cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6073/pasta/c60aa7f2f456534bd9e81e981c84ac20
title: Concentration of nutrients in water samples collected from the upper Clark Fork River (Montana, USA) during water years 2017 and 2018 (1 Oct 2016 - 30 Sep 2018)

description: The LTREB monitoring project is a portion of the 200 million-dollar superfund project for ecological restoration of the Clark Fork River, associated tributaries, and head water streams including Silver Bow and Warm Springs Creek. Restoration along the Clark Fork River includes removal of metal-laden floodplain soils, lowering of the floodplain to its original elevation, and re-vegetation of over 70 km of the river's floodplain closest to contaminant sources. The LTREB monitoring project consists of bi-weekly water quality monitoring across a 200-km restoration gradient contaminated by historic mining practices to monitor inorganic phosphorus and nitrogen concentrations, biotic standing stocks, and heavy metal contamination. The LTREB monitoring project is conducted within the first 200km of the Clark Fork River and associated tributaries located in Western Montana. This LTREB monitoring program began in 2017 and will be completed in the year 2022 with potential for funding extension. Surface water samples represented in this data product are collected from thirteen sites along the mainstem of the upper Clark Fork River. Water samples are collected at each monitoring site in triplicate and filtered with a 0.7 µm glass fiber filter. Nutrient samples are analyzed using a spectrophotometric flow injection analyzer (AP2) for nitrate (N-NO3), soluble reactive phosphorus ((SRP) P-PO4), and ammonium (N-NH4) concentrations reported in mg/L. This data package excludes from the final data product all but three WY2017 NO3N data due to column inefficiency during most measurements. The valid, analysis-ready data of this dataset therefore primarily represent two sets of Quality Assurance and Quality Control (QAQC) processed data from thirteen sites along the mainstem of the upper Clark Fork River: NH4N and SRP concentrations collected in water year 2017 (1 Oct 2016 - 30 Sept 2017) and NH4N, SRP, and NO3N collected in water year 2018 (1 Oct 2017 - 30 Sept 2018).
DOI: 10.15468/dl.da4nq8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aponogeton junceus Lehm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046424-250525065834625/datasets/export for details.
DOI: 10.15468/dl.hjxtfs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aponogeton junceus Lehm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046425-250525065834625/datasets/export for details.
DOI: 10.15468/dl.3bd5xx
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Bothrocophias campbelli (Freire-Lascano, 1991)"
 ]
}

 The dataset includes 50 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046426-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsc25s
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aponogeton junceus Lehm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046427-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vuk3cp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aponogeton junceus Lehm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046428-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15664652
title: eperua_glabra_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.15664653
title: eperua_glabra_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.15664656
title: Symbolic Modular Field Theory: The Paper

description: This document presents the near-complete unification of Symbolic Modular Field Theory (SMFT), a new theoretical framework built upon the Kuro Nova (KN) stabilizer function. SMFT proposes that structure, memory, mass, and cognition all emerge from symbolic modular dynamics stabilized by nonlinear feedback—not from arbitrary constants, brute-force computation, or unphysical renormalization.

Spanning physics, AI, cosmology, and consciousness, this unified work integrates over 20 previously separate research papers into a modular system. The KN stabilizer governs symbolic attractors, entropy behavior, gravitational curvature, neural signal propagation, and recursive memory loops. From resolving black hole singularities to modeling internal monologue, the theory connects symbolic feedback with physical structure.

This paper includes:





A modular reformulation of the Standard Model,




A symbolic curvature model replacing geometric singularities,




Experimental KN-stabilized cognition layers with introspective thought simulation,




A new entropy correction for black holes with falsifiable predictions,




Recursive symbolic stabilizers (e.g., Inertium × ⟦K⟧) extending memory and coherence.



We offer no metaphysics—only structure, feedback, and resonance. This work is not a metaphor. It is a symbolic, testable framework for understanding and building with the patterns of nature.

Note from the author: This is not a final theory, but a structural foundation. We believe this framework can explain phenomena across domains—gravity, entropy, cognition, learning, and information—and may one day help answer questions currently thought unanswerable. We invite others to test, question, and extend this work. All the data, all the papers, all the simulations are here on Zenodo. Any missing derivations also live here on Zenodo. For questions about DOIs email butidk88@gmail.com
DOI: 10.5281/zenodo.15664657
title: Symbolic Modular Field Theory: The Paper

description: This document presents the near-complete unification of Symbolic Modular Field Theory (SMFT), a new theoretical framework built upon the Kuro Nova (KN) stabilizer function. SMFT proposes that structure, memory, mass, and cognition all emerge from symbolic modular dynamics stabilized by nonlinear feedback—not from arbitrary constants, brute-force computation, or unphysical renormalization.

Spanning physics, AI, cosmology, and consciousness, this unified work integrates over 20 previously separate research papers into a modular system. The KN stabilizer governs symbolic attractors, entropy behavior, gravitational curvature, neural signal propagation, and recursive memory loops. From resolving black hole singularities to modeling internal monologue, the theory connects symbolic feedback with physical structure.

This paper includes:





A modular reformulation of the Standard Model,




A symbolic curvature model replacing geometric singularities,




Experimental KN-stabilized cognition layers with introspective thought simulation,




A new entropy correction for black holes with falsifiable predictions,




Recursive symbolic stabilizers (e.g., Inertium × ⟦K⟧) extending memory and coherence.



We offer no metaphysics—only structure, feedback, and resonance. This work is not a metaphor. It is a symbolic, testable framework for understanding and building with the patterns of nature.

Note from the author: This is not a final theory, but a structural foundation. We believe this framework can explain phenomena across domains—gravity, entropy, cognition, learning, and information—and may one day help answer questions currently thought unanswerable. We invite others to test, question, and extend this work. All the data, all the papers, all the simulations are here on Zenodo. Any missing derivations also live here on Zenodo. For questions about DOIs email butidk88@gmail.com
DOI: 10.15468/dl.azgeer
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aponogeton junceus Lehm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046429-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29163482
title: Biochanin A, an isoflavone isolated from <i>Dalbergia sissoo</i> Roxb. ex DC., leaves promote ROS-mediated and caspase-dependent apoptosis in lung adenocarcinoma cells

description: The objective of this study was to isolate and characterize a cytotoxic compound from the hydromethanolic extract of <i>Dalbergia sissoo</i> Roxb. ex DC. leaves using the cold percolation technique. Thin-layer chromatography was employed to isolate the cytotoxic component from the crude plant extract, and its cytotoxicity against lung adenocarcinoma (A549) cells was evaluated using the MTT assay. The structure of the isolated cytotoxic compound was determined through FTIR, NMR, UV analysis, and LC-MS/MS methods. Through comprehensive characterization, a cytotoxic compound called Biochanin A (BA) was identified, exhibiting significant anticancer activity with an IC<sub>50</sub> value of 21.92 ± 2.19 μM against A549 cells, while demonstrating lower cytotoxicity towards normal lung cells (WI-38) with an IC<sub>50</sub> value of 285.12 ± 2.19 μM. Notably, BA induced morphological changes in A549 cells, leading to apoptotic alterations and the generation of reactive oxygen species (ROS), as confirmed by multiple techniques (AO/EB, DAPI, Giemsa). <i>In silico</i> molecular docking, ADMET, MMGBSA, and molecular dynamics simulation investigations support the RT-PCR and cell biology findings. As a result, BA’s molecular mechanism of action involves ROS-induced apoptosis mediated by caspases 9 and 3. Isolation of a bioactive compound was accomplished through the utilization of thin-layer chromatography, using hydromethanolic leaves extract of <i>Dalbergia sissoo</i> Roxb. ex DC.Structural elucidation of the bioactive compound was conducted employing various methods, including UV analysis, FTIR, NMR, and LC-MS/MS analysis.<i>In silico</i> molecular docking, ADMET, MMGBSA, and molecular dynamics simulation investigations support the RT-PCR and cell biology findings.The investigation revealed a plausible mode of action, demonstrating that Biochanin A possesses the capability to induce apoptosis specifically in lung cancer cells (A549). Isolation of a bioactive compound was accomplished through the utilization of thin-layer chromatography, using hydromethanolic leaves extract of <i>Dalbergia sissoo</i> Roxb. ex DC. Structural elucidation of the bioactive compound was conducted employing various methods, including UV analysis, FTIR, NMR, and LC-MS/MS analysis. <i>In silico</i> molecular docking, ADMET, MMGBSA, and molecular dynamics simulation investigations support the RT-PCR and cell biology findings. The investigation revealed a plausible mode of action, demonstrating that Biochanin A possesses the capability to induce apoptosis specifically in lung cancer cells (A549).
DOI: 10.6084/m9.figshare.29163482.v1
title: Biochanin A, an isoflavone isolated from <i>Dalbergia sissoo</i> Roxb. ex DC., leaves promote ROS-mediated and caspase-dependent apoptosis in lung adenocarcinoma cells

description: The objective of this study was to isolate and characterize a cytotoxic compound from the hydromethanolic extract of <i>Dalbergia sissoo</i> Roxb. ex DC. leaves using the cold percolation technique. Thin-layer chromatography was employed to isolate the cytotoxic component from the crude plant extract, and its cytotoxicity against lung adenocarcinoma (A549) cells was evaluated using the MTT assay. The structure of the isolated cytotoxic compound was determined through FTIR, NMR, UV analysis, and LC-MS/MS methods. Through comprehensive characterization, a cytotoxic compound called Biochanin A (BA) was identified, exhibiting significant anticancer activity with an IC<sub>50</sub> value of 21.92 ± 2.19 μM against A549 cells, while demonstrating lower cytotoxicity towards normal lung cells (WI-38) with an IC<sub>50</sub> value of 285.12 ± 2.19 μM. Notably, BA induced morphological changes in A549 cells, leading to apoptotic alterations and the generation of reactive oxygen species (ROS), as confirmed by multiple techniques (AO/EB, DAPI, Giemsa). <i>In silico</i> molecular docking, ADMET, MMGBSA, and molecular dynamics simulation investigations support the RT-PCR and cell biology findings. As a result, BA’s molecular mechanism of action involves ROS-induced apoptosis mediated by caspases 9 and 3. Isolation of a bioactive compound was accomplished through the utilization of thin-layer chromatography, using hydromethanolic leaves extract of <i>Dalbergia sissoo</i> Roxb. ex DC.Structural elucidation of the bioactive compound was conducted employing various methods, including UV analysis, FTIR, NMR, and LC-MS/MS analysis.<i>In silico</i> molecular docking, ADMET, MMGBSA, and molecular dynamics simulation investigations support the RT-PCR and cell biology findings.The investigation revealed a plausible mode of action, demonstrating that Biochanin A possesses the capability to induce apoptosis specifically in lung cancer cells (A549). Isolation of a bioactive compound was accomplished through the utilization of thin-layer chromatography, using hydromethanolic leaves extract of <i>Dalbergia sissoo</i> Roxb. ex DC. Structural elucidation of the bioactive compound was conducted employing various methods, including UV analysis, FTIR, NMR, and LC-MS/MS analysis. <i>In silico</i> molecular docking, ADMET, MMGBSA, and molecular dynamics simulation investigations support the RT-PCR and cell biology findings. The investigation revealed a plausible mode of action, demonstrating that Biochanin A possesses the capability to induce apoptosis specifically in lung cancer cells (A549).
DOI: 10.6084/m9.figshare.29321508
title: Usability and desirability of a hearing health chatbot: an explorative study

description: This study explored the usability and desirability of an AI-driven chatbot designed to support adults with hearing loss. A mixed-methods exploratory study was conducted, incorporating mobile analytics, in-app feedback, and qualitative interviews. A prototype AI-driven chatbot was developed using GPT Creator and integrated into a simple app interface. Participants used the chatbot over a 2-week period, with their interactions and feedback recorded for analysis. Ten adults with hearing loss (mean age: 58.6 years, SD = 8.7) participated in the study. Participant individual chatbot usage ranged from one to eight interactions. Key areas of inquiry included hearing aid functionality, tinnitus management, and audiologist-related concerns. The chatbot was perceived as user-friendly and useful for basic support, but experienced users desired more personalised responses. Suggested improvements included conversation memory, better handling of multiple questions, and enhanced voice-to-text functionality. This study provides preliminary evidence that AI-driven chatbots may offer valuable support for adults with hearing loss. While usability and desirability were generally favourable, enhancements in personalisation and accessibility are needed to improve engagement and long-term adoption. Future iterations should incorporate user-centred refinements to maximise the chatbot’s effectiveness in hearing health management.
DOI: 10.6084/m9.figshare.29321508.v1
title: Usability and desirability of a hearing health chatbot: an explorative study

description: This study explored the usability and desirability of an AI-driven chatbot designed to support adults with hearing loss. A mixed-methods exploratory study was conducted, incorporating mobile analytics, in-app feedback, and qualitative interviews. A prototype AI-driven chatbot was developed using GPT Creator and integrated into a simple app interface. Participants used the chatbot over a 2-week period, with their interactions and feedback recorded for analysis. Ten adults with hearing loss (mean age: 58.6 years, SD = 8.7) participated in the study. Participant individual chatbot usage ranged from one to eight interactions. Key areas of inquiry included hearing aid functionality, tinnitus management, and audiologist-related concerns. The chatbot was perceived as user-friendly and useful for basic support, but experienced users desired more personalised responses. Suggested improvements included conversation memory, better handling of multiple questions, and enhanced voice-to-text functionality. This study provides preliminary evidence that AI-driven chatbots may offer valuable support for adults with hearing loss. While usability and desirability were generally favourable, enhancements in personalisation and accessibility are needed to improve engagement and long-term adoption. Future iterations should incorporate user-centred refinements to maximise the chatbot’s effectiveness in hearing health management.
DOI: 10.15468/dl.gakxcd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isolepis capensis Muasya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046431-250525065834625/datasets/export for details.
DOI: 10.15468/dl.qnpn34
title: Occurrence Download

description: A dataset containing 40813 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Dictyota J.V.F.Lamouroux, 1809"
 ]
}

 The dataset includes 40813 records from 256 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046430-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fe2cq
title: Occurrence Download

description: A dataset containing 1347 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culiseta longiareolata (Macquart, 1838)"
 ]
}

 The dataset includes 1347 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061499-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2prhfc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is NEOTROPICMYXO. A database of Myxomycetes from the Neotropics",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203261-210914110416597/datasets/export for details.
DOI: 10.15468/dl.c28jn7
title: Occurrence Download

description: A dataset containing 63061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.4.48_2",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 63061 records from 220 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002562-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8jkl9
title: Occurrence Download

description: A dataset listing the 14048 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Actualización de la Colección Nacional de Peces dulceacuícolas mexicanos, ENCB"
 ]
}

 The dataset's 14048 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001789-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxtck6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is Manchester Museum, University of Manchester, Botany Collection"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020029-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sg5nbb
title: Occurrence Download

description: A dataset containing 7639 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hieracium levicaule Jord.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7639 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002561-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.