cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18739/a29g5gg36
title: New Trans-Arctic shipping routes navigable by midcentury

description: Recent historic observed lows in Arctic sea ice extent, together with climate model projections of additional ice reductions in the future, have fueled speculations of potential new trans-Arctic shipping routes linking the Atlantic and Pacific Oceans. However, numerical studies of how projected geophysical changes in sea ice will realistically impact ship navigation are lacking. To address this deficiency, we analyze seven climate model projections of sea ice properties, assuming two different climate change scenarios [representative concentration pathways (RCPs) 4.5 and 8.5] and two vessel classes, to assess future changes in peak season (September) Arctic shipping potential. By midcentury, changing sea ice conditions enable expanded September navigability for common open-water ships crossing the Arctic along the Northern Sea Route over the Russian Federation, robust new routes for moderately ice-strengthened (Polar Class 6) ships over the North Pole, and new routes through the Northwest Passage for both vessel classes. Although numerous other nonclimatic factors also limit Arctic shipping potential, these findings have important economic, strategic, environmental, and governance implications for the region.
DOI: 10.15468/dl.ypaz6v
title: Occurrence Download

description: A dataset containing 58260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Valvata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 58260 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020717-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15827993
title: Exploring Characteristics, Challenges, and Opportunities in 6G Software Business: A Multivocal Literature Review

description: SUPPLEMENTARY DATASET: 6G SOFTWARE BUSINESSES MLR


Multivocal Literature Review - 133 Sources (102 Formal + 31 Grey)


 


PURPOSE


This supplementary dataset provides complete methodological transparency for the 6G Software


Businesses Multivocal Literature Review (MLR). All data extraction, coding, and analysis steps


are documented to enable full reproducibility.


 


NAVIGATION GUIDE - READ IN THIS ORDER


 


STEP 1: Understand the Study (Sheets 01-02)


  01_STUDY_OVERVIEW - Key statistics and summary


  02_SEARCH_PROCESS - PRISMA flow (2,228 to 133 sources)


 


STEP 2: Review the Data (Sheets 03-04)


  03_SOURCES_MASTER - All 133 sources with complete metadata


  04_QUALITY_ASSESSMENT - Quality scores for all sources


 


STEP 3: See Research Findings (Sheets 05-07)


  05_RQ1_CHARACTERISTICS - 18 characteristics identified


  06_RQ2_OPPORTUNITIES - 32 opportunities identified


  07_RQ3_CHALLENGES - 19 challenges identified


 


STEP 4: Understand the Framework (Sheets 08-09)


  08_FRAMEWORK - 73 framework items (maps to Figure 10 in paper)


8.1_Value_Drivers_L1(Columns: BusinessValueDriver, ThemeCount, ThemeIDs, EvidenceSources)


8.2_Input_Themes_SID(Columns: RQ, ThemeCategory, Subtheme, SourceNums_Str, EvidenceSources)


  09_FRAMEWORKMAPPING Framework drivation  Traceability from data to framework(RQ → Theme/Sub-theme → Evidence → Framework box mapping)


 


STEP 5: See Methodology Details (Sheets 10-12)


  10_CODING_EXTRACTS - All 1,857 raw codes from sources


  12_Themes_Master Thematic Analysis - From codes to themes to framework(Columns: ThemeID, Dimension, Layer, Group, Item, Description …)


 


STEP 6: Additional Analyses (Sheets 13-15)


  13_GEOGRAPHIC_DISTRIBUTION - Regional analysis


  14_TEMPORAL_DISTRIBUTION ANALYSIS - Publication trends 2016-2024


  15_PUBLICATION_TYPES - Source type Research Type breakdown


 


REFERENCE (Sheet 16)


  16_DATA_DICTIONARY - Field definitions and coding schemes


17_Validation(Columns: Validation & Summary)


KEY STATISTICS


Total Sources: 133 (76.69% formal, 23.31% grey)


Time Span: 2016-2024


Databases: IEEE, Scopus, ACM, Web of Science, ScienceDirect, SpringerLink, Wiley + Google


Raw Codes: 1,857 extracted


Themes: 69 identified


Framework Items: 73 final items


Inter-Rater Reliability: Kendall W = 0.8127 (p < 0.01)


 


Dataset Version: 2.0 (Final)


Last Updated: 2026-02-06


Corresponds to: Exploring Characteristics, Challenges, and Opportunities


                in 6G Software Business: A Multivocal Literature Review
DOI: 10.5281/zenodo.15826788
title: Exploring Characteristics, Challenges, and Opportunities in 6G Software Business: A Multivocal Literature Review

description: SUPPLEMENTARY DATASET: 6G SOFTWARE BUSINESSES MLR


Multivocal Literature Review - 133 Sources (102 Formal + 31 Grey)


 


PURPOSE


This supplementary dataset provides complete methodological transparency for the 6G Software


Businesses Multivocal Literature Review (MLR). All data extraction, coding, and analysis steps


are documented to enable full reproducibility.


 


NAVIGATION GUIDE - READ IN THIS ORDER


 


STEP 1: Understand the Study (Sheets 01-02)


  01_STUDY_OVERVIEW - Key statistics and summary


  02_SEARCH_PROCESS - PRISMA flow (2,228 to 133 sources)


 


STEP 2: Review the Data (Sheets 03-04)


  03_SOURCES_MASTER - All 133 sources with complete metadata


  04_QUALITY_ASSESSMENT - Quality scores for all sources


 


STEP 3: See Research Findings (Sheets 05-07)


  05_RQ1_CHARACTERISTICS - 18 characteristics identified


  06_RQ2_OPPORTUNITIES - 32 opportunities identified


  07_RQ3_CHALLENGES - 19 challenges identified


 


STEP 4: Understand the Framework (Sheets 08-09)


  08_FRAMEWORK - 73 framework items (maps to Figure 10 in paper)


8.1_Value_Drivers_L1(Columns: BusinessValueDriver, ThemeCount, ThemeIDs, EvidenceSources)


8.2_Input_Themes_SID(Columns: RQ, ThemeCategory, Subtheme, SourceNums_Str, EvidenceSources)


  09_FRAMEWORKMAPPING Framework drivation  Traceability from data to framework(RQ → Theme/Sub-theme → Evidence → Framework box mapping)


 


STEP 5: See Methodology Details (Sheets 10-12)


  10_CODING_EXTRACTS - All 1,857 raw codes from sources


  12_Themes_Master Thematic Analysis - From codes to themes to framework(Columns: ThemeID, Dimension, Layer, Group, Item, Description …)


 


STEP 6: Additional Analyses (Sheets 13-15)


  13_GEOGRAPHIC_DISTRIBUTION - Regional analysis


  14_TEMPORAL_DISTRIBUTION ANALYSIS - Publication trends 2016-2024


  15_PUBLICATION_TYPES - Source type Research Type breakdown


 


REFERENCE (Sheet 16)


  16_DATA_DICTIONARY - Field definitions and coding schemes


17_Validation(Columns: Validation & Summary)


KEY STATISTICS


Total Sources: 133 (76.69% formal, 23.31% grey)


Time Span: 2016-2024


Databases: IEEE, Scopus, ACM, Web of Science, ScienceDirect, SpringerLink, Wiley + Google


Raw Codes: 1,857 extracted


Themes: 69 identified


Framework Items: 73 final items


Inter-Rater Reliability: Kendall W = 0.8127 (p < 0.01)


 


Dataset Version: 2.0 (Final)


Last Updated: 2026-02-06


Corresponds to: Exploring Characteristics, Challenges, and Opportunities


                in 6G Software Business: A Multivocal Literature Review
DOI: 10.5281/zenodo.18650685
title: TABLE 1 in FAMILY STREBLIDAE

description: TABLE 1. Streblidae species recorded from Colombia.
SubfamilyGenusspeciesauthorNycterophiliinaeNycterophiliacoxataFerris, 1916fairchildiWenzel, 1966mormoopsisWenzel, 1976parnelliWenzel, 1966StreblinaeAnastreblacaudiferaeWenzel, 1976mattadeniWenzel, 1966modestiniWenzel, 1966MetelasmuspseudopterusCoquillett, 1899ParaeuctenodessimilisWenzel, 1976StreblaaltmaniWenzel, 1966alvareziWenzel, 1966consociaWenzel, 1966diaemiWenzel, 1966diphyllaeWenzel, 1966guajiro(García & Casal, 1965)hertigiWenzel, 1966kohlsiWenzel, 1966mirabilis(Waterhouse, 1879)paramirabilisWenzel, 1976wiedemanniiKolenati, 1856TrichobiinaeAnatrichobiusscorzaiWenzel, 1966AspidopteradelatorreiWenzel, 1966falcataWenzel, 1976phyllostomatis(Perty, 1833)Exastinonclovisi(Pessôa & Guimarães, 1936)deceptivumWenzel, 1966oculatumWenzel, 1976MastopteraguimaraesiWenzel, 1966minuta(Costa Lima, 1921)Megistopodaaranea(Coquillett, 1899)proxima(Séguy, 1926)NeotrichobiusbisetosusWenzel, 1976delicatus(Machado-Allison, 1966)stenopterusWenzel & Aitken, 1966NoctiliostreblaaitkeniWenzel, 1966dubia(Rudow, 1871)maaiWenzel, 1966traubiWenzel, 1966ParadyschiriafuscaSpeiser, 1900lineataKessel, 1925parvulaFalcoz, 1931parvuloidesWenzel, 1966Paratrichobiusdunni(Curran, 1935)longicrus(Miranda-Ribeiro, 1907)salviniWenzel, 1966PseudostreblariberoiCosta Lima, 1921sparsisetisWenzel, 1966SpeiseriaambiguaKessel, 1925peytonaeWenzel, 1976StizostreblalongirostrisJobling, 1939Trichobioidesperspicillatus(Pessôa & Galvão, 1936)TrichobiusangulatusWenzel, 1976caecusEdwards, 1918costalimaiGuimarães, 1938diaemiWenzel, 1966diphyllaeWenzel, 1966dugesiiTownsend, 1891dugesioidesWenzel, 1966dybasiWenzel, 1966furmaniWenzel, 1966galeiWenzel, 1966hispidusWenzel, 1976joblingiWenzel, 1966johnsonaeWenzel, 1966lionycteridisWenzel, 1966lonchophyllaeWenzel, 1966longipes(Rudow, 1871)parasiticusGervais, 1844parasparsusWenzel, 1976petersoniWenzel, 1976tiptoniWenzel, 1976uniformisCurran, 1935vampyropisWenzel, 1966
description: Published as part of Dick, Carl W., Graciolli, Gustavo & Guerrero, Ricardo, 2016, FAMILY STREBLIDAE, pp. 798-800 in Zootaxa 4122 (1) on page 798, DOI: 10.11646/zootaxa.4122.1.67, http://zenodo.org/record/264152
DOI: 10.5281/zenodo.18650684
title: TABLE 1 in FAMILY STREBLIDAE

description: TABLE 1. Streblidae species recorded from Colombia.
SubfamilyGenusspeciesauthorNycterophiliinaeNycterophiliacoxataFerris, 1916fairchildiWenzel, 1966mormoopsisWenzel, 1976parnelliWenzel, 1966StreblinaeAnastreblacaudiferaeWenzel, 1976mattadeniWenzel, 1966modestiniWenzel, 1966MetelasmuspseudopterusCoquillett, 1899ParaeuctenodessimilisWenzel, 1976StreblaaltmaniWenzel, 1966alvareziWenzel, 1966consociaWenzel, 1966diaemiWenzel, 1966diphyllaeWenzel, 1966guajiro(García & Casal, 1965)hertigiWenzel, 1966kohlsiWenzel, 1966mirabilis(Waterhouse, 1879)paramirabilisWenzel, 1976wiedemanniiKolenati, 1856TrichobiinaeAnatrichobiusscorzaiWenzel, 1966AspidopteradelatorreiWenzel, 1966falcataWenzel, 1976phyllostomatis(Perty, 1833)Exastinonclovisi(Pessôa & Guimarães, 1936)deceptivumWenzel, 1966oculatumWenzel, 1976MastopteraguimaraesiWenzel, 1966minuta(Costa Lima, 1921)Megistopodaaranea(Coquillett, 1899)proxima(Séguy, 1926)NeotrichobiusbisetosusWenzel, 1976delicatus(Machado-Allison, 1966)stenopterusWenzel & Aitken, 1966NoctiliostreblaaitkeniWenzel, 1966dubia(Rudow, 1871)maaiWenzel, 1966traubiWenzel, 1966ParadyschiriafuscaSpeiser, 1900lineataKessel, 1925parvulaFalcoz, 1931parvuloidesWenzel, 1966Paratrichobiusdunni(Curran, 1935)longicrus(Miranda-Ribeiro, 1907)salviniWenzel, 1966PseudostreblariberoiCosta Lima, 1921sparsisetisWenzel, 1966SpeiseriaambiguaKessel, 1925peytonaeWenzel, 1976StizostreblalongirostrisJobling, 1939Trichobioidesperspicillatus(Pessôa & Galvão, 1936)TrichobiusangulatusWenzel, 1976caecusEdwards, 1918costalimaiGuimarães, 1938diaemiWenzel, 1966diphyllaeWenzel, 1966dugesiiTownsend, 1891dugesioidesWenzel, 1966dybasiWenzel, 1966furmaniWenzel, 1966galeiWenzel, 1966hispidusWenzel, 1976joblingiWenzel, 1966johnsonaeWenzel, 1966lionycteridisWenzel, 1966lonchophyllaeWenzel, 1966longipes(Rudow, 1871)parasiticusGervais, 1844parasparsusWenzel, 1976petersoniWenzel, 1976tiptoniWenzel, 1976uniformisCurran, 1935vampyropisWenzel, 1966
description: Published as part of Dick, Carl W., Graciolli, Gustavo & Guerrero, Ricardo, 2016, FAMILY STREBLIDAE, pp. 798-800 in Zootaxa 4122 (1) on page 798, DOI: 10.11646/zootaxa.4122.1.67, http://zenodo.org/record/264152
DOI: 10.15468/dl.hdtzx2
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canistropsis billbergioides",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 290 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020740-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r459t7
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "OccurrenceStatus is Present",
 "TaxonKey is Georissidae"
 ]
}

 The dataset includes 40 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020743-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mqc4k
title: Occurrence Download

description: A dataset containing 3877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen)",
 "Geometry POLYGON((-91 30.14,-75.59 30.14,-75.59 35.3,-91 35.3,-91 30.14))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY-NC 4.0, CC-BY 4.0, CC0 1.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ochrophyta"
 ]
}

 The dataset includes 3877 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020741-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18650493
title: Ly6d expression delineates two putative postnatal thymus epithelial progenitor cells that are differentially affected by ageing

description: Source data underpinning the figures of the research manuscript "Ly6d expression delineates two putative postnatal thymus epithelial progenitor cells that are differentially affected by ageing"
DOI: 10.5281/zenodo.18650746
title: The Decoupling Mechanism as a Boundary Condition: A Geometric Resolution to the Cosmological Constant and Hubble Tensions

description: Are the “Crisis in Cosmology” and the “Vacuum Catastrophe” simply geometric artifacts of how we parametrize Λ and H₀?  

This data note and accompanying Python script demonstrate that two of the largest anomalies in physics—the Hubble tension and the cosmological constant problem—can be numerically reproduced as simple geometric boundary conditions, without introducing new dynamical physics or free parameters.

Key findings

Hubble tension via sphere packing

  We show that the discrepancy between global (CMB) and local (SH0ES) measurements of H₀ corresponds to the geometric difference between a continuous fluid and a discrete packed structure. Applying the 3D kissing‑number packing factor (1 + 1/12) to the Planck 2018 value H₀ᴄᴍʙ = 67.4 km/s/Mpc predicts a local value of 73.02 km/s/Mpc, matching the SH0ES measurement (73.04 ± 1.04) at the level of about 0.02 standard deviations.

 

 Cosmological constant as a horizon invariant  

  We show that the apparent 10¹²² “fine‑tuning” of Λ disappears when Λ is treated as a boundary curvature term. The dimensionless product of Λ and the Hubble‑horizon area A_H reduces to an algebraic identity of order unity (~25.8), consistent with the geometric phase‑space factor 4π(π³/15) ≈ 25.98 to within about 0.7%.

 

Content

 

PDF note: concise derivation and statement of the geometric constraints on Λ and H₀.  

Python script (`cosmic_geometry_test_suite.py`): a reproducible, zero‑parameter test suite that evaluates these geometric identities against Planck 2018 and SH0ES inputs and reports explicit PASS/FAIL criteria.
DOI: 10.5281/zenodo.18650492
title: Ly6d expression delineates two putative postnatal thymus epithelial progenitor cells that are differentially affected by ageing

description: Source data underpinning the figures of the research manuscript "Ly6d expression delineates two putative postnatal thymus epithelial progenitor cells that are differentially affected by ageing"
DOI: 10.5281/zenodo.18650681
title: O'T TOSH KASALLIGI (XOLELITIAZ): ZAMONAVIY OVQATLANISH FONIDA KASALLIKNING YOSHARIB BORISHI

description: Mazkur maqolada o‘t tosh kasalligi (xolelitiaz)ning etiologiyasi, patogenezi va klinik kechishi zamonaviy ovqatlanish omillari bilan bog‘liq holda keng tahlil qilinadi. So‘nggi yillarda ushbu kasallikning yoshlar orasida tobora ko‘proq uchrayotgani tibbiyotda dolzarb muammo sifatida qaralmoqda. Tadqiqotda noto‘g‘ri ovqatlanish, tez tayyor ovqatlar, yog‘ va uglevodlarga boy ratsion, jismoniy faollikning pasayishi hamda metabolik buzilishlarning xolelitiaz rivojlanishidagi roli ilmiy manbalar asosida yoritiladi. Maqolada kasallikning yosharib borish sabablari, klinik xususiyatlari va profilaktika masalalari tizimli tarzda bayon etiladi.
DOI: 10.5281/zenodo.18650680
title: O'T TOSH KASALLIGI (XOLELITIAZ): ZAMONAVIY OVQATLANISH FONIDA KASALLIKNING YOSHARIB BORISHI

description: Mazkur maqolada o‘t tosh kasalligi (xolelitiaz)ning etiologiyasi, patogenezi va klinik kechishi zamonaviy ovqatlanish omillari bilan bog‘liq holda keng tahlil qilinadi. So‘nggi yillarda ushbu kasallikning yoshlar orasida tobora ko‘proq uchrayotgani tibbiyotda dolzarb muammo sifatida qaralmoqda. Tadqiqotda noto‘g‘ri ovqatlanish, tez tayyor ovqatlar, yog‘ va uglevodlarga boy ratsion, jismoniy faollikning pasayishi hamda metabolik buzilishlarning xolelitiaz rivojlanishidagi roli ilmiy manbalar asosida yoritiladi. Maqolada kasallikning yosharib borish sabablari, klinik xususiyatlari va profilaktika masalalari tizimli tarzda bayon etiladi.
DOI: 10.15468/dl.wv4tfa
title: Occurrence Download

description: A dataset containing 21022 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Anthocharis euphenoides"
 ]
}

 The dataset includes 21022 records from 384 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020744-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18650666
title: Data for "Characterizing functional group composition of needle coke feedstocks"

description: This Zenodo record contains the datasets used in the study:

“Characterizing functional group composition of needle coke feedstocks”.

The repository includes the data required to reproduce the analyses provided in the companion code repository:https://github.com/DenPotapov/multicomponent-oil-spectra

Contents:- Experimental spectra tables and derived metric inputs- Normalized spectra arrays/tables used for functional-group analysis
DOI: 10.15468/dl.rhwq68
title: Occurrence Download

description: A dataset containing 64118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Parus major"
 ]
}

 The dataset includes 64118 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020722-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18650731
title: Data supporting: Population Viability Analysis of the Western Chimpanzee (Pan troglodytes verus) in Loma Mountains National Park, Sierra Leone

description: “Population Viability Analysis of the Western Chimpanzee (Pan troglodytes verus) Population of Loma Mountains National Park, Sierra Leone, West Africa.”

The repository contains the primary quantitative inputs and demographic parameters used to conduct the Population Viability Analysis (PVA) implemented in VORTEX v10.6.0.

Files included:





LMNP_Chimpanzee_Transect_Data.xlsxThis file contains the empirical population and survey data used to inform baseline population size estimates and contextualize demographic trends in Loma Mountains National Park (LMNP). Variables include transect-derived estimates and related field-based population metrics.




LMNP_Chimpanzee_PVA_Model_Parameters.xlsxThis file contains the demographic and anthropogenic parameters used to parameterize the VORTEX simulations, including:





Age-specific mortality rates




Reproductive parameters




Initial population structure




Hunting pressure assumptions and multiplier-based extraction estimates




Deforestation and habitat change scenarios




Catastrophic disease assumptions





All parameter values, assumptions, sources, and ranges correspond to those reported in the manuscript tables and methodology section.

These files provide full transparency regarding the demographic assumptions and threat scenarios used to simulate population trajectories under baseline and alternative management scenarios.

The simulations were conducted over a 50-year time horizon with 100 iterations per scenario. Extinction was defined as the loss of either sex within the population.

No sensitive location data or individual-level identifiers are included in this dataset.
DOI: 10.5281/zenodo.18650665
title: Data for "Characterizing functional group composition of needle coke feedstocks"

description: This Zenodo record contains the datasets used in the study:

“Characterizing functional group composition of needle coke feedstocks”.

The repository includes the data required to reproduce the analyses provided in the companion code repository:https://github.com/DenPotapov/multicomponent-oil-spectra

Contents:- Experimental spectra tables and derived metric inputs- Normalized spectra arrays/tables used for functional-group analysis
DOI: 10.5281/zenodo.18650730
title: Data supporting: Population Viability Analysis of the Western Chimpanzee (Pan troglodytes verus) in Loma Mountains National Park, Sierra Leone

description: “Population Viability Analysis of the Western Chimpanzee (Pan troglodytes verus) Population of Loma Mountains National Park, Sierra Leone, West Africa.”

The repository contains the primary quantitative inputs and demographic parameters used to conduct the Population Viability Analysis (PVA) implemented in VORTEX v10.6.0.

Files included:





LMNP_Chimpanzee_Transect_Data.xlsxThis file contains the empirical population and survey data used to inform baseline population size estimates and contextualize demographic trends in Loma Mountains National Park (LMNP). Variables include transect-derived estimates and related field-based population metrics.




LMNP_Chimpanzee_PVA_Model_Parameters.xlsxThis file contains the demographic and anthropogenic parameters used to parameterize the VORTEX simulations, including:





Age-specific mortality rates




Reproductive parameters




Initial population structure




Hunting pressure assumptions and multiplier-based extraction estimates




Deforestation and habitat change scenarios




Catastrophic disease assumptions





All parameter values, assumptions, sources, and ranges correspond to those reported in the manuscript tables and methodology section.

These files provide full transparency regarding the demographic assumptions and threat scenarios used to simulate population trajectories under baseline and alternative management scenarios.

The simulations were conducted over a 50-year time horizon with 100 iterations per scenario. Extinction was defined as the loss of either sex within the population.

No sensitive location data or individual-level identifiers are included in this dataset.
DOI: 10.5281/zenodo.18650753
title: THE ROLE AND SIGNIFICANCE OF UZBEKISTAN NATIONAL CULTURE IN FORMING THE ECOLOGICAL CULTURE OF PRIMARY STUDENTS

description: The article describes the features of the cultural and spiritual heritage of the Uzbek people, the views of thinkers on ecological culture, in forming positive views and attitudes of primary school students towards nature, eliminating environmental problems, and instilling ecological education in the minds of primary school students.