cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5518/466
title: Lipid coated liquid crystal droplets for the on-chip detection of Antimicrobial peptides  - dataset

description: We describe a novel biosensor based on phospholipid-coated nematic liquid crystal (LC) droplets and demonstrate the detection of Smp43, a model antimicrobial peptide (AMP) from the venom of North African scorpion Scorpio maurus palmatus. Mono-disperse lipid-coated LC droplets of diameter 16.7 ± 0.2 μm were generated using PDMS microfluidic devices with a flow-focusing configuration and were the target for AMPs. The droplets were trapped in a bespoke microfluidic trap structure and were simultaneously treated with Smp43 at gradient concentrations in six different chambers. The disruption of the lipid monolayer by the Smp43 was detected (&lt; 6 μM) at concentrations well within its biologically active range, indicated by a dramatic change in the appearance of the droplets associated with the transition from a typical radial configuration to a bipolar configuration, which is readily observed by polarizing microscopy. This suggests the system has feasibility as a drug-discovery screening tool. Further, compared to previously reported LC droplet biosensors, this LC droplet biosensor with a lipid coating is more biologically relevant and its ease of use in detecting membrane-related biological processes and interactions has the potential for development as a reliable, low-cost and disposable point of care diagnostic tool.
DOI: 10.15468/dl.9t76dh
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boophis ulftunni Wollenberg, Andreone, Glaw & Vences, 2008"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013476-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgqt93
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbodes baoulan Herre, 1926",
 "Country is Philippines"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013477-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p63xh8
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((77.814 22.48524,108.97383 22.48524,108.97383 42.67895,77.814 42.67895,77.814 22.48524))",
 "TaxonKey is Picea spinulosa (Griff.) Beissn."
 ]
}

 The dataset includes 126 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013479-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbq3qk
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boophis viridis Blommers-Schlösser, 1979"
 ]
}

 The dataset includes 201 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013478-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4qs7v
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boophis xerophilus Glaw & Vences, 1997"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013480-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqj5a4
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbodes clemensi Herre, 1924",
 "Country is Philippines"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013481-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhgvdm
title: Occurrence Download

description: A dataset containing 2438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is Artportalen",
 "GadmGid is SWE.13_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Juniperus L."
 ]
}

 The dataset includes 2438 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013482-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4vz9g
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gephyromantis ambohitra (Vences & Glaw, 2001)"
 ]
}

 The dataset includes 90 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013483-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zet7ny
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gephyromantis asper (Boulenger, 1882)"
 ]
}

 The dataset includes 341 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013484-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13928228
title: Download Test Example
DOI: 10.5281/zenodo.13928229
title: Download Test Example
DOI: 10.15468/dl.7n86zd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbodes disa Herre, 1932",
 "Country is Philippines"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013485-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhvgzg
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus merkusii Jungh. & de Vriese"
 ]
}

 The dataset includes 240 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057661-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zy1cdc
title: Occurrence Download

description: A dataset containing 56302 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fish Specimens"
 ]
}

 The dataset includes 56302 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009451-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq66ym
title: Occurrence Download

description: A dataset containing 7671 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclachaena xanthiifolia (Nutt.) Fresen."
 ]
}

 The dataset includes 7671 records from 304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029773-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqbs47
title: Occurrence Download

description: A dataset containing 1606 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydroides ezoensis Okuda, 1934"
 ]
}

 The dataset includes 1606 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057663-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwsjy3
title: Occurrence Download

description: A dataset containing 168330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Solidago gigantea Aiton"
 ]
}

 The dataset includes 168330 records from 742 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029785-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hr3qz9
title: Occurrence Download

description: A dataset containing 3048 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "Country is Egypt",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 3048 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009452-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.klr81w
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydroides heterocera (Grube, 1868)"
 ]
}

 The dataset includes 51 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057664-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.war7fu
title: Occurrence Download

description: A dataset containing 9902 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DSMZ Bacteria"
 ]
}

 The dataset includes 9902 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172518-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qb54b
title: Occurrence Download

description: A dataset containing 4178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample, Living Specimen)",
 "Geometry POLYGON((-120.0761 7.57938,-81.1265 7.57938,-81.1265 36.60433,-120.0761 36.60433,-120.0761 7.57938))",
 "TaxonKey is Citrus L.",
 "Year 1970-2023"
 ]
}

 The dataset includes 4178 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034027-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7555v
title: Occurrence Download

description: A dataset containing 28873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Canthon Hoffmannsegg, 1817"
 ]
}

 The dataset includes 28873 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0410458-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vozbp8
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydroides minax (Grube, 1878)"
 ]
}

 The dataset includes 149 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057666-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/sehff7
title: Taiwan Agricultural LTER Dataset 臺灣農業長期生態監測生物資料集

description: Taiwan Agricultural Long Term Ecological Research Network aims to collect the occurrences of birds, amphibians and reptiles on the farmlands of Taiwan since 2021. We collected the observations at eight sites in different parts of Taiwan, and the crop types including rice paddies and orchards. All sites include at least a patch of fields with organic farming and conventional farming respectively. The surveyors recorded the date, time, location, and species of each individual which was observed by sight and/or sound. 為了改善農業環境狀況，並兼顧農業環境生產糧食及保育生物多樣性等多重價值，建立生物多樣性友善農業為推動新農業的重要研究題材。然而，臺灣雖然推動十餘年的公民科學，累積大量生物時空分布資料，農業環境缺仍舊相當缺乏資料。為此，我們與配合農業試驗所的農業長期生態監測計畫，自2021年起於全國八處監測站(新竹峨嵋、苗栗西湖、臺南麻豆、高雄燕巢、屏東枋山、臺東卑南、臺東池上、及花蓮富里)以地圖描繪法執行鳥類、兩棲類、爬行類的監測工作。
DOI: 10.15468/dl.wbq6zz
title: Occurrence Download

description: A dataset containing 447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Anablepsoides Huber, 1992"
 ]
}

 The dataset includes 447 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025374-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5qmq6
title: Occurrence Download

description: A dataset containing 1632 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Sweden",
 "Country is Belgium",
 "Country is Norway",
 "Country is Germany",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is Denmark",
 "Country is Netherlands",
 "Country is Slovenia",
 "Country is Austria"
 ]
 },
 "Year 2019-2019",
 "HasCoordinate is true",
 "TaxonKey is Heracleum mantegazzianum Sommier & Levier",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1632 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009456-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5ycwo
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydroides operculata (Treadwell, 1929)"
 ]
}

 The dataset includes 50 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057667-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c57rx4
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes trifurcata Luer & R.Escobar"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172519-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q688re
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Acacia mangium Willd."
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022836-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f1qnz0
title: Occurrence Download

description: A dataset containing 140764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.81055 50.89194,6.5918 48.15435,5.04492 45.85329,8.98242 44.3647,12.8584 46.06103,14.12402 44.52784,16.86621 45.57099,19.0459 45.47246,22.56152 46.353,23.68652 48.25979,24.17871 49.91728,26.42871 53.86289,20.37305 56.38472,8.56055 55.51868,2.23242 52.54696,1.81055 50.89194))",
 "TaxonKey is Chrysomelidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 140764 records from 353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008079-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ygrk5
title: Occurrence Download

description: A dataset containing 33771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Egretta garzetta (Linnaeus, 1766)",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33771 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030037-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cfey9
title: Occurrence Download

description: A dataset containing 52961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dermochelys coriacea",
 "Year is greater than or equal to 1960",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 52961 records from 434 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050947-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17920645
title: τ-Phase Coherence Revival Replication Kit v0.2.0 (SPEC_LOCK v2.2.0)

description: QED τ-Sweep Replication Kit
Pre-registration: DOI 10.5281/zenodo.17918774
Prediction: τ₀ = φ⁸ = 46.9787 μs (±2.5 μs)
Where φ = (1 + √5)/2 = 1.618033988749895 (golden ratio)
SPEC_LOCK v2.2.0 Compliance: All 8 violations from audit remediated.
Grade: CLASS_B (PIPELINE_VALIDATED)
DOI: 10.5281/zenodo.17920646
title: τ-Phase Coherence Revival Replication Kit v0.2.0 (SPEC_LOCK v2.2.0)

description: QED τ-Sweep Replication Kit
Pre-registration: DOI 10.5281/zenodo.17918774
Prediction: τ₀ = φ⁸ = 46.9787 μs (±2.5 μs)
Where φ = (1 + √5)/2 = 1.618033988749895 (golden ratio)
SPEC_LOCK v2.2.0 Compliance: All 8 violations from audit remediated.
Grade: CLASS_B (PIPELINE_VALIDATED)
DOI: 10.5281/zenodo.17920690
title: NEFT QUDUQLARINI BURG'ULASHDA TERMIK DESTRUKSIYAGA CHIDAMLI MODIFIKATSIYALANGAN POLISAXARID ASOSLI EFIR KOMPOZITLARINI OLISH TEXNOLOGIYASI VA UNING O'RGANILGANLIK DARAJASI

description: Ushbu maqolada neft va gaz quduqlarini burg‘ulash jarayonida qo‘llaniladigan burg‘ulash eritmalarining issiqqa chidamliligini oshirishda modifikatsiyalangan polisaxarid asosli efir kompozitlarining ahamiyati, ularni olish texnologiyasi hamda ilmiy tadqiqotlarda o‘rganilganlik darajasi tahlil qilingan. Burg‘ulash muhitida yuqori harorat va bosim ostida parchalanmaydigan, reologik xususiyatlarini saqlab qoladigan ekologik xavfsiz bio-polimer kompozitlarning tanlanish sabablari keltiriladi. Modifikatsiya usullari — efirlash, kationlash, oksipropillash, karboksimetillash va krosslinkerlash mexanizmlari asosida yoritilgan. Shuningdek, polimerlarning termik destruksiya jarayonlari, ularni inhibe etish texnologiyalari va kompozitlarning yuqori haroratli (180–220 °C) burg‘ulash sharoitida qo‘llanishi bo‘yicha zamonaviy ilmiy ishlanmalar sharh etiladi.
DOI: 10.5281/zenodo.17920689
title: NEFT QUDUQLARINI BURG'ULASHDA TERMIK DESTRUKSIYAGA CHIDAMLI MODIFIKATSIYALANGAN POLISAXARID ASOSLI EFIR KOMPOZITLARINI OLISH TEXNOLOGIYASI VA UNING O'RGANILGANLIK DARAJASI

description: Ushbu maqolada neft va gaz quduqlarini burg‘ulash jarayonida qo‘llaniladigan burg‘ulash eritmalarining issiqqa chidamliligini oshirishda modifikatsiyalangan polisaxarid asosli efir kompozitlarining ahamiyati, ularni olish texnologiyasi hamda ilmiy tadqiqotlarda o‘rganilganlik darajasi tahlil qilingan. Burg‘ulash muhitida yuqori harorat va bosim ostida parchalanmaydigan, reologik xususiyatlarini saqlab qoladigan ekologik xavfsiz bio-polimer kompozitlarning tanlanish sabablari keltiriladi. Modifikatsiya usullari — efirlash, kationlash, oksipropillash, karboksimetillash va krosslinkerlash mexanizmlari asosida yoritilgan. Shuningdek, polimerlarning termik destruksiya jarayonlari, ularni inhibe etish texnologiyalari va kompozitlarning yuqori haroratli (180–220 °C) burg‘ulash sharoitida qo‘llanishi bo‘yicha zamonaviy ilmiy ishlanmalar sharh etiladi.
DOI: 10.15468/dl.nef3mg
title: Occurrence Download

description: A dataset containing 2870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 64.085278",
 "DecimalLatitude is less than or equal to 69.085278",
 "DecimalLongitude is greater than or equal to 145.0",
 "DecimalLongitude is less than or equal to 150.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 2870 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050971-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17920703
title: SUN'IY INTELLEKT ASOSIDA TASVIRIY SAN'AT FANINI O'QITISH TEXNOLOGIYALARINING SAMARADORLIGI

description: Ushbu maqolada sun’iy intellekt texnologiyalarining tasviriy san’atni o‘qitish jarayonidagi pedagogik imkoniyatlari va samaradorligi tahlil qilingan. Tadqiqot davomida sun’iy intellekt asosidagi raqamli vositalar, generativ modellar, vizual tahlil dasturlari hamda avtomatik baholash tizimlarining o‘quv jarayoniga ta’siri eksperimental tarzda o‘rganildi. Olingan natijalar sun’iy intellektdan foydalanish o‘quvchilarda badiiy-estetik kompetensiyalarni rivojlantirish, kreativ fikrlashni kuchaytirish, kompozitsiya va rang bilan ishlash ko‘nikmalarini takomillashtirishda yuqori samaraga ega ekanini ko‘rsatdi. Shu bilan birga, texnik cheklovlar va pedagogik tayyorgarlik darajasining turlicha bo‘lishi kabi muammolar ham aniqlangan. Maqola sun’iy intellekt asosida tasviriy san’at ta’limini takomillashtirish bo‘yicha ilmiy-metodik takliflar bilan yakunlangan.
DOI: 10.5281/zenodo.17920704
title: SUN'IY INTELLEKT ASOSIDA TASVIRIY SAN'AT FANINI O'QITISH TEXNOLOGIYALARINING SAMARADORLIGI

description: Ushbu maqolada sun’iy intellekt texnologiyalarining tasviriy san’atni o‘qitish jarayonidagi pedagogik imkoniyatlari va samaradorligi tahlil qilingan. Tadqiqot davomida sun’iy intellekt asosidagi raqamli vositalar, generativ modellar, vizual tahlil dasturlari hamda avtomatik baholash tizimlarining o‘quv jarayoniga ta’siri eksperimental tarzda o‘rganildi. Olingan natijalar sun’iy intellektdan foydalanish o‘quvchilarda badiiy-estetik kompetensiyalarni rivojlantirish, kreativ fikrlashni kuchaytirish, kompozitsiya va rang bilan ishlash ko‘nikmalarini takomillashtirishda yuqori samaraga ega ekanini ko‘rsatdi. Shu bilan birga, texnik cheklovlar va pedagogik tayyorgarlik darajasining turlicha bo‘lishi kabi muammolar ham aniqlangan. Maqola sun’iy intellekt asosida tasviriy san’at ta’limini takomillashtirish bo‘yicha ilmiy-metodik takliflar bilan yakunlangan.