cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/yjj9rhds3z
title: Supporting Information

description: This supplementary document accompanies the article “Data-Driven Design of Dielectric Stability in BaTiO₃–Bi(Mg₁/₂Ti₁/₂)O₃ Ceramics Using Automated Machine Learning.” The BaTiO₃–Bi(Mg₁/₂Ti₁/₂)O₃ (BT–BMT) ceramic system has attracted considerable attention for multilayer ceramic capacitors (MLCCs) due to its promising dielectric stability at elevated temperatures. In this work, a data-driven automated machine learning (AutoML) framework was employed to accelerate the exploration of processing–composition–property relationships within BT–BMT ceramics. By integrating Auto-Sklearn and Auto-Keras algorithms, robust models were established to identify processing conditions that fulfill the X9R temperature stability standard (−55 to 200 °C, capacitance variation within ±15%). The Auto-Sklearn model exhibited excellent predictive accuracy (R² = 0.9929), enabling efficient screening of unexplored parameter spaces. Key factors influencing dielectric properties were identified, including sintering temperature, coarse grinding time, post-calcination grinding time, and sintering time. The optimized parameter combinations identified by the models were in line with experimental trends reported in literature, suggesting the reliability of the approach. These results demonstrate that combining data-driven approaches with ceramic process optimization provides an effective route to accelerate the design of high-performance dielectric ceramics.
DOI: 10.17632/yjj9rhds3z.3
title: Supporting Information

description: This supplementary document accompanies the article “Data-Driven Design of Dielectric Stability in BaTiO₃–Bi(Mg₁/₂Ti₁/₂)O₃ Ceramics Using Automated Machine Learning.” The BaTiO₃–Bi(Mg₁/₂Ti₁/₂)O₃ (BT–BMT) ceramic system has attracted considerable attention for multilayer ceramic capacitors (MLCCs) due to its promising dielectric stability at elevated temperatures. In this work, a data-driven automated machine learning (AutoML) framework was employed to accelerate the exploration of processing–composition–property relationships within BT–BMT ceramics. By integrating Auto-Sklearn and Auto-Keras algorithms, robust models were established to identify processing conditions that fulfill the X9R temperature stability standard (−55 to 200 °C, capacitance variation within ±15%). The Auto-Sklearn model exhibited excellent predictive accuracy (R² = 0.9929), enabling efficient screening of unexplored parameter spaces. Key factors influencing dielectric properties were identified, including sintering temperature, coarse grinding time, post-calcination grinding time, and sintering time. The optimized parameter combinations identified by the models were in line with experimental trends reported in literature, suggesting the reliability of the approach. These results demonstrate that combining data-driven approaches with ceramic process optimization provides an effective route to accelerate the design of high-performance dielectric ceramics.
DOI: 10.22002/wydg9-aq902
title: CB15N Sacculus

description: C. crescentus CB15N sacculus .
description: <strong>Tilt Series Date:</strong> 2007-10-17</p>
<strong>Data Taken By:</strong> Lu Gan</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.0°, constant angular increment, dosage: 120.0 eV/Å²,  defocus: -10.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> UCSF Tomo</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> imod</p>
<strong>Collaborators and Roles:</strong> prepared by Lu Gan at Caltech; data collected by Lu Gan; processed by Lu Gan</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Grown to exponential phase in PYE; Purified by hot SDS</p>
<strong>Sample Preparation:</strong> C-flat 2/2, BSA treated 10nm gold, 100% humidity, -2mm offset,</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/lga2007-10-17-1/rawdata/</p>CB15N_56.mrc,  Tilt Series (Pixel Size 1.26 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/lga2007-10-17-1/rawdata/CB15N_56.mrc"
        > <i class="download icon"></i> Download </a></p>

        CB15N_56.rec,  Reconstruction (Pixel Size 1.26 nm), 94.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/lga2007-10-17-1/3dimage_3142/CB15N_56.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/tt6v9-wkx22
title: Crosslinked HIV-1 cores TRIM5a

description: Hyperstable purified HIV-1 cores crosslinked with TRIM5alpha.
description: <strong>Tilt Series Date:</strong> 2013-05-24</p>
<strong>Data Taken By:</strong> Stephen Carter</p>
<strong>Species / Specimen:</strong> HIV cores</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 99.0 eV/Å²,  defocus: -6.0 μm,  magnification: 41000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor and SIRT reconstruction</p>
<strong>Collaborators and Roles:</strong> Wes Sundquist</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Grids frozen in Utah</p>
<strong>Sample Preparation:</strong> Non infectious HIV-1 cores</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2013-05-24-20/3dimage_42897/</p>montage0020_part121_37.rec,  Reconstruction (Pixel Size 1.04 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2013-05-24-20/3dimage_42897/montage0020_part121_37.rec"
        > <i class="download icon"></i> Download </a></p>

        montage0020.mrc,  Tilt Series (Pixel Size 0.26 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2013-05-24-20/rawdata/montage0020.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/gfxn9-b0s88
title: Hyphomonas session4 34KX

description: high-order DNA, H-NS, nucleoid, asymmetric cell division
description: <strong>Tilt Series Date:</strong> 2008-11-01</p>
<strong>Data Taken By:</strong> Jian Shi</p>
<strong>Species / Specimen:</strong> Hyphomonas neptunium</p>
<strong>Strain:</strong> ATCC 15444</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 120.0 eV/Å²,  defocus: -12.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> imod</p>
<strong>Collaborators and Roles:</strong> Cultured by Jian; data collected by Jian; processed by Jian</p>
<strong>Purification / Growth Conditions / Treatment:</strong> exponential phase in PYE media...</p>
<strong>Sample Preparation:</strong> C-flat grid, 10nm gold, 100% humidity...</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2008-11-01-72/rawdata/</p>08nov01a_b17x1_072.mrc,  Tilt Series (Pixel Size 0.632 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2008-11-01-72/rawdata/08nov01a_b17x1_072.mrc"
        > <i class="download icon"></i> Download </a></p>

        08nov01a_b17x1_072_1k.rec,  Reconstruction (Pixel Size 1.26 nm), 213.6 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2008-11-01-72/3dimage_5806/08nov01a_b17x1_072_1k.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/y2320-dds62
title: Hyphomonas 1st session 22.5kx

description: high-order DNA, H-NS, nucleoid, asymmetric cell division
description: <strong>Tilt Series Date:</strong> 2008-07-28</p>
<strong>Data Taken By:</strong> Jian Shi</p>
<strong>Species / Specimen:</strong> Hyphomonas neptunium</p>
<strong>Strain:</strong> ATCC 15444</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -10.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> imod</p>
<strong>Collaborators and Roles:</strong> Cultured by Jian; data collected by Jian; processed by Jian</p>
<strong>Purification / Growth Conditions / Treatment:</strong> exponential phase in PYE media...</p>
<strong>Sample Preparation:</strong> C-flat grid, 10nm gold, 100% humidity...</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2008-07-28-27/rawdata/</p>08jul28b_box64_stack50.mrc,  Tilt Series (Pixel Size 0.95 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2008-07-28-27/rawdata/08jul28b_box64_stack50.mrc"
        > <i class="download icon"></i> Download </a></p>

        08jul28b_box64_stack50_1k.rec,  Reconstruction (Pixel Size 1.9 nm), 42.7 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/jsa2008-07-28-27/3dimage_5256/08jul28b_box64_stack50_1k.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/5k30y-mjn33
title: Pdb 110408 696

description: Prosthecobacter debontii, 08nov15a_b696_No1_035,
description: <strong>Tilt Series Date:</strong> 2008-11-15</p>
<strong>Data Taken By:</strong> Martin Pilhofer</p>
<strong>Species / Specimen:</strong> Prosthecobacter debontii</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> raptor</p>
<strong>Collaborators and Roles:</strong> cultured by Martin Pilhofer; data collected by Martin Pilhofer; processed by Martin Pilhofer</p>
<strong>Sample Preparation:</strong> quantifoil grid, 10nm gold, 100% humidity, blotting 1/-2/2/0/1/4/200</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2008-11-15-31/rawdata/</p>08nov15a_b696_No1_035.mrc,  Tilt Series (Pixel Size 0.95 nm), 981.5 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2008-11-15-31/rawdata/08nov15a_b696_No1_035.mrc"
        > <i class="download icon"></i> Download </a></p>

        08nov15a_b696_No1_035_full.rec,  Reconstruction (Pixel Size 1.9 nm), 1.3 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2008-11-15-31/3dimage_13182/08nov15a_b696_No1_035_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/84r2h-0fr62
title: Pfl 111908 740

description: Prosthecobacter fluviatilis, 08dec15c_pfl_023,
description: <strong>Tilt Series Date:</strong> 2008-12-15</p>
<strong>Data Taken By:</strong> Martin Pilhofer</p>
<strong>Species / Specimen:</strong> Prosthecobacter fluviatilis</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -10.0 μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> raptor</p>
<strong>Collaborators and Roles:</strong> cultured by Martin Pilhofer; data collected by Martin Pilhofer; processed by Martin Pilhofer</p>
<strong>Sample Preparation:</strong> quantifoil grid, 10nm gold, 100% humidity, blotting 1/-2/2/0/1/4/200</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2008-12-15-3/rawdata/</p>08dec15c_pfl_023.mrc,  Tilt Series (Pixel Size 0.95 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2008-12-15-3/rawdata/08dec15c_pfl_023.mrc"
        > <i class="download icon"></i> Download </a></p>

        08dec15c_pfl_023_full.rec,  Reconstruction (Pixel Size 1.9 nm), 1.3 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mpa2008-12-15-3/3dimage_13334/08dec15c_pfl_023_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.r2yzhb
title: Occurrence Download

description: A dataset containing 147550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Salmo trutta",
 "Year 1902-2025"
 ]
}

 The dataset includes 147550 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001133-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4y3qz8
title: Occurrence Download

description: A dataset containing 79461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Anthemis arvensis"
 ]
}

 The dataset includes 79461 records from 938 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001043-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hry7h7
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tonna galea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 176 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001190-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xzuqz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bujurquina oenolaemus)",
 "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/0001191-250827131500795/datasets/export for details.
DOI: 10.15468/dl.5pmc9j
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphistegina lobifera",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001195-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zxtjj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia grandiflora",
 "Country is Armenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001192-250827131500795/datasets/export for details.
DOI: 10.15468/dl.zyewu5
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia grandiflora",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001194-250827131500795/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.29998210.v1
title: Three Mechanisms, Two Paths: GeoAI and Mechanistic Models for Human Mobility Generation

description: Data and code for manuscript titled "Three Mechanisms, Two Paths: GeoAI and Mechanistic Models for Human Mobility Generation"
DOI: 10.15468/dl.8m472m
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia grandiflora",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001193-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nragt
title: Occurrence Download

description: A dataset containing 731043 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FishBase Database"
 ]
}

 The dataset includes 731043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001175-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n9hev
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia grandiflora",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001196-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pa677
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schoeniparus cinereus",
 "Country is Chinese Taipei",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001197-250827131500795/datasets/export for details.
DOI: 10.15468/dl.bt6r7a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia grandiflora",
 "Country is Libya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001198-250827131500795/datasets/export for details.
DOI: 10.15468/dl.hbspd3
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia grandiflora",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 73 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001199-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16970405
title: BO'LAJAK O'QITUVCHILARDA KREATIV KOMPETENTLIKNI RIVOJLANTIRISHNING PEDAGOGIK ASOSLARI

description: Mazkur maqolada bo‘lajak o‘qituvchilarda kreativ (ijodiy) kompetentlikni shakllantirish va rivojlantirishning nazariy hamda amaliy jihatlari pedagogik nuqtai nazardan tahlil etilgan. Kreativ kompetentlik — bu shaxsning yangicha fikrlay olishi, muammolarga noodatiy yondashuvi, innovatsion pedagogik texnologiyalarni qo‘llay bilish salohiyati bilan bog‘liq sifatdir. Maqolada kreativ kompetentlik tushunchasining mazmun-mohiyati ochib berilib, uning tarkibiy komponentlari (ijodiy tafakkur, mustaqil qaror qabul qilish, muammoni hal qilish ko‘nikmalari) ilmiy asosda yoritilgan. Shuningdek, zamonaviy pedagogik texnologiyalar orqali bo‘lajak o‘qituvchilarni kreativ kompetentlikka yo‘naltirishda ta’lim muassasalari oldida turgan dolzarb vazifalar va samarali metodlar ko‘rib chiqilgan. Maqolada ilg‘or xorijiy tajribalar ham tahlil qilinib, ularni milliy ta’lim tizimida qo‘llash imkoniyatlari asoslab berilgan.
DOI: 10.5281/zenodo.16970406
title: BO'LAJAK O'QITUVCHILARDA KREATIV KOMPETENTLIKNI RIVOJLANTIRISHNING PEDAGOGIK ASOSLARI

description: Mazkur maqolada bo‘lajak o‘qituvchilarda kreativ (ijodiy) kompetentlikni shakllantirish va rivojlantirishning nazariy hamda amaliy jihatlari pedagogik nuqtai nazardan tahlil etilgan. Kreativ kompetentlik — bu shaxsning yangicha fikrlay olishi, muammolarga noodatiy yondashuvi, innovatsion pedagogik texnologiyalarni qo‘llay bilish salohiyati bilan bog‘liq sifatdir. Maqolada kreativ kompetentlik tushunchasining mazmun-mohiyati ochib berilib, uning tarkibiy komponentlari (ijodiy tafakkur, mustaqil qaror qabul qilish, muammoni hal qilish ko‘nikmalari) ilmiy asosda yoritilgan. Shuningdek, zamonaviy pedagogik texnologiyalar orqali bo‘lajak o‘qituvchilarni kreativ kompetentlikka yo‘naltirishda ta’lim muassasalari oldida turgan dolzarb vazifalar va samarali metodlar ko‘rib chiqilgan. Maqolada ilg‘or xorijiy tajribalar ham tahlil qilinib, ularni milliy ta’lim tizimida qo‘llash imkoniyatlari asoslab berilgan.
DOI: 10.15468/dl.pxvz8n
title: Occurrence Download

description: A dataset containing 731043 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FishBase Database"
 ]
}

 The dataset includes 731043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001176-250827131500795/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.29998210
title: None

description: None
DOI: 10.6084/m9.figshare.29998210.v3
title: None

description: None
DOI: 10.6084/m9.figshare.29998210.v2
title: Three Mechanisms, Two Paths: GeoAI and Mechanistic Models for Human Trajectory Generation

description: Data and code for manuscript titled "Three Mechanisms, Two Paths: GeoAI and Mechanistic Models forHuman Trajectory Generation"
DOI: 10.15468/dl.jqtp2a
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Yasuhikotakia longidorsalis)",
 "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 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001200-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.