cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.uq4vh2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alonella, Anisocentropus, Anopheles, Aphelocheirus schoutedeni, Aphelocheirus, Atherix, Athripsodes prionii, Atrichopogon, , Aulophorus, Bezzia, Biomphalaria pfeifferi, Biomphalaria, Branchiura sowerbyi, Branchiura, Canthydrus notula, Canthydrus, Caridina nilotica, Caridina typus, Catoxyethira, Ceratogomphus, Ceriodaphnia, Chaetogaster, Chaoborus, Chlorocypha, Chrysops, Chydorus, Clinotanypus, Corynoneura, Culicoides, Cyclops, Cypridopsis, Cyprilla, , Dineutus, Dryops, Ecnomus thomasseti, Elattoneura, Enallagma, Ephoron, Eubrianax, Forcipomyia, Goerodes, Gomphocythere, Helminthopsis, Hemerodromia, Hydaticus dorsiger, Hydaticus, Hydra, Hydrellia, Hydropsyche, Hyphydrus, Ilyocryptus, Isocypris, Laccophilus flaveolus, Laccophilus lineatus, Laccophilus modestus, Laccophilus pellucidus, Leptelmis, Leptocerus, Lestes, Limnodrilus, Limnophora, Lobelmis, Machadorythus, Macrobrachium equidens, Macrobrachium, Macromia, Micronecta dimidiata, Naucoris obscuratus, Naucoris, Notonurus, Nychia, Oecetis, Orthotrichia, Pachyelmis, Palpomyia, Paracyclops, Paragomphus, Parasetodes, Phaon, Pionocypris, Pleuroxus, Polyplectropus, Potamodytes, Potamogethes, Pristina, Procladius, Prosopistoma, Pseudagrion gigas, Pseudagrion hageni, Pseudagrion kersteni, Pseudagrion salisburyense, Pseudancyronyx, Maruina, Pericoma, Ranatra, Rhantaticus congestus, Rhantaticus, Rheotanytarsus)",
 "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/0020243-250827131500795/datasets/export for details.
DOI: 10.15468/dl.hpxq7x
title: Occurrence Download

description: A dataset containing 991 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Thraupis episcopus",
 "Year 2010-2025"
 ]
}

 The dataset includes 991 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020241-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s94pvk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.81888 35.43066,36.18112 35.43066,36.18112 49.56934,0.81888 49.56934,0.81888 35.43066))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gyralina circumlineata"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020244-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqckv3
title: Occurrence Download

description: A dataset containing 1701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ursinia anthemoides",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1701 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020245-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86qjyj
title: Occurrence Download

description: A dataset containing 5948 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gmelina arborea",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 5948 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020249-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8by2wt
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hantzschia amphioxyss, Hapalosiphon, Heteroleibleinia, , Hippodonta, Homoeothrix, Kirchneriella, Klebsormidium, Kobayasiella, Kobayasiella subtilissima, Lagerheimia, Lemnicola, , Luticola goeppertiana, Dorofeyukea, Lyngbya, Melosira, Melosira varians, Merismopedia, Micractinium, Micrasterias, Microcystis, Monoraphidium, Mougeotia, Navicula angusta, Navicula antonii, Navicula capitatoradiata, Navicula cincta, Navicula cryptocephala, Navicula cryptotenelloides, Navicula erifuga, Navicula germainii, Navicula gregaria, Navicula heimansioides, Navicula libonensis, Navicula longicephala, Navicula minima, Navicula, Navicula notha, Navicula radiosa, Navicula ranomafanensis, Navicula recens, Navicula reichardtiana, Navicula rhynchocephala, Navicula riediana, Navicula rostellata, Navicula schroeteri, Navicula symmetrica, Navicula tripunctata, Navicula trivialis, Navicula veneta, Navicula zanoni, Navicymbula, Nitzschia, , Nitzschia agnewii, , Nitzschia archibaldii, Nitzschia aurariae, Nitzschia capitellata, , Nitzschia closterium, Nitzschia desertorum, Nitzschia dissipata, Nitzschia etoshensis, Nitzschia filiformis, , , Nitzschia intermedia, Nitzschia irremissa, Nitzschia liebetruthii, , Nitzschia littorea, , , Nitzschia nana, Nitzschia pura, , Nitzschia recta, Nitzschia sublinearis, Nitzschia communis, Nostoc, Nostoc commune, Oedogonium, Oedogonium minus, Oocystis, Orthoseira, Oscillatoria, Oscillatoria princeps, Oscillatoria sancta, Oscillatoria tenuis, Oxyneis, Palmella, Pediastrum, Pediastrum duplex, Phacus, Phormidium, Pinnularia acrosphaeria, Pinnularia, )",
 "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 ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020247-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfe3bd
title: Occurrence Download

description: A dataset containing 6544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scatella, Simocephalus, Simulium adersi, Simulium alcocki, Simulium bovis, Simulium cervicornutum, Simulium damnosum, Simulium hirsutum, Simulium mcmahoni, Simulium medusaeforme, Simulium unicornutum, Simulium vorax, Slavina, Sphaerodema, Stenelmis, Stenocypris, Stilobezzia, Thienemanniella, Triaenodes, Trichosetodes, Tricorythus, Tropocorixa, Uvarus peringueyi, Uvarus, Yola frontalis, Yola natalensis, Simulium nigritarse, Adenophlebia auriculata, Antocha, Bosmina, Daphnia, Diaptomus, Haplelmis, Microdinodes, Micronecta uvarovi, Peloriolus, Protelmis, Pseudoneureclipsis, Zygonyx, Alona, Polycentropus, Sinion, Cryptochironomus, Dipseudopsis, Haemonais, Ilyocypris, Adicella, Aphanicerca, Aprionyx peterseni, Chimarra ambulans, Chloroniella peringueyi, Chloroniella, Elpidemis capensis, Elporia uniradius, Elporia, Limnophila nox, Limnophila, Myspoleo, Paramelita nigroculus, Paramelita, Peloriolus granulosus, , Pentaneura, Polypedilum alticola, Polypedilum, Procladius brevipetiolatus, Cricotopus flavozonatus, Cricotopus kisantuensis, Cricotopus obscurus, Limnophyes natalensis, Limnophyes, Metriocnemus, Microtendipes lamprogaster, Microtendipes, Smittia, Trichocladius, Metriocnemus capensis, Orthocladius, Tanytarsus aterrimus, Tanytarsus, Afrochiltonia capensis, Aprionyx intermedius, Argyrobothrus, Athripsodes harrisoni, Athripsodes schoenobates, Austrocloeon, Barbarochthon brunneum, Barbarochthon, Berosus, Centroptilum pulchrum, Procloeon, Ceratonereis keiskama, Dixa, Helochares, Hydrochus, Hydroptila capensis, Lithogloea harrisoni, Micronecta bleekiana, Nilobezzia capensis)",
 "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 6544 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020250-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jd9fr4
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhus retinorrhoea",
 "Geometry POLYGON ((-17.62504 -34.81917, 51.13387 -34.81917, 51.13387 37.34999, -17.62504 37.34999, -17.62504 -34.81917))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020251-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfahf7
title: Occurrence Download

description: A dataset containing 20229330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Portugal"
 ]
}

 The dataset includes 20229330 records from 628 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020185-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5u5yek
title: Occurrence Download

description: A dataset containing 10173 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pueraria lobata"
 ]
}

 The dataset includes 10173 records from 279 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020253-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekkhyv
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hantzschia amphioxyss, Hapalosiphon, Heteroleibleinia, , Hippodonta, Homoeothrix, Kirchneriella, Klebsormidium, Kobayasiella, Kobayasiella subtilissima, Lagerheimia, Lemnicola, , Luticola goeppertiana, Dorofeyukea, Lyngbya, Melosira, Melosira varians, Merismopedia, Micractinium, Micrasterias, Microcystis, Monoraphidium, Mougeotia, Navicula angusta, Navicula antonii, Navicula capitatoradiata, Navicula cincta, Navicula cryptocephala, Navicula cryptotenelloides, Navicula erifuga, Navicula germainii, Navicula gregaria, Navicula heimansioides, Navicula libonensis, Navicula longicephala, Navicula minima, Navicula, Navicula notha, Navicula radiosa, Navicula ranomafanensis, Navicula recens, Navicula reichardtiana, Navicula rhynchocephala, Navicula riediana, Navicula rostellata, Navicula schroeteri, Navicula symmetrica, Navicula tripunctata, Navicula trivialis, Navicula veneta, Navicula zanoni, Navicymbula, Nitzschia, , Nitzschia agnewii, , Nitzschia archibaldii, Nitzschia aurariae, Nitzschia capitellata, , Nitzschia closterium, Nitzschia desertorum, Nitzschia dissipata, Nitzschia etoshensis, Nitzschia filiformis, , , Nitzschia intermedia, Nitzschia irremissa, Nitzschia liebetruthii, , Nitzschia littorea, , , Nitzschia nana, Nitzschia pura, , Nitzschia recta, Nitzschia sublinearis, Nitzschia communis, Nostoc, Nostoc commune, Oedogonium, Oedogonium minus, Oocystis, Orthoseira, Oscillatoria, Oscillatoria princeps, Oscillatoria sancta, Oscillatoria tenuis, Oxyneis, Palmella, Pediastrum, Pediastrum duplex, Phacus, Phormidium, Pinnularia acrosphaeria, Pinnularia, )",
 "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 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 216 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020252-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwzukx
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ursinia speciosa",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020255-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aass4q
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hexura picea"
 ]
}

 The dataset includes 53 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020256-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6rzmu
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hantzschia amphioxyss, Hapalosiphon, Heteroleibleinia, , Hippodonta, Homoeothrix, Kirchneriella, Klebsormidium, Kobayasiella, Kobayasiella subtilissima, Lagerheimia, Lemnicola, , Luticola goeppertiana, Dorofeyukea, Lyngbya, Melosira, Melosira varians, Merismopedia, Micractinium, Micrasterias, Microcystis, Monoraphidium, Mougeotia, Navicula angusta, Navicula antonii, Navicula capitatoradiata, Navicula cincta, Navicula cryptocephala, Navicula cryptotenelloides, Navicula erifuga, Navicula germainii, Navicula gregaria, Navicula heimansioides, Navicula libonensis, Navicula longicephala, Navicula minima, Navicula, Navicula notha, Navicula radiosa, Navicula ranomafanensis, Navicula recens, Navicula reichardtiana, Navicula rhynchocephala, Navicula riediana, Navicula rostellata, Navicula schroeteri, Navicula symmetrica, Navicula tripunctata, Navicula trivialis, Navicula veneta, Navicula zanoni, Navicymbula, Nitzschia, , Nitzschia agnewii, , Nitzschia archibaldii, Nitzschia aurariae, Nitzschia capitellata, , Nitzschia closterium, Nitzschia desertorum, Nitzschia dissipata, Nitzschia etoshensis, Nitzschia filiformis, , , Nitzschia intermedia, Nitzschia irremissa, Nitzschia liebetruthii, , Nitzschia littorea, , , Nitzschia nana, Nitzschia pura, , Nitzschia recta, Nitzschia sublinearis, Nitzschia communis, Nostoc, Nostoc commune, Oedogonium, Oedogonium minus, Oocystis, Orthoseira, Oscillatoria, Oscillatoria princeps, Oscillatoria sancta, Oscillatoria tenuis, Oxyneis, Palmella, Pediastrum, Pediastrum duplex, Phacus, Phormidium, Pinnularia acrosphaeria, Pinnularia, )",
 "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 ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 48 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020258-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7ypr3
title: Occurrence Download

description: A dataset containing 647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa abyssinica",
 "Geometry POLYGON ((-17.62504 -34.81917, 51.13387 -34.81917, 51.13387 37.34999, -17.62504 37.34999, -17.62504 -34.81917))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 647 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020259-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/ivk2f3
title: Data Management and Sharing Plan for: MRI based pre-symptomatic prediction of ASD

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.15468/dl.uwj8m6
title: Occurrence Download

description: A dataset containing 3407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scatella, Simocephalus, Simulium adersi, Simulium alcocki, Simulium bovis, Simulium cervicornutum, Simulium damnosum, Simulium hirsutum, Simulium mcmahoni, Simulium medusaeforme, Simulium unicornutum, Simulium vorax, Slavina, Sphaerodema, Stenelmis, Stenocypris, Stilobezzia, Thienemanniella, Triaenodes, Trichosetodes, Tricorythus, Tropocorixa, Uvarus peringueyi, Uvarus, Yola frontalis, Yola natalensis, Simulium nigritarse, Adenophlebia auriculata, Antocha, Bosmina, Daphnia, Diaptomus, Haplelmis, Microdinodes, Micronecta uvarovi, Peloriolus, Protelmis, Pseudoneureclipsis, Zygonyx, Alona, Polycentropus, Sinion, Cryptochironomus, Dipseudopsis, Haemonais, Ilyocypris, Adicella, Aphanicerca, Aprionyx peterseni, Chimarra ambulans, Chloroniella peringueyi, Chloroniella, Elpidemis capensis, Elporia uniradius, Elporia, Limnophila nox, Limnophila, Myspoleo, Paramelita nigroculus, Paramelita, Peloriolus granulosus, , Pentaneura, Polypedilum alticola, Polypedilum, Procladius brevipetiolatus, Cricotopus flavozonatus, Cricotopus kisantuensis, Cricotopus obscurus, Limnophyes natalensis, Limnophyes, Metriocnemus, Microtendipes lamprogaster, Microtendipes, Smittia, Trichocladius, Metriocnemus capensis, Orthocladius, Tanytarsus aterrimus, Tanytarsus, Afrochiltonia capensis, Aprionyx intermedius, Argyrobothrus, Athripsodes harrisoni, Athripsodes schoenobates, Austrocloeon, Barbarochthon brunneum, Barbarochthon, Berosus, Centroptilum pulchrum, Procloeon, Ceratonereis keiskama, Dixa, Helochares, Hydrochus, Hydroptila capensis, Lithogloea harrisoni, Micronecta bleekiana, Nilobezzia capensis)",
 "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 ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 3407 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020260-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8d77w
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vernonia junghuhniana",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020262-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17041693
title: Dynamic Global Alignment Model (DGAM): An AI-Driven Framework Advancing Computational Geopolitics and Strategic Statecraft

description: This record presents a pioneering research contribution introducing the Dynamic Global Alignment Model (DGAM), a state-of-the-art artificial intelligence framework designed to simulate, forecast, and optimize national and international strategic alignments in the 21st century. Leveraging reinforcement learning, Bayesian networks, and advanced data analytics, DGAM provides reproducible, data-driven insights for policymakers, diplomats, and researchers. The model integrates multi-domain indicators—including diplomatic, economic, military, and energy-related metrics—offering adaptive solutions to rapidly changing global scenarios such as alliance realignment, trade shocks, and security challenges.

 

Key features include:

 

Robust simulation and validation using historical geopolitical datasets;

 

Novel composite indices quantifying national influence and systemic exposure;

 

Scenario forecasting and risk quantification supporting transparent, informed decision-making.

 

This resource is intended for academic, policy, and AI governance communities globally, promoting fair, open, and high-impact computational social science research. All methods, data, and code comply with international open science standards, ensuring transparency, interoperability, and reusability
DOI: 10.6084/m9.figshare.30013813
title: Supporting Information for CC Longitudinal Study

description: In this study, we report longitudinal phenotype and lifespan data for ten genetically distinct strains of mice from the Collaborative Cross (CC) to evaluate gene-by-treatment interaction in IF response.
DOI: 10.6084/m9.figshare.30013813.v1
title: Supporting Information for CC Longitudinal Study

description: In this study, we report longitudinal phenotype and lifespan data for ten genetically distinct strains of mice from the Collaborative Cross (CC) to evaluate gene-by-treatment interaction in IF response.