissue density (RTD), and root nitrogen concentration (RN). Climatic and soil variables (0–30 cm depth) were used to determine the environmental effects on variation in community-level root traits.
DOI: 10.6084/m9.figshare.27800382.v4
title: Community-level root trait, environmental data and R codes.xlsx

description: To explore how community-level root quantity and quality traits vary across environmental gradients, we focus on two representative grassland regions in northern China: the Inner Mongolian Plateau (IMP, temperate grassland) and the Tibetan Plateau (TP, alpine grassland). During the peak growing season (July–September) in 2018, we selected 10 sampling sites free from human disturbances (such as grazing and mowing) along east–west transects within each region: the IMP (112.15°–123.51°E, 43.55°–45.11° N, elevation ~140–1,300 m) and the TP (80.15°–95.45°E, 31.38°–32.48° N, elevation &gt; 4000 m), resulting in 20 sites in total (Fig. S1 and Table S1). The distance between two adjacent sites was approximately 100 km. These sites encompassed diverse climatic conditions, soil properties, and vegetation types. Using root cores, we quantified community-level root quantity traits (mass, length, area, nitrogen per land area) and quality traits (length, area, nitrogen per root mass and tissue density) across 20 grasslands on the Inner Mongolian Plateau (IMP) and the Tibetan Plateau (TP) in China. Specifically, root quantity traits include root mass density (RMD), root length density (RLD), root area density (RAD), and root nitrogen density per unit soil volume (RND). Root efficiency traits include root diameter (RD), specific root length (SRL), root tissue density (RTD), and root nitrogen concentration (RN). Climatic and soil variables (0–30 cm depth) were used to determine the environmental effects on variation in community-level root traits.
DOI: 10.15468/dl.69z75c
title: Occurrence Download

description: A dataset containing 7847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.05655 47.2969,5.12815 47.2969,5.12815 47.34612,5.05655 47.34612,5.05655 47.2969))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7847 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026900-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15783807
title: Supplementary Information - Isotropic components of microseismic moment tensors at Utah FORGE reveal a diversity of fluid pathway creation processes in EGS development

description: This dataset contains two compressed zip dircetories: - The first contains csv tables of the MT inversion results, DC and full MT solutions, each one table for the best solution and one for the bootstrap-based mean solution and standard deviations.

- The second zip directory contains html reports for each inversion result including figures showing the waveform misfits and the inversion uncertainties. Please unzip the directory and follow the instructions in the README file to open the html reports.When using the datsets please cite our paper (Niemz et al., 2025; see References)
DOI: 10.5281/zenodo.15783808
title: Supplementary Information - Isotropic components of microseismic moment tensors at Utah FORGE reveal a diversity of fluid pathway creation processes in EGS development

description: This dataset contains two compressed zip dircetories: - The first contains csv tables of the MT inversion results, DC and full MT solutions, each one table for the best solution and one for the bootstrap-based mean solution and standard deviations.

- The second zip directory contains html reports for each inversion result including figures showing the waveform misfits and the inversion uncertainties. Please unzip the directory and follow the instructions in the README file to open the html reports.When using the datsets please cite our paper (Niemz et al., 2025; see References)
DOI: 10.15468/dl.hpj3mb
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Côte d’Ivoire",
 "TaxonKey is Coffea canephora"
 ]
}

 The dataset includes 78 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026902-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpc2wd
title: Occurrence Download

description: A dataset containing 34072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is GMU8_LEUVEN - Camera trap observations in natural habitats south of Leuven (Belgium)",
 "TaxonKey is Cervidae"
 ]
}

 The dataset includes 34072 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026899-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18676963
title: A Single-Case Cognitive Architecture: Cross-Validation Across Six Theoretical Frameworks

description: This archive contains the complete public release of a Structural Observation Reverse-Mapping (SORM) report series analyzing a single cognitive subject's architecture through six independent academic frameworks: OODA Loop (Boyd), SRK Framework (Rasmussen), Situation Awareness Model (Endsley), Game Theory (Harsanyi/Nash), Complex Adaptive Systems (Holland/Kauffman), and Cybernetics (Wiener/Ashby/Bateson).**Methodology:** SORM reverses the conventional academic sequence (hypothesis → framework → subject → conclusion). Instead, directly observed cognitive structures serve as the starting point, which are then reverse-mapped onto established theoretical frameworks. Cross-framework convergence serves as the primary validation mechanism. This is an observational documentation methodology, not hypothesis-driven research.**Contents (38 files):**- Master Cover & Table of Contents- SORM Methodology Statement- Ethics Statement- Sections 1–6: Individual framework analyses- Section 7: Integrated field application (PUBLIC version)- Section 8: Six-framework convergence synthesis- Appendices A–F: Physical, information-theoretic, mathematical, systems-theoretic, quantum-mechanical, and unified synthesis foundations- Appendix G-1: Supplementary defensive analysis (PUBLIC version)- Unified References (APA 7th Edition)All documents provided in both Markdown (.md) and PDF (.pdf) formats.**Scope & Limitations:** This is an N=1 case study. The SORM methodology is designed for structural documentation of observed cognitive patterns, not for generalization across populations. Speculative extensions are explicitly graded (Grade B) and distinguished from empirically anchored analysis (Grade A). The research subject is also the primary researcher; epistemological implications of this dual role are addressed in the methodology statement.**Ethics & Anonymization:** All third-party identifiers have been removed or anonymized. Confidential supplementary materials (Section 7-2, Appendix G-2) are withheld from public release and maintained under separate access control. Primary data sources (Contact Log) are referenced but not included.**Documentation Tools:** An LLM was used as a documentation and translation assistant. All core observations, analytical judgments, and conclusions originate from the research subject. The LLM's role is explicitly disclosed in the methodology statement.**Feedback Welcome:** As an LLM was used as a documentation tool, there may be errors the researcher has not yet identified. Corrections, structural critiques, counter-evidence, and questions are all welcome. The researcher may be slow to respond but will engage with substantive feedback.
DOI: 10.5281/zenodo.18676962
title: A Single-Case Cognitive Architecture: Cross-Validation Across Six Theoretical Frameworks

description: This archive contains the complete public release of a Structural Observation Reverse-Mapping (SORM) report series analyzing a single cognitive subject's architecture through six independent academic frameworks: OODA Loop (Boyd), SRK Framework (Rasmussen), Situation Awareness Model (Endsley), Game Theory (Harsanyi/Nash), Complex Adaptive Systems (Holland/Kauffman), and Cybernetics (Wiener/Ashby/Bateson).**Methodology:** SORM reverses the conventional academic sequence (hypothesis → framework → subject → conclusion). Instead, directly observed cognitive structures serve as the starting point, which are then reverse-mapped onto established theoretical frameworks. Cross-framework convergence serves as the primary validation mechanism. This is an observational documentation methodology, not hypothesis-driven research.**Contents (38 files):**- Master Cover & Table of Contents- SORM Methodology Statement- Ethics Statement- Sections 1–6: Individual framework analyses- Section 7: Integrated field application (PUBLIC version)- Section 8: Six-framework convergence synthesis- Appendices A–F: Physical, information-theoretic, mathematical, systems-theoretic, quantum-mechanical, and unified synthesis foundations- Appendix G-1: Supplementary defensive analysis (PUBLIC version)- Unified References (APA 7th Edition)All documents provided in both Markdown (.md) and PDF (.pdf) formats.**Scope & Limitations:** This is an N=1 case study. The SORM methodology is designed for structural documentation of observed cognitive patterns, not for generalization across populations. Speculative extensions are explicitly graded (Grade B) and distinguished from empirically anchored analysis (Grade A). The research subject is also the primary researcher; epistemological implications of this dual role are addressed in the methodology statement.**Ethics & Anonymization:** All third-party identifiers have been removed or anonymized. Confidential supplementary materials (Section 7-2, Appendix G-2) are withheld from public release and maintained under separate access control. Primary data sources (Contact Log) are referenced but not included.**Documentation Tools:** An LLM was used as a documentation and translation assistant. All core observations, analytical judgments, and conclusions originate from the research subject. The LLM's role is explicitly disclosed in the methodology statement.**Feedback Welcome:** As an LLM was used as a documentation tool, there may be errors the researcher has not yet identified. Corrections, structural critiques, counter-evidence, and questions are all welcome. The researcher may be slow to respond but will engage with substantive feedback.
DOI: 10.15468/dl.97jqhh
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ceratocarpus arenarius"
 ]
}

 The dataset includes 564 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026903-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/huengf
title: Checklist of whiteflies and scale insects of Luxembourg

description: This checklist compiles the knowledge of scale insects in Luxembourg (Hemiptera, Sternorrhyncha, Coccomorpha) and whiteflies (Hemiptera, Aleyrodidae) from Luxembourg.

The species on this checklist were complied from the following tree papers:&lt;/br&gt;
- Gertsson C.A. 2016 – A checklist of the scale insects (Hemiptera Coccomorpha) in Luxembourg. REDIA, XCIX, 2016: 151-153 &lt;a href="http://dx.doi.org/10.19263/REDIA-99.16.19"&gt;http://dx.doi.org/10.19263/REDIA-99.16.19&lt;/a&gt; &lt;/br&gt;
- Gertsson, C.-A. & N. Schneider, 2020. An updated checklist of scale insects in Luxembourg (Hemiptera, Sternorrhyncha, Coccomorpha). Bulletin de la Societé des naturalistes luxembourgois 122 : 131-139. &lt;a href="https://www.snl.lu/publications/bulletin/SNL_2020_122_131_139.pdf"&gt;https://www.snl.lu/publications/bulletin/SNL_2020_122_131_139.pdf&lt;/a&gt;&lt;/br&gt;
- Gertsson, C.-A., 2020. An annotated checklist of whiteflies (Hemiptera, Aleyrodidae) in
Luxembourg. Bulletin de la Societé des naturalistes luxembourgois 122: 247-251. &lt;a href="https://www.snl.lu/publications/bulletin/SNL_2020_122_247_251.pdf"&gt;https://www.snl.lu/publications/bulletin/SNL_2020_122_247_251.pdf&lt;/a&gt; 
- Gertsson, C.-A. & A. Weigand, 2025. First records of the Ivy scale Aspidiotus hedericola Leonardi, 1920 in Luxembourg (Hemiptera, Coccomorpha, Diaspididae). Bulletin de la Société des naturalistes luxembourgeois
DOI: 10.5281/zenodo.18678524
title: Think and Cope Positively_RCT_Caballero_R_2026

description: The data and the variable dictionary are attached.
DOI: 10.5281/zenodo.18678523
title: Think and Cope Positively_RCT_Caballero_R_2026

description: The data and the variable dictionary are attached.
DOI: 10.15468/dl.3puhsk
title: Occurrence Download

description: A dataset containing 237080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptogorgia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 237080 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026864-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h25m39
title: Occurrence Download

description: A dataset containing 129395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Setaria viridis"
 ]
}

 The dataset includes 129395 records from 1180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026852-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.