cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.dk8ntz
title: Occurrence Download

description: A dataset containing 677 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Living Specimen"
 ]
 },
 {
 "or" : [
 "DatasetKey is NIEK_NES",
 "DatasetKey is Chronicle of Nature - Phenology of Plants of Sikhote-Alin State Nature Biosphere Reserve Named After K. G. Abramov",
 "DatasetKey is Flora of the Korean Peninsula Phase II",
 "DatasetKey is iNaturalist Research-grade Observations",
 "DatasetKey is Plant (HBBG-PL)",
 "DatasetKey is Plant (NSMK-PL)",
 "DatasetKey is T.B. Lee Herbarium Vascular Plant Collection",
 "DatasetKey is United States National Plant Germplasm System Collection",
 "DatasetKey is Moscow University Herbarium (MW)",
 "DatasetKey is 500,000 plant Specimens from PE Herbarium in China from 1950 to 1999"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "License is CC-BY-NC 4.0",
 "License is CC-BY 4.0",
 "License is CC0 1.0"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus koraiensis Siebold & Zucc."
 ]
}

 The dataset includes 677 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0331058-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdcugx
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141831-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8my9yb
title: Occurrence Download

description: A dataset containing 4110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Epichnopterix pontbrillantella (Bruand, 1856), Spilosoma urticae Esper, 1789)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 4110 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169692-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t7stv
title: Occurrence Download

description: A dataset listing the 451 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Tuvalu",
 "HasCoordinate is true",
 "Year is greater than or equal to 1996",
 "Year is less than 2021",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 451 records were derived from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141826-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1yxrlf
title: Occurrence Download

description: A dataset containing 5418 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aquila adalberti C.L.Brehm, 1861"
 ]
}

 The dataset includes 5418 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000115-190306134739812/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87nmn9
title: Occurrence Download

description: A dataset containing 71068 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phytolacca americana L.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 71068 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161584-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qq9bjd
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhizophora samoensis (Hochr.) Salvosa"
 ]
}

 The dataset includes 54 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010766-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eytua8
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strychnos gerrardii N.E.Br."
 ]
}

 The dataset includes 159 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030801-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.du38s5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (New Zealand)",
 "Year is greater than or equal to 1900",
 "TaxonKey is Didymosphenia geminatum (Lyngbye) M.Schmidt, 1899",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0425934-210914110416597/datasets/export for details.
DOI: 10.15468/dl.8ypa93
title: Occurrence Download

description: A dataset containing 1234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vicugna vicugna (Molina, 1782)"
 ]
}

 The dataset includes 1234 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0352660-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj6gav
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sonata fuscata (Distant, 1905)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149338-210914110416597/datasets/export for details.
DOI: 10.15468/dl.h6qbp8
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Odontoglossum weirii Rchb.f.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014068-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.angmmu
title: Occurrence Download

description: A dataset containing 577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tamarix boveana Bunge",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 577 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265364-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drm3qn
title: Occurrence Download

description: A dataset containing 2086 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Paranthrene tabaniformis (Rottemburg & von, 1775), Bryophila ereptricula Treitschke, 1825)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 2086 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169695-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrx6ba
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "HasCoordinate is true",
 "TaxonKey is Agrostis canina subsp. granatensis Romero García, Blanca & R.Morales",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 256 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003574-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jabntw
title: Occurrence Download

description: A dataset containing 31000 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant Specimen Database of Tama Forest Science Garden, Forestry and Forest Products Research Institute, Japan"
 ]
}

 The dataset includes 31000 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174028-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xn5udz
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stevenia tenuifolia (Steph. ex Willd.) D.A.German",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265372-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xqyvy
title: Occurrence Download

description: A dataset containing 1801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Hystricidae"
 ]
}

 The dataset includes 1801 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0327601-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35n378
title: Occurrence Download

description: A dataset containing 433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gnathostomulida"
 ]
}

 The dataset includes 433 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280456-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbf4mk
title: Occurrence Download

description: A dataset containing 11603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Potentilla caulescens L., Potentilla thuringiaca Bernh. ex Link, Potentilla chinensis Ser., Potentilla conferta Bunge, Potentilla norvegica Geners. ex Wahlenb.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 11603 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161590-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mb598b
title: Occurrence Download

description: A dataset containing 49406 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Melittidae"
 ]
}

 The dataset includes 49406 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0329687-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74rvgd
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potentilla divina Albov"
 ]
}

 The dataset includes 77 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0425944-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nuqtcq
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leptopterix plumistrella (Hübner, 1793), Chamaesphecia dumonti Le Cerf, 1922)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 127 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169701-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hn2x5
title: Occurrence Download

description: A dataset containing 2966341 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus L."
 ]
}

 The dataset includes 2966341 records from 3638 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056549-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17972260
title: Skills2Capabilities Data from WP7 Interview in Bulgaria

description: This dataset includes an extended summary of an interview collected in Bulgaria in 2025 for WP7 case study.
DOI: 10.6084/m9.figshare.26821865
title: Characterising high school students’ interest trajectory profiles

description: Students’ declining interest in science has become a significant concern. We approached this problem from multiple interests perspective. This study aimed to classify high school senior students’ interest trajectory profiles and extract the characteristics of each profile. 653 students in Japan answered online questionnaires with two-month interval about their interest in STEM, Humanities and Social Science (HSS), and non-academic subjects. We also collected data on self-efficacy and growth mindset. Latent Growth Curve Modelling revealed an overall decline in students’ interest across these three areas of interest. Latent Growth Class Analysis revealed seven interest trajectory profiles. ANOVA tests showed no self-efficacy variations across profiles but found lower growth mindsets in the favourable profile characterised by its high and sustained interest across all categories. Our findings suggest that the observed decrease in STEM interest was not associated with an increase in interest in other areas. In other words, during the survey period, there seems no indication of a competitive relationship between the interest in STEM and the other areas, as increases in interest were absent across these three areas of interests. Additionally, the finding suggests two implications for developing the multiple interests perspective: narrowing or expanding its scope.
DOI: 10.6084/m9.figshare.26821865.v1
title: Characterising high school students’ interest trajectory profiles

description: Students’ declining interest in science has become a significant concern. We approached this problem from multiple interests perspective. This study aimed to classify high school senior students’ interest trajectory profiles and extract the characteristics of each profile. 653 students in Japan answered online questionnaires with two-month interval about their interest in STEM, Humanities and Social Science (HSS), and non-academic subjects. We also collected data on self-efficacy and growth mindset. Latent Growth Curve Modelling revealed an overall decline in students’ interest across these three areas of interest. Latent Growth Class Analysis revealed seven interest trajectory profiles. ANOVA tests showed no self-efficacy variations across profiles but found lower growth mindsets in the favourable profile characterised by its high and sustained interest across all categories. Our findings suggest that the observed decrease in STEM interest was not associated with an increase in interest in other areas. In other words, during the survey period, there seems no indication of a competitive relationship between the interest in STEM and the other areas, as increases in interest were absent across these three areas of interests. Additionally, the finding suggests two implications for developing the multiple interests perspective: narrowing or expanding its scope.
DOI: 10.6084/m9.figshare.30910915
title: AI-Blockchain synergy for resilient agricultural supply chains: an evolutionary game analysis

description: Agricultural supply chain finance faces enduring challenges stemming from information asymmetry, seasonal fluctuations, and credit constraints. This study develops an integrated framework combining artificial intelligence and blockchain technologies to strengthen supply chain resilience. We establish a tripartite evolutionary game model engaging banks, core enterprises, and small and medium-sized enterprises, incorporating dynamic technical parameters alongside critical operational variables including inventory dynamics, seasonal financing patterns, and heterogeneous agent behaviours. Through evolutionary game theory and systematic numerical simulations, we examine how AI-blockchain synergy influences strategic evolution and stability conditions. The study introduces a quantifiable resilience index R and identifies dual threshold conditions governing effective technological collaboration. Based on these findings, we design coordinated financing and inventory management strategies. Our results demonstrate that the proposed mechanism reduces agency costs, enhances credit assessment and demand forecasting accuracy, and directs the system toward Pareto-optimal equilibrium. This creates a self-reinforcing cycle where technological advancement drives operational improvements that subsequently strengthen systemic resilience. These findings provide theoretical foundations, analytical tools, and practical guidance for developing data-enriched, resilient agricultural supply chains.