cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31082035.v1
title: <b>The impact of major projects in the Yangtze River Basin on regulating river discharge and salt intrusion</b>

description: Major projects in watershed can significantly affect estuarine salt intrusion and utilization of freshwater resources.Extensive reservoir construction in the Yangtze River basin has resulted in a total effective storage capacity of 84.85 billion cubic meters. Combined with water diversions from the South-to-North Water Transfer Project, these projects have induced a pronounced seasonal redistribution of river discharge. Observed data at the Datong hydrological station confirms that the decline in river discharge during August to October from 2004 to 2024 is primarily attributable to these projects. The numerical simulation results show that, under climate winds, the reduced river discharge during August to October exacerbates the salt intrusion in the Yangtze River Estuary, but has not yet threats the water intake safety of the estuarine reservoirs. However, under adverse winds, particularly typhoon in October, the river discharge reduction can significantly intensify salt intrusion, posing a threat to freshwater supply security. Conversely, basin reservoirs release water from January to April effectively weaken the salt intrusion. Under climate winds, the regulated river dischargeeliminates salt intrusion impacts on the estuarine reservoirs. Even during adverse winds, the increased river discharge substantially mitigates the salt intrusion, and reduces unsuitable water intake time of Qingcaosha reservoir by over 40%. Collectively, major projects have secured freshwater availability in the estuarine region through seasonal river discharge redistribution, butattention should be paid to the risk of salt intrusion caused by its store water at the end of the flood season.
DOI: 10.15468/e4xgg9
title: Data assessment of the annual berries yields in the Prioksko-Terrasnyi Biosphere Reserve recorded in Chronicles of Nature

description: The dataset contains the results of quantitative measurements of yield fruits of 4 wild plant species (Vacciniumvitis-idaea L., Vaccinium myrtillus L., Fragaria viridis (Duch.) Weston, Oxycoccus palustris Pers.) on permanent plots, located in the core area of the Prioksko-Terrasnyi Biosphere Reserve in the typical place of berries grow. 
The first data were collected by researcher E. Lavrenova in 1973. Further data were collected on the program Chronicle of nature by researchers of theBiosphere Reserve: V. Danilov, L. Panicheva, T. Makeeva, M. Ableev, G. Levitskaya, G. Sokolova and T. Sycheva. Annually, the data are presented in the scientific report Chronicle of nature. The scientific results of data processing not published.
DOI: 10.15468/dl.bdvdz5
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ginkgo biloba",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 166 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017644-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvfmne
title: Occurrence Download

description: A dataset containing 317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crossoptilon crossoptilon, Lophura leucomelana, Pucrasia macrolopha, Chrysolophus amherstiae, Chrysolophus pictus, Polyplectron bicalcaratum, Pavo muticus, Anthropoides virgo, Crex crex, Porzana bicolor, Treron sphenurus, Psittacula alexandri, Psittacula derbiana, Glaucidium cuculoides, Strix aluco, Asio flammeus, Aceros nipalensis, Buceros bicornis, Python molurus, Tylototriton verrucosus, Zorotypus medoensis, Zorotypus sinensis, Crossoptilon crossoptilon, Lophura leucomelana, Pucrasia macrolopha, Chrysolophus amherstiae, Chrysolophus pictus, Polyplectron bicalcaratum, Pavo muticus, Grus grus, Anthropoides virgo, Crex crex, Porzana bicolor, Treron sphenurus, Psittacula alexandri, Psittacula derbiana, Bubo bubo, Glaucidium cuculoides, Athene noctua, Strix aluco, Asio flammeus, Asio otus, Aceros nipalensis, Buceros bicornis, Python molurus, Tylototriton verrucosus, Zorotypus medoensis, Zorotypus sinensis, Buteo rufinus, Butastur teesa, Spizaetus nipalensis, Aegypius monachus, Gyps himalayensis, Circus aeruginosus, Circus cyaneus, Spilornis cheela, Pandion haliaetus, Falco cherrug, Falco columbarius, Falco subbuteo, Tetrastes sewerzowi, Tetraogallus tibetanus, Tetraogallus himalayensis, Tetraophasis obscurus, Ithaginis cruentus, Tragopan blythii, Tragopan melanocephalus, Tragopan satyra, Tragopan temminckii, Lophophorus impejanus, Lophophorus lhuysii, Lophophorus sclateri)",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "HasGeospatialIssue" : [
 "is true"
 ]
 }
 },
 "DecimalLongitude is greater than or equal to 89.5",
 "DecimalLongitude is less than or equal to 93",
 "DecimalLatitude is greater than or equal to 29",
 "DecimalLatitude is less than or equal to 31"
 ]
}

 The dataset includes 317 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017646-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9yp83
title: Occurrence Download

description: A dataset containing 1683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenopsis geminata, Solenopsis invicta, Tapinoma melanocephalum, Tetramorium bicarinatum, Ochetellus glaber, Paratrechina longicornis, Pheidole megacephala, Monomorium pharaonis, Anoplolepis gracilipes, Monomorium destructor, Technomyrmex albipes, Tetramorium simillimum, Monomorium floricola, Wasmannia auropunctata, Solenopsis geminata, Solenopsis invicta, Tapinoma melanocephalum, Tetramorium bicarinatum, Ochetellus glaber, Paratrechina longicornis, Pheidole megacephala, Monomorium pharaonis, Anoplolepis gracilipes, Monomorium destructor, Technomyrmex albipes, Tetramorium simillimum, Monomorium floricola, Wasmannia auropunctata)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1683 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017647-260108223611665/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.31082044
title: MaRNAV_Ethiopia_NCBI_Blastn_Blastx_Blastp_Reports

description: This deposit provides segment-resolved MaRNAV (Matryoshka RNA virus) consensus nucleotide sequences derived from a secondary analysis of publicly available paired-end RNA-seq runs (Kepple et al., 2024) from <i>Plasmodium vivax</i> samples from Ethiopia (Pv01–Pv03; SRR17069092, SRR17069099, SRR17069100). Reads were quality-trimmed and mapped to MaRNAV reference segment accessions (including MN698828.1 [RdRp segment] and MN698826.1 [hypothetical protein segment]), followed by variant/consensus calling to generate masked consensus FASTAs. Predicted coding regions were translated to produce protein ORFs (RdRp and “hypothetical protein/ORF2-like” products) used in downstream analyses. Sequence identity was validated using BLASTX and BLASTP, with raw BLAST reports and a compact TSV top-hit summary included for transparency. For phylogenetic context, the exact protein FASTA inputs, alignments, and maximum-likelihood tree outputs (including Newick tree files and IQ-TREE reports) are provided, along with manuscript-ready phylogram figures highlighting the Ethiopian sequences and their closest public relatives. All outputs are derived from de-identified public data; no new sampling was performed.
DOI: 10.6084/m9.figshare.31082044.v1
title: MaRNAV_Ethiopia_NCBI_Blastn_Blastx_Blastp_Reports

description: This deposit provides segment-resolved MaRNAV (Matryoshka RNA virus) consensus nucleotide sequences derived from a secondary analysis of publicly available paired-end RNA-seq runs (Kepple et al., 2024) from <i>Plasmodium vivax</i> samples from Ethiopia (Pv01–Pv03; SRR17069092, SRR17069099, SRR17069100). Reads were quality-trimmed and mapped to MaRNAV reference segment accessions (including MN698828.1 [RdRp segment] and MN698826.1 [hypothetical protein segment]), followed by variant/consensus calling to generate masked consensus FASTAs. Predicted coding regions were translated to produce protein ORFs (RdRp and “hypothetical protein/ORF2-like” products) used in downstream analyses. Sequence identity was validated using BLASTX and BLASTP, with raw BLAST reports and a compact TSV top-hit summary included for transparency. For phylogenetic context, the exact protein FASTA inputs, alignments, and maximum-likelihood tree outputs (including Newick tree files and IQ-TREE reports) are provided, along with manuscript-ready phylogram figures highlighting the Ethiopian sequences and their closest public relatives. All outputs are derived from de-identified public data; no new sampling was performed.
DOI: 10.15468/dl.38n49q
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is one of (Hemitrygon yemenensis sp. nov., a new species of stingray (Myliobatoidea Dasyatidae) from the northwestern Indian Ocean, Three new stingrays (Myliobatiformes: Dasyatidae) from the Indo – West Pacific)"
 ]
}

 The dataset includes 37 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017648-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18287995
title: Mimosa trachycarpa Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18287996
title: Mimosa trachycarpa Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.15468/dl.e985e4
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Thermopsis alpina"
 ]
}

 The dataset includes 93 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017649-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/z98h-vh07
title: "Pseudo Financial Data set "

description: "The dataset has 6.36 million rows and 11 columns, which is very large and suitable for machinelearning applications. Each record represents a financial transaction with details such astransaction type, sender\/receiver IDs, balances, and fraud indicators. Importantly, there are nomissing values, meaning the dataset is clean in terms of completeness. However, the datasetincludes categorical IDs (nameOrig, nameDest) that are unique identifiers and carry littlepredictive power unless carefully encoded."
DOI: 10.5281/zenodo.18288000
title: Mimosa uraguensis Hook. & Arn. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288001
title: Mimosa uraguensis Hook. & Arn. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288007
title: Mirabilis L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288006
title: Mirabilis L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288008
title: Mirabilis jalapa L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288009
title: Mirabilis jalapa L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288010
title: Mitracarpus Zucc. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288011
title: Mitracarpus Zucc. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18287998
title: Mimosa tweedieana Barneby ex Glazier & Mackinder. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18287997
title: Mimosa tweedieana Barneby ex Glazier & Mackinder. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.15468/dl.fjx85x
title: Occurrence Download

description: A dataset containing 103514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.54413 36.59724,-6.14141 36.14688,-5.67903 35.94789,-5.32105 35.94789,-4.78409 36.30931,-4.50816 36.45941,-4.62002 36.902,-4.86613 37.41907,-5.47767 37.7854,-6.19361 37.5197,-6.43972 37.13423,-6.54413 36.59724))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 103514 records from 423 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017650-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18288024
title: Mitracarpus hirtus (L.) DC. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288025
title: Mitracarpus hirtus (L.) DC. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288031
title: Mitracarpus megapotamicus Kuntze. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288030
title: Mitracarpus megapotamicus Kuntze. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288036
title: Mnesithea Kunth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288037
title: Mnesithea Kunth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288041
title: Mnesithea selloana (Hack.) de Koning & Sosef. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288042
title: Mnesithea selloana (Hack.) de Koning & Sosef. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.15468/dl.mzc7pe
title: Occurrence Download

description: A dataset containing 51683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ginkgo biloba",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51683 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017645-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdwgt8
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Prociphilus fraxinifolii",
 "Year 1984-2026"
 ]
}

 The dataset includes 102 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017651-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rywmmk
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gonyostomum semen",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 94 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017654-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18288062
title: Modiola Moench. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288063
title: Modiola Moench. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288067
title: Modiola caroliniana (L.) G.Don. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288066
title: Modiola caroliniana (L.) G.Don. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.15468/dl.3wr5cr
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyrodactylus salaris",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017655-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17876330
title: Supplementary Materials for: Agentic Explainable Artificial Intelligence (Agentic XAI) Approach To Explore Better Explanation

description: This dataset contains the supplementary materials for the manuscript "Agentic Explainable Artificial Intelligence (Agentic XAI) Approach To Explore Better Explanation."The repository documents the complete implementation of an iterative refinement process designed to generate actionable farmer recommendations from agricultural data.It includes all prompts, source code, visualization artifacts, and textual outputs across all refinement rounds.

Contents





"Figures" Folder Archives all visualization outputs and statistical artifacts generated throughout the iterative refinement process (Rounds 0–10). These files document the autonomous expansion of the system's analytical scope, progressing from fundamental bivariate relationships in early rounds to complex multi-way interactions, temporal pattern decompositions, and comprehensive correlation matrices in later iterations.




"Prompts" Folder Contains the three sequential prompts that control the agentic workflow, mapped to specific analysis stages:





Prompt 1 (Initial Interpretation): Used in Round 0 to request baseline recommendations based solely on SHAP visualizations.




Prompt 2 (Gap Analysis and Code Generation): Used in Rounds 1–10 to trigger self-reflection, instructing the model to identify analytical gaps and provide Python code for generating supplementary figures.




Prompt 3 (Synthesis and Update): Used in Rounds 1–10 to guide the synthesis of original insights with newly generated supplementary analyses for updated recommendations.






PythonCode.ipynb A Jupyter Notebook comprising the complete execution history, including the initial XAI analysis code and all supplementary Python scripts autonomously generated via Prompt 2 during Rounds 0–10. The notebook serves as evidence of escalating analytical complexity, demonstrating the system's ability to autonomously implement advanced statistical analyses and multi-dimensional data explorations.




"Recommendations" Folder Stores the textual recommendations for farmers generated at the baseline (Round 0, via Prompt 1) and throughout the refinement phase (Rounds 1–10, via Prompt 3). These documents illustrate the progressive enhancement of advice quality resulting from the agent's self-reflection and integration of supplementary analyses.



This organizational structure ensures full transparency and reproducibility of the Agentic XAI workflow. It traces the entire pipeline from initial explainability analysis to the final, farmer-oriented recommendations, while explicitly documenting the autonomous escalation of analytical complexity that characterizes the agentic refinement process.
DOI: 10.5281/zenodo.18288070
title: Modiolastrum K.Schum. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50
DOI: 10.5281/zenodo.18288071
title: Modiolastrum K.Schum. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:50