cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18438033
title: Observation-Based Temperature Threshold for PAN Chemical Regimes and Implications for Coordinated PM2.5‒O3 Control

description: Air pollution causes over 8 million premature deaths annually, yet global PM2.5 concentrations persistently exceed WHO guidelines while ground-level O3 rebounds—highlighting an insufficient understanding of coordinated control. Peroxyacetyl nitrate (PAN) plays a pivotal role in influencing these two pollutants. Despite the inclusion of its fundamental chemistry in chemical transport models (CTMs), uncertainties in key parameters (temperature) lead to persistent discrepancies in simulations. Through a machine learning and causal inference framework applied to four decades of global observations, we identified a critical thermal threshold (287±3.7 K) that governs the transition in PAN’s chemical regime. Below this threshold, PAN exhibits net accumulation, coinciding with PM2.5-dominated pollution; above it, PAN undergoes net loss, shifting to a regime of active O3 formation This observationally-derived threshold provides a valuable reference for evaluating and refining PAN-related parameterizations in CTMs.
DOI: 10.5281/zenodo.18438032
title: Observation-Based Temperature Threshold for PAN Chemical Regimes and Implications for Coordinated PM2.5‒O3 Control

description: Air pollution causes over 8 million premature deaths annually, yet global PM2.5 concentrations persistently exceed WHO guidelines while ground-level O3 rebounds—highlighting an insufficient understanding of coordinated control. Peroxyacetyl nitrate (PAN) plays a pivotal role in influencing these two pollutants. Despite the inclusion of its fundamental chemistry in chemical transport models (CTMs), uncertainties in key parameters (temperature) lead to persistent discrepancies in simulations. Through a machine learning and causal inference framework applied to four decades of global observations, we identified a critical thermal threshold (287±3.7 K) that governs the transition in PAN’s chemical regime. Below this threshold, PAN exhibits net accumulation, coinciding with PM2.5-dominated pollution; above it, PAN undergoes net loss, shifting to a regime of active O3 formation This observationally-derived threshold provides a valuable reference for evaluating and refining PAN-related parameterizations in CTMs.
DOI: 10.15468/dl.4t9tuu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lebrunia busbaie",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003049-260129131611470/datasets/export for details.
DOI: 10.5281/zenodo.18438433
title: BO'LAJAK SINF O'QITUVCHILARINING METODIK KOMPETENTLIGINI RIVOJLANTIRISH

description: Maqolada bo‘lajak tarbiya fani o‘qituvchilarining metodik kompetentligini rivojlantirish muammosi zamonaviy ta’lim talablari asosida tahlil etilgan. Metodik kompetentlik tushunchasining mazmun-mohiyati ochib berilib, uning tarkibiy komponentlari aniqlangan. Tadqiqot davomida oliy ta’lim muassasalarida tarbiya fani o‘qituvchilarini tayyorlash jarayonida metodik kompetentlikni shakllantirishga xizmat qiluvchi pedagogik shart-sharoitlar asoslab berildi.
DOI: 10.5281/zenodo.18438434
title: BO'LAJAK SINF O'QITUVCHILARINING METODIK KOMPETENTLIGINI RIVOJLANTIRISH

description: Maqolada bo‘lajak tarbiya fani o‘qituvchilarining metodik kompetentligini rivojlantirish muammosi zamonaviy ta’lim talablari asosida tahlil etilgan. Metodik kompetentlik tushunchasining mazmun-mohiyati ochib berilib, uning tarkibiy komponentlari aniqlangan. Tadqiqot davomida oliy ta’lim muassasalarida tarbiya fani o‘qituvchilarini tayyorlash jarayonida metodik kompetentlikni shakllantirishga xizmat qiluvchi pedagogik shart-sharoitlar asoslab berildi.
DOI: 10.6084/m9.figshare.31217806
title: manuscript_raw_data

description: A nine-year nitrogen addition experiment in a poplar plantation reveals a critical hidden risk: N deposition destabilizes subsurface (10–20 cm) soil carbon by shifting it from stable mineral-associated (MAOC) to vulnerable particulate (POC) forms. This repartitioning is driven by stoichiometric imbalances that suppress microbial carbon use efficiency and reduce microbial necromass production, weakening the “microbial carbon pump”. Surface soils (0–10 cm) remain buffered by continuous litter inputs. This challenges current sequestration estimates by revealing overestimated long-term stability, thus necessitating the integration of soil carbon fractions and vertical stratification into global climate models.
DOI: 10.6084/m9.figshare.31217806.v1
title: manuscript_raw_data

description: A nine-year nitrogen addition experiment in a poplar plantation reveals a critical hidden risk: N deposition destabilizes subsurface (10–20 cm) soil carbon by shifting it from stable mineral-associated (MAOC) to vulnerable particulate (POC) forms. This repartitioning is driven by stoichiometric imbalances that suppress microbial carbon use efficiency and reduce microbial necromass production, weakening the “microbial carbon pump”. Surface soils (0–10 cm) remain buffered by continuous litter inputs. This challenges current sequestration estimates by revealing overestimated long-term stability, thus necessitating the integration of soil carbon fractions and vertical stratification into global climate models.
DOI: 10.5281/zenodo.18438445
title: TALABALARNING RAQAMLI XAVFSIZLIGI: KIBERXAVF-XATARLAR VA ULARNING PSIXOLOGIK TA'SIRI

description:  Ushbu maqolada talabalarning raqamli makondagi xavfsizligi, ularga ta’sir etayotgan kiberxavf-xatarlarning turlari, ularning psixologik oqibatlari hamda profilaktika choralarining samaradorligi tahlil qilinadi.
DOI: 10.5281/zenodo.18438446
title: TALABALARNING RAQAMLI XAVFSIZLIGI: KIBERXAVF-XATARLAR VA ULARNING PSIXOLOGIK TA'SIRI

description:  Ushbu maqolada talabalarning raqamli makondagi xavfsizligi, ularga ta’sir etayotgan kiberxavf-xatarlarning turlari, ularning psixologik oqibatlari hamda profilaktika choralarining samaradorligi tahlil qilinadi.
DOI: 10.15468/dl.zdsqb2
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lorostemon bombaciflorus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 44 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003050-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdqk8z
title: Occurrence Download

description: A dataset containing 208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Niceforonia mantipus"
 ]
}

 The dataset includes 208 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003051-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18438455
title: TA'LIM JARAYONIDA FAN VA HAYOT BOG'LANISHINI KUCHAYTIRISH UCHUN AMALIY USULLARNI JORIY ETISH

description: Ushbu maqolada ta’lim jarayonida fan va hayot o‘rtasidagi bog‘lanishni kuchaytirishning ahamiyati va uni ta’minlash uchun amaliy usullar yoritilgan. Zamonaviy ta’lim tizimi o‘quvchilarda nafaqat nazariy bilimlarni, balki ularni hayotda qo‘llash ko‘nikmalarini ham shakllantirishni talab etadi. Shu sababli, fanlarni real hayotiy misollar, tajribalar, loyiha ishlari va integratsiyalashgan darslar asosida o‘qitish dolzarb masalaga aylandi. Tadqiqotda ta’lim jarayonida hayotiy kompetensiyalarni rivojlantirish, muammoli o‘qitish, loyiha-metodik yondashuv va STEAM-ta’lim tizimi imkoniyatlari tahlil qilinadi. Amaliy yondashuvlar orqali o‘quvchilarning tahliliy fikrlash, mustaqil qaror qabul qilish va innovatsion fikrlash qobiliyatlari rivojlantiriladi. Natijada, ta’lim va hayot o‘rtasidagi uzviy bog‘liqlik kuchayib, o‘quvchi shaxs sifatida ijtimoiy faol, ijodkor va raqobatbardosh kadr sifatida shakllanadi.
DOI: 10.5281/zenodo.18438456
title: TA'LIM JARAYONIDA FAN VA HAYOT BOG'LANISHINI KUCHAYTIRISH UCHUN AMALIY USULLARNI JORIY ETISH

description: Ushbu maqolada ta’lim jarayonida fan va hayot o‘rtasidagi bog‘lanishni kuchaytirishning ahamiyati va uni ta’minlash uchun amaliy usullar yoritilgan. Zamonaviy ta’lim tizimi o‘quvchilarda nafaqat nazariy bilimlarni, balki ularni hayotda qo‘llash ko‘nikmalarini ham shakllantirishni talab etadi. Shu sababli, fanlarni real hayotiy misollar, tajribalar, loyiha ishlari va integratsiyalashgan darslar asosida o‘qitish dolzarb masalaga aylandi. Tadqiqotda ta’lim jarayonida hayotiy kompetensiyalarni rivojlantirish, muammoli o‘qitish, loyiha-metodik yondashuv va STEAM-ta’lim tizimi imkoniyatlari tahlil qilinadi. Amaliy yondashuvlar orqali o‘quvchilarning tahliliy fikrlash, mustaqil qaror qabul qilish va innovatsion fikrlash qobiliyatlari rivojlantiriladi. Natijada, ta’lim va hayot o‘rtasidagi uzviy bog‘liqlik kuchayib, o‘quvchi shaxs sifatida ijtimoiy faol, ijodkor va raqobatbardosh kadr sifatida shakllanadi.
DOI: 10.15468/dl.g2ngv4
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Montrouziera sphaeroidea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 197 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003052-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18438469
title: TABIIY FANLARNI O'QITISHDA SUN'IY INTELLEKTNING AHAMIYATI
DOI: 10.5281/zenodo.18438470
title: TABIIY FANLARNI O'QITISHDA SUN'IY INTELLEKTNING AHAMIYATI
DOI: 10.15468/dl.p2vwtz
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Moronobea coccinea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 200 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003053-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e244781v1
title: Centers for Medicare & Medicaid Services - Hospital Enrollments

description: The Hospital Enrollments dataset provides enrollment information of all 
Hospitals currently enrolled in Medicare. This data includes information
 on the Hospital's sub-group type, legal business name, doing business 
as name, organization type and address.<br>This data is gathered from the Provider Enrollment, Chain and Ownership System (PECOS). This dataset should be used with corresponding Hospital All Owners dataset to identify the individual and 
organizational ownership interest and managerial control associated with
 the hospitals. <br><br>
DOI: 10.5281/zenodo.18438493
title: TA'LIM JARAYONIDA BILIMLARNI TIZIMLASHTIRISH ORQALI FIKRLASH QOBILIYATINI SHAKLLANTIRISH

description: Ushbu maqolada zamonaviy ta’limda bilimlarni tizimlashtirish jarayonining fikrlash qobiliyatlarini rivojlantirishdagi roli tahli qilinadi. Maqolada bilimlarni tizimlashtirishning nazariy asoslari, uning tanqidiy, analitik, ijodiy va mantiqiy fikrlashga ta’siri, shuningdek, o‘quv jarayonida qo‘llaniladigan usullar va metodlar haqida so‘z yuritiladi. O‘qituvchining roli va zamonaviy texnologiyalardan foydalanish imkoniyatlari ham ko‘rib chiqiladi.
DOI: 10.5281/zenodo.18438494
title: TA'LIM JARAYONIDA BILIMLARNI TIZIMLASHTIRISH ORQALI FIKRLASH QOBILIYATINI SHAKLLANTIRISH

description: Ushbu maqolada zamonaviy ta’limda bilimlarni tizimlashtirish jarayonining fikrlash qobiliyatlarini rivojlantirishdagi roli tahli qilinadi. Maqolada bilimlarni tizimlashtirishning nazariy asoslari, uning tanqidiy, analitik, ijodiy va mantiqiy fikrlashga ta’siri, shuningdek, o‘quv jarayonida qo‘llaniladigan usullar va metodlar haqida so‘z yuritiladi. O‘qituvchining roli va zamonaviy texnologiyalardan foydalanish imkoniyatlari ham ko‘rib chiqiladi.
DOI: 10.15468/dl.829dh2
title: Occurrence Download

description: A dataset containing 520 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Philippine Eagle Foundation Occurrence Records"
 ]
}

 The dataset includes 520 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003054-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkz79g
title: Occurrence Download

description: A dataset containing 323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pentadesma butyracea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 323 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003055-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18438506
title: KICHIK YOSHDAGI BOLALARDA CHET TILLARINI O'RGANISHNING FOYDALI TOMONLARI VA UNI BOLALARNING FIKRLASH QOBILIYATIGA TA'SIRI

description: Hozirgi rivojlanayotgan dunyoda chet tillarini o’rganish barcha yoshdagilar uchun tanqidiy fikrlash  va kelajakdagi muvaffaqiyatli,davomiy bilim olish uchun ham juda foydali bo’ladi.Ayniqsa,kichik yoshdagi bolalar uchun bu davrda birdan ortiq tillarni o’rganish qulay va tez amalga oshiriladi.Bu jarayon bolalarning xotirasi,diqqat-e’tiborining oshishiga,fikrlash qobiliyatining yaxshi shakllanishiga ijobiy ta’sir ko’rsatadi.Ushbu maqola davomida maktabgacha ta’lim yoshidagi bolalar uchun o’z ona tilisidan tashqari ikkinchi yoki uchinchi til sifatida o’rganayotgan chet  tillarining ong osti,fikrlash va nutq ko’nikmasi uchun ijobiy ta’siri,nutq ko’nikmasining shakllanishidagi bir qator afzalliklari haqida fikr va izohlar beriladi.
DOI: 10.5281/zenodo.18438507
title: KICHIK YOSHDAGI BOLALARDA CHET TILLARINI O'RGANISHNING FOYDALI TOMONLARI VA UNI BOLALARNING FIKRLASH QOBILIYATIGA TA'SIRI

description: Hozirgi rivojlanayotgan dunyoda chet tillarini o’rganish barcha yoshdagilar uchun tanqidiy fikrlash  va kelajakdagi muvaffaqiyatli,davomiy bilim olish uchun ham juda foydali bo’ladi.Ayniqsa,kichik yoshdagi bolalar uchun bu davrda birdan ortiq tillarni o’rganish qulay va tez amalga oshiriladi.Bu jarayon bolalarning xotirasi,diqqat-e’tiborining oshishiga,fikrlash qobiliyatining yaxshi shakllanishiga ijobiy ta’sir ko’rsatadi.Ushbu maqola davomida maktabgacha ta’lim yoshidagi bolalar uchun o’z ona tilisidan tashqari ikkinchi yoki uchinchi til sifatida o’rganayotgan chet  tillarining ong osti,fikrlash va nutq ko’nikmasi uchun ijobiy ta’siri,nutq ko’nikmasining shakllanishidagi bir qator afzalliklari haqida fikr va izohlar beriladi.
DOI: 10.15468/dl.ucstde
title: Occurrence Download

description: A dataset containing 4729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Symphonia globulifera",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 4729 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003056-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/9sxj-tp58
title: Ferrite Resonators for Microwave Devices

description: The article presents the results of a comprehensive theoretical and experimental study of ferromagnetic resonance and microwave magnetoelectric effect in multilayer ferrite-piezoelectric structures containing single-crystal iron-yttrium garnet of cut (111) in combination with piezoelectric materials. Mathematical modeling of physical processes occurring in ferrite was performed, which made it possible to reveal weak magnetic cubic anisotropy, which must be taken into account when developing electrically tunable microwave devices. It was experimentally established that the homogeneity of the internal magnetic field and the quality factor of the resonators depend significantly on the geometry of the ferrite component and the quality of its surface. It is shown that for the realization of devices with the required electrical tuning it is necessary to minimize the thickness of the ferrite component and to use piezoelectrics, which are characterized by the maximum difference of piezoelectric coefficients d₃₁ and d₃₂. The obtained results open up prospects for the optimization of existing and creation of new magnetoelectric microwave devices with electrical and magnetic tuning of frequency and phase characteristics.
DOI: 10.5281/zenodo.11118409
title: CAMELS-IND: meteorological forcings and watershed attributes for 472 watersheds in Peninsular India

description: Data described in ESSD paper - 

A short descriptions of all attributes and forcings are described in camels_ind_attributes.xlsx and camels_ind_forcings.xlsx

Following attributes are included in CAMELS-IND 1.0:06 attributes : camels_ind_name14 attributes : camels_ind_topo (topography and location)36 attributes : camels_ind_clim (climate indices)64 attributes : camels_ind_hydro (hydrological signatures)13 attributes : camels_ind_land (land cover characteristics)27 attributes : camels_ind_soil (soil characteristics)07 attributes : camels_ind_geol (geological characteristics)13 attributes : camels_ind_anth (anthropogenic influences)-------------180 attributes in total;& 17 watershed mean forcings. 

 

---------------------------------------### CONTRIBUTE TO CAMELS-IND---------------------------------------

If you are working with a data set covering Indian watersheds and would like to produce watershed averages for CAMELS-IND, please get in touch.

We are doing our best to identify and correct errors. If you find unrealistic/suspicious values, please let us know ASAP. Thank you.

Contacts: Nikunj K. Mangukiya (nikk.mangukiya@gmail.com; nikunj_m@hy.iitr.ac.in) & Ashutosh Sharma (ashutosh.sharma@hy.iitr.ac.in)
DOI: 10.15468/dl.hx52hn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diplotaxodon longimaxilla)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024914-250811113504898/datasets/export for details.
DOI: 10.15468/dl.47998x
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Primula secundiflora"
 ]
}

 The dataset includes 273 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024913-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8d74n
title: Occurrence Download

description: A dataset containing 534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thespesia populneoides",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 534 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005471-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jdy66
title: Occurrence Download

description: A dataset containing 260285 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Culex pipiens)"
 ]
}

 The dataset includes 260285 records from 332 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005450-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n327hx
title: Occurrence Download

description: A dataset containing 692234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-74.17771 4.580379, -74.14661 4.388378, -74.14621 4.388085, -74.14567 4.387802, -74.14565 4.387791, -74.14563 4.387786, -74.13658 4.384738, -74.13652 4.384746, -74.13636 4.384774, -74.13632 4.384782, -74.13596 4.384887, -74.13593 4.384897, -74.13577 4.384963, -74.13573 4.384979, -74.13569 4.385002, -74.13568 4.385007, -74.13563 4.385054, -74.0415 4.579635, -74.03792 4.58819, -74.03788 4.588307, -74.0075 4.717283, -74.00723 4.725917, -74.00724 4.725941, -74.00724 4.725946, -74.00741 4.726226, -74.00803 4.727172, -74.10209 4.771544, -74.1021 4.771547, -74.1021 4.771548, -74.10212 4.771555, -74.1022 4.77157, -74.11152 4.772489, -74.17768 4.581051, -74.17771 4.580379))",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 692234 records from 469 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005457-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tw9e25
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thomasia microphylla",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 78 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005472-260129131611470/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.28601417
title: AIGP: An interpretable Artificial Intelligence Genomic Prediction framework

description: This dataset contains the summary results of GWAS analyses performed for all traits in the AIGP (Artificial Intelligence Genomic Prediction) framework.The summary statistics include p-values, effect sizes and other key metrics derived from association analyses. The dataset provides insights into the genetic architecture of 20 traits and facilitates further research in genomic prediction.Data format: Compressed archive (.rar) containing GWAS summary statistics.In addition to the GWAS summary statistics, the dataset also includes the corresponding data used in the analyses.For further details, please refer to the associated publication or contact the corresponding author. leiwei@cau.edu.cn
DOI: 10.6084/m9.figshare.28601417.v4
title: AIGP: An interpretable Artificial Intelligence Genomic Prediction framework

description: This dataset contains the summary results of GWAS analyses performed for all traits in the AIGP (Artificial Intelligence Genomic Prediction) framework.The summary statistics include p-values, effect sizes and other key metrics derived from association analyses. The dataset provides insights into the genetic architecture of 20 traits and facilitates further research in genomic prediction.Data format: Compressed archive (.rar) containing GWAS summary statistics.In addition to the GWAS summary statistics, the dataset also includes the corresponding data used in the analyses.For further details, please refer to the associated publication or contact the corresponding author. leiwei@cau.edu.cn