cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17630198
title: ALD/E Neuro-symbolic Query Benchmark: 33 Scientific Queries over Machine-Actionable ORKG Comparisons

description: This record contains the ALD/E Neuro-symbolic Query Dataset, a curated collection of 33 scientific queries (19 ALD, 14 ALE) defined over machine-actionable Open Research Knowledge Graph (ORKG) comparisons extracted from published review tables.

Each query bundle includes:





a natural-language question (brief + detailed forms),




the corresponding SPARQL gold-standard query,




CSV exports of the underlying ORKG comparison tables,




symbolic results (results_SPARQL.csv),




neural and symbolic-context-augmented results from 21 language-model systems,




machine-readable metadata linking to the source paper, DOI, ORKG comparison IDs, and query type.



The dataset supports research in NL→SPARQL translation, scientific table QA, symbolic vs neural vs neurosymbolic evaluation, and reproducible meta-analysis of ALD/E processes.It also includes domain-expert survey assessments of query clarity and result quality.

The resource is intended for materials scientists seeking FAIR, queryable ALD/E knowledge, and for AI researchers developing models that connect natural-language questions with graph-structured scientific evidence.
DOI: 10.5281/zenodo.17720429
title: ALD/E Neuro-symbolic Query Benchmark: 33 Scientific Queries over Machine-Actionable ORKG Comparisons

description: This record contains the ALD/E Neuro-symbolic Query Dataset, a curated collection of 33 scientific queries (19 ALD, 14 ALE) defined over machine-actionable Open Research Knowledge Graph (ORKG) comparisons extracted from published review tables.

Each query bundle includes:





a natural-language question (brief + detailed forms),




the corresponding SPARQL gold-standard query,




CSV exports of the underlying ORKG comparison tables,




symbolic results (results_SPARQL.csv),




neural and symbolic-context-augmented results from 21 language-model systems,




machine-readable metadata linking to the source paper, DOI, ORKG comparison IDs, and query type.



The dataset supports research in NL→SPARQL translation, scientific table QA, symbolic vs neural vs neurosymbolic evaluation, and reproducible meta-analysis of ALD/E processes.It also includes domain-expert survey assessments of query clarity and result quality.

The resource is intended for materials scientists seeking FAIR, queryable ALD/E knowledge, and for AI researchers developing models that connect natural-language questions with graph-structured scientific evidence.
DOI: 10.15468/dl.mvg3qx
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Typha angustifolia",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 293 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009317-251120083545085/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.30719495
title: 羟丙基甲基纤维素通过对抗杆菌类驱动的CDCA富集，逆转结肠炎中菊糖的促炎作用

description: 虽然膳食纤维是炎症性肠病（IBD）营养治疗的基石，但像菊粉这样的可发酵纤维表现出矛盾行为，有时会加重易感宿主的结肠炎。缓解这些不良影响的策略仍然难以找到，且可发酵纤维与不可发酵纤维混合的免疫调节潜力尚不充分。本研究中，我们证明了不可发酵纤维素衍生物羟丙基甲基纤维素（HPMC）能有效逆转大肠炎小鼠模型中菊糖的促炎特性。这种救援效应在结构上是HPMC特有的;相比之下，菊粉与甲基纤维素（MC）搭配使用未能提供保护，反而加剧了炎症。多组学分析显示，HPMC与菊蛋白的保护性协同是由<i>Parabacteroides</i>。这种微生物转变功能性地重塑了肠道代谢格局，推动胆汁盐水解酶（BSH）活性升高，并导致切边羟基胆酸（CDCA）的大量积累。关键是，我们证明CDCA的外源性给药足以重现保护性表型并减轻疾病严重程度。我们的发现揭示了一种新机制，使不可发酵纤维能够“重新编程”发酵纤维的代谢输出，凸显<i>了对抗杆菌-</i>CDCA轴作为优化IBD医学营养的治疗靶点。
DOI: 10.6084/m9.figshare.30719495.v1
title: 羟丙基甲基纤维素通过对抗杆菌类驱动的CDCA富集，逆转结肠炎中菊糖的促炎作用

description: 虽然膳食纤维是炎症性肠病（IBD）营养治疗的基石，但像菊粉这样的可发酵纤维表现出矛盾行为，有时会加重易感宿主的结肠炎。缓解这些不良影响的策略仍然难以找到，且可发酵纤维与不可发酵纤维混合的免疫调节潜力尚不充分。本研究中，我们证明了不可发酵纤维素衍生物羟丙基甲基纤维素（HPMC）能有效逆转大肠炎小鼠模型中菊糖的促炎特性。这种救援效应在结构上是HPMC特有的;相比之下，菊粉与甲基纤维素（MC）搭配使用未能提供保护，反而加剧了炎症。多组学分析显示，HPMC与菊蛋白的保护性协同是由<i>Parabacteroides</i>。这种微生物转变功能性地重塑了肠道代谢格局，推动胆汁盐水解酶（BSH）活性升高，并导致切边羟基胆酸（CDCA）的大量积累。关键是，我们证明CDCA的外源性给药足以重现保护性表型并减轻疾病严重程度。我们的发现揭示了一种新机制，使不可发酵纤维能够“重新编程”发酵纤维的代谢输出，凸显<i>了对抗杆菌-</i>CDCA轴作为优化IBD医学营养的治疗靶点。
DOI: 10.25919/6zth-x777
title: Parkes observations for project PX137 semester 2025OCTS_04

description: Pulsar data from Parkes (Murriyang) Target of Opportunity (ToO) observations
DOI: 10.15468/dl.xqyb4e
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhabdophis confusus)",
 "DecimalLatitude is greater than or equal to 0",
 "DecimalLatitude is less than or equal to 60",
 "DecimalLongitude is greater than or equal to 60",
 "DecimalLongitude is less than or equal to 150",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009318-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gb29ge
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Dubai Turtle Rehabilitation Project (aggregated per 1-degree cell)"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001492-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15280926
title: Water quality surveys - CrowdWater II

description: Survey dataset - Potential Value of Different Citizen Science Approaches for Water Quality ObservationsSNSF CrowdWater II - project number: 192125The dataset contains information about survey-participant’s answers on: observed water quality changes and the rate of importance (Likert scale) of water quality indicators.  The surveys took place at five different rivers in Europe and Central America during 2022 and 2023.
DOI: 10.5281/zenodo.15280927
title: Water quality surveys - CrowdWater II

description: Survey dataset - Potential Value of Different Citizen Science Approaches for Water Quality ObservationsSNSF CrowdWater II - project number: 192125The dataset contains information about survey-participant’s answers on: observed water quality changes and the rate of importance (Likert scale) of water quality indicators.  The surveys took place at five different rivers in Europe and Central America during 2022 and 2023.
DOI: 10.15468/dl.xtbxzb
title: Occurrence Download

description: A dataset containing 23093 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)"
 ]
 }
 },
 "TaxonKey is Pulsatilla Mill.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 23093 records from 220 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007218-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhg9b7
title: Occurrence Download

description: A dataset containing 2662 records in GBIF matching the query:
SELECT
 '113' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= -12.166598047573723
 AND decimalLatitude &lt;= -8.098015256935714
 AND decimalLongitude &gt;= -60.712008457211496
 AND decimalLongitude &lt;= -55.218146110087716
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 2662 records were derived from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005673-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18344221
title: The Biblical Spectrum  Three-Level Zero Code Analysis of the King James Bible
title: The Nine Papers
title: Paper One

description: The Nine Papers Paper One Paper 1 of The Nine: The Biblical Spectrum Three-Level Zero Code Analysis of the King James Bible Saxon Ventura Research Ltd., CC BY January 2026 Abstract This paper presents a three-level Zero Code analysis of the King James Bible (1611), examining 12,843 unique words, 783,137 word occurrences, and 31,102 verses as continuous text. The lexical inventory shows a mean temperature Z = -16.84, which is marginally warmer than general English (Z = -17.00). Usage-weighted analysis reveals further cooling to Z = 17.42, driven by high-frequency words like "THE" (Z = -8.0, contributing -511,368 Z-units). Verse concatenation exhibits additional cooling to Z = -18.33, with a -0.91 concatenation effect relative to random word ordering. Digital root 9 appears at the expected frequency (11.08% vs 11.11% expected), indicating no structural elevation. The word LOVE appears at perfect equilibrium (Z = 0, M = 54 = 27×2) with bilateral balance 27-27. These findings demonstrate that biblical text, while containing warm lexical elements, exhibits systematic cooling in actual usage through syntactic structure and high-frequency cold words. Introduction The King James Bible (1611) is one of the most influential texts in the English language, with enduring cultural, literary, and spiritual significance. Previous Zero Code analyses have established baseline patterns in general English and revealed warming gradients in curated vocabularies. This paper applies the three-level Zero Code framework to the complete KJV text, testing whether sacred literature exhibits distinctive temperature patterns. Methods Zero Code Framework The Zero Code framework analyses lexical temperature through three metrics:  Letter value: L(c) = ord (c) - 64 for c in {A,…,Z}  Word sum: M = sum of letter values for each word  Temperature: Z = M - 13.5n, where 13.5 is the alphabetic midpoint  Digital root: iterative digit sum until a single digit Three-Level Analysis 1. 2. 3. Level 1: Lexical Inventory – All 12,843 unique words Level 2: Usage-Weighted – 783,137 occurrences weighted by frequency Level 3: Verse Concatenation – 31,102 verses as continuous text Statistical Tests...
description: We thank DeepSeek for our ongoing collaboration.
DOI: 10.15468/dl.nrxkqg
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((-88.56 16.034848, -88.633087 16.029273, -88.704362 16.012686, -88.77206 15.985497, -88.834506 15.948382, -88.890156 15.902258, -88.937639 15.848266, -88.97578799999999 15.787743, -89.003668 15.722182, -89.02060299999999 15.653203, -89.026184 15.582506, -89.02028799999999 15.511833, -89.003069 15.442923, -88.974963 15.377469, -88.93667000000001 15.317081, -88.88913700000001 15.263239, -88.83353700000001 15.217265, -88.771236 15.180284, -88.703763 15.153203, -88.632772 15.136685, -88.56 15.131134, -88.487228 15.136685, -88.416237 15.153203, -88.348764 15.180284, -88.286463 15.217265, -88.230863 15.263239, -88.18333 15.317081, -88.145037 15.377469, -88.11693099999999 15.442923, -88.099712 15.511833, -88.093816 15.582506, -88.099397 15.653203, -88.116332 15.722182, -88.144212 15.787743, -88.182361 15.848266, -88.229844 15.902258, -88.285494 15.948382, -88.34793999999999 15.985497, -88.415638 16.012686, -88.486913 16.029273, -88.56 16.034848))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 116 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005683-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nb3sdn
title: Occurrence Download

description: A dataset containing 37179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Crassula helmsii, Lithobates catesbeianus, Misgurnus mohoity, Myriophyllum aquaticum, Procambarus clarkii, Procambarus virginalis, Xenopus laevis, Zizania latifolia)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 37179 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005682-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/dzm-lb5-klt
title: Cistus creticus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/26f3a7
title: Advancing the taxonomy of Sclerotinia (Helotiales, Sclerotiniaceae): a review and recommendations for an important plant-pathogenic genus

description: This dataset contains the digitized treatments in Plazi based on the original journal article Thomas, Chanel, Wilken, P. Markus, Coetzee, Martin P. A., Visagie, Cobus M. (2026): Advancing the taxonomy of Sclerotinia (Helotiales, Sclerotiniaceae): a review and recommendations for an important plant-pathogenic genus. IMA Fungus 17: e 175737, DOI: 10.3897/imafungus.17.175737AbstractSclerotinia is a fungal genus of significant agricultural and scientific importance, as it includes multiple plant pathogens and provides an informative case study for mechanisms of host generalism. However, the taxonomy of this group remains unsettled, which hinders research on these pathogens. The last monographic treatment of Sclerotinia was published more than 40 years ago and was centered on the morphological data available at that time. Here, we examine that revision alongside other pivotal publications to trace the taxonomic history of Sclerotinia and to evaluate the morphological traits used to identify Sclerotinia species. We also briefly assess the composition of genera in the family Sclerotiniaceae, emphasising the need for a modern taxonomic investigation of the broader group. Thirteen new Sclerotinia species have been described since the last taxonomic revision, including Sclerotinia antarctica, S. asari, S. atrostipitata, S. cirsii-spinosissimi, S. ginseng, S. glacialis, S. himalayensis, S. nivalis, S. pseudoplatani, S. subarctica, S. tetraspora, S. trillii, and S. verrucispora. These species are evaluated here. Finally, several recommendations are made regarding how future taxonomic research on Sclerotinia should incorporate molecular data. We highlight potential obstacles and opportunities for this research, including the limitations of the internal transcribed spacer rDNA region (ITS) as a DNA barcode and the untapped potential of genomic data for the genus. By outlining the gaps that need to be addressed, this review charts a course toward a clearer understanding of taxonomic relationships among Sclerotinia species. This understanding will facilitate research into other aspects, such as pathogenicity and host generalism, and may ultimately contribute to improved management of the devastating diseases caused by these pathogens.
DOI: 10.15468/dl.8m58sf
title: Occurrence Download

description: A dataset containing 2954572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer negundo, Adenostoma fasciculatum, Ambrosia psilostachya, Amsinckia douglasiana, Amsinckia eastwoodiae, Amsinckia intermedia, Amsinckia lycopsoides, Amsinckia menziesii, Amsinckia retrorsa, Amsinckia spectabilis, Amsinckia tessellata, Amsinckia vernicosa, Arctostaphylos crustacea, Arctostaphylos glandulosa, Arctostaphylos glauca, Arctostaphylos pungens, Arctostaphylos tomentosa, Arctostaphylos viridissima, Atriplex argentea, Atriplex confertifolia, Atriplex lentiformis, Atriplex leucophylla, Atriplex watsonii, Baccharis glutinosa, Baccharis pilularis, Baccharis salicifolia, Baccharis salicina, Baccharis sarothroides, Balsamorhiza deltoidea, Cirsium brevistylum, Cirsium occidentale, Cornus sericea, Deinandra fasciculata, Eschscholzia californica, Galium andrewsii, Galium aparine, Galium californicum, Galium hallii, Galium nuttallii, Geranium carolinianum, Helianthus annuus, Hesperocyparis macrocarpa, Hordeum brachyantherum, Hordeum depressum, Hordeum intercedens, Hordeum jubatum, Juniperus californica, Juniperus scopulorum, Madia elegans, Oenanthe sarmentosa, Phacelia brachyloba, Phacelia cicutaria, Phacelia ciliata, Phacelia distans, Phacelia douglasii, Phacelia egena, Phacelia grandiflora, Phacelia hubbyi, Phacelia imbricata, Phacelia longipes, Phacelia minor, Phacelia parryi, Phacelia ramosissima, Phacelia tanacetifolia, Phacelia viscida, Pinus muricata, Pinus radiata, Pinus torreyana, Platanus racemosa, Quercus agrifolia, Quercus dumosa, Ranunculus aquatilis, Sambucus mexicana, Sambucus nigra, Solanum americanum, Solanum douglasii, Solanum parishii, Solanum umbelliferum, Solanum xanti, Sparganium eurycarpum, Symphyotrichum chilense, Symphyotrichum defoliatum, Symphyotrichum greatae, Symphyotrichum subulatum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2954572 records from 5702 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005364-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p9ozr89e
title: Cyanotoxin Concentrations in Extracts from Solid Phase Adsorption Toxin Tracking (SPATT) and Diffusive Gradients in Thin-Films (DGT) Samplers in Owasco Lake, Seneca Lake, and Skaneateles Lake, Finger Lakes Region, New York, 2019

description: This data release contains dissolved cyanotoxin concentrations for microcystins (MC), cylindrospermopsins (CYL), anatoxins (ATX), and saxitoxins (STX) assessed using enzyme-linked immunosorbent assays (ELISA) and liquid chromatography-mass spectrometry or tandem mass spectrometry (LC-MS and LC-MS/MS, respectively) in extracts from SPATT (n=95) and DGT samplers (n=10) deployed on three Finger Lakes (Owasco, Seneca, and Skaneateles) between June and November 2019. Relative percent contributions of microcystin congeners are also provided for samples analyzed by LC-MS and LC-MS/MS.

Solid phase adsorption toxin tracking (SPATT) and diffusive gradients in thin-films (DGT) are types of passive environmental samplers containing porous synthetic resin beads that adsorb and concentrate cyanotoxins over time. SPATT and DGT samplers are relatively inexpensive to construct and have been widely demonstrated to adsorb a range of cyanotoxins in different environments. These samplers can be deployed in water bodies for time periods ranging from hours to weeks and, upon extraction and analysis, provide a semi-quantitative, relative dissolved cyanotoxin concentration that is calculated based on the deployment length.
DOI: 10.57982/gcgv-1349
title: Health Outcomes around Pregnancy and Exposure to HIV/ARVs

description: The Health Outcomes around Pregnancy and Exposure to HIV/ARVs (HOPE) study investigates physical and mental health outcomes and health related behaviors of women living with HIV of reproductive age, including women living with HIV since birth. Health outcomes include HIV disease course, engagement in care, mental health, pregnancy, reproductive health and choices, and cardiometabolic health as well as multi-level social and structural determinants of health and sources of resilience. The framework is informed by a social ecological model, life course perspective, and community engagement. Data collection consists of clinical assessments, online surveys, health interviews, collection of specimens and medical chart abstraction designed to achieve the primary objectives and domain specific aims of the study, as outlined in the protocol. Results from HOPE aim to advance the health of women living with HIV, inform clinical guidelines and shape supportive interventions and policies that address the needs and priorities of women living with HIV and their families.
DOI: 10.5281/zenodo.13329275
title: Data and code used in analyses for Simulated soundscapes and transfer learning boost the performance of acoustic classifiers under data scarcity

description: Evaluation datasets, Python scripts, and computation environments used to conduct analyses for Simulated soundscapes and transfer learning boost the performance of acoustic classifiers under data scarcity. transfer_learning_project.zip also contains a vignette describing the use of a generalized script for adapting these methods to novel acoustic classification tasks.
DOI: 10.5281/zenodo.13329276
title: Simulated soundscapes and transfer learning boost the performance of acoustic classifiers under data scarcity
DOI: 10.5281/zenodo.15300473
title: Simulated soundscapes and transfer learning boost the performance of acoustic classifiers under data scarcity
DOI: 10.5281/zenodo.15578980
title: Data and code used in analyses for Simulated soundscapes and transfer learning boost the performance of acoustic classifiers under data scarcity

description: Evaluation datasets, Python scripts, and computation environments used to conduct analyses for Simulated soundscapes and transfer learning boost the performance of acoustic classifiers under data scarcity. transfer_learning_project.zip also contains a vignette describing the use of a generalized script for adapting these methods to novel acoustic classification tasks.
DOI: 10.4121/3662eca5-7077-4ca3-8f66-d051e2c79cbe
title: Results for Neural Ordinary Differential Equations Inspired Parameterization of Kinetic Models

description: Results from the computational experiments on simulated and experimental time-series data as described in the <em>paper Neural Ordinary Differential Equations Inspired</em><em>Parameterization of Kinetic Models. </em>Details on the experiments can be found in the readme of https://github.com/AbeelLab/jaxkineticmodel
DOI: 10.15468/dl.xcurau
title: Occurrence Download

description: A dataset containing 3914 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heloderma suspectum"
 ]
}

 The dataset includes 3914 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007197-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.