cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bg2ann
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Uperodon triangularis (Günther, 1876)"
 ]
}

 The dataset includes 60 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044314-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdkxbq
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Myophonus glaucinus (Temminck, 1823)"
 ]
}

 The dataset includes 163 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031817-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24nthp
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Gila coerulea (Girard, 1856)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 85 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012326-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4hsy7
title: Occurrence Download

description: A dataset containing 3726 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea trifida (Kunth) G.Don"
 ]
}

 The dataset includes 3726 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044249-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.363r26
title: Occurrence Download

description: A dataset containing 1849 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Macaca radiata (É.Geoffroy Saint-Hilaire, 1812)",
 "Year 2000-2024"
 ]
}

 The dataset includes 1849 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039552-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5j1tme
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cucujus clavipes Fabricius, 1781",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 608 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012317-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tg4qae
title: Occurrence Download

description: A dataset containing 777640 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Melanerpes aurifrons (Wagler, 1829))"
 ]
}

 The dataset includes 777640 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031820-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f34rhq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "Country is Korea, Republic of",
 "TaxonKey is one of (Lindernia dubia var. anagallidea (Michx.) Cooperr.)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031792-240314170635999/datasets/export for details.
DOI: 10.15468/dl.4gpckn
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Formación de una base de datos y elaboración de un atlas de la herpetofauna de México (Anfibiosreptiles)",
 "TaxonKey is Dermochelys coriacea schlegelii (Garman, 1884)"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000006-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rlwwib
title: Occurrence Download

description: A dataset containing 599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Adamussium colbecki (E.A.Smith, 1902)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 599 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012332-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jycxk9
title: Occurrence Download

description: A dataset containing 9793 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Caprimulgus tristigma Rüppell, 1840"
 ]
}

 The dataset includes 9793 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031833-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpz3wu
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Oreophryne terrestris Zweifel, Cogger & Richards, 2005"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044326-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcyi8r
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Myrceugenia colchaguensis (Phil.) Navás",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012333-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8exdk
title: Occurrence Download

description: A dataset containing 12584 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinopogon ovatus (G.Forst.) P.Beauv."
 ]
}

 The dataset includes 12584 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031805-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wq3hu2
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "TaxonKey is Porpita porpita (Linnaeus, 1758)",
 "Year 2010-2024"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044340-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c53izq
title: Occurrence Download

description: A dataset containing 2497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Centroceras clavulatum (C.Agardh) Mont.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2497 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012319-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pc7bea
title: Occurrence Download

description: A dataset containing 3612 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pipra chloromeros Tschudi, 1844"
 ]
}

 The dataset includes 3612 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031798-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f6erc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calantica arcuata Chan & Haysashi, 2012",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044351-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmihtd
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cryptopygus cisantarcticus Wise, 1967",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012306-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjpku4
title: Occurrence Download

description: A dataset containing 11734 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Herbario Enrique Forero de la Universidad de la Amazonia (HUAZ)"
 ]
}

 The dataset includes 11734 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031874-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9ng29
title: Occurrence Download

description: A dataset containing 868759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dryobates scalaris (Wagler, 1829)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 868759 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052270-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.byqraf
title: Occurrence Download

description: A dataset containing 15489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Oncorhynchus clarkii (Richardson, 1836)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15489 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012314-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u75sq3
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinops albicaulis Kar. & Kir."
 ]
}

 The dataset includes 61 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031865-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8pj5n
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Leptodactylus fallax Müller, 1926"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044352-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nfr7k
title: Occurrence Download

description: A dataset containing 6652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "TaxonKey is Pinus L."
 ]
}

 The dataset includes 6652 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031878-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15167100
title: Data analysis for thin films measurements

description: This repository contains all necessary data and data-analysis scripts to reproduce all data-based figures appearing in the article Controlling deposition and characterising dynamics of thin liquid films with high temporal and spatial resolution (Grégoire Le Lay, Adrian Daerr).

The data is stored in both raw format and visualization-friendly format. The scripts are in form of Python scripts (.py) and notebooks (.ipynb). The required Python packages are specified in the conda-requirements.txt file.

To use this repository: extract the file thin_films_measurements.zip in a new directory and follow the instructions on the file README.md.

Complementary information including more experimental data, additional vizualizations, detailed explanations and justifcations for the numerical methods used as well as complementary observations and computations are available upon contact with the authors: gregoire.le-lay [at] u-paris.fr and adrian.daerr [at] u-paris.fr.
DOI: 10.5281/zenodo.15167101
title: Data analysis for thin films measurements

description: This repository contains all necessary data and data-analysis scripts to reproduce all data-based figures appearing in the article Controlling deposition and characterising dynamics of thin liquid films with high temporal and spatial resolution (Grégoire Le Lay, Adrian Daerr).

The data is stored in both raw format and visualization-friendly format. The scripts are in form of Python scripts (.py) and notebooks (.ipynb). The required Python packages are specified in the conda-requirements.txt file.

To use this repository: extract the file thin_films_measurements.zip in a new directory and follow the instructions on the file README.md.

Complementary information including more experimental data, additional vizualizations, detailed explanations and justifcations for the numerical methods used as well as complementary observations and computations are available upon contact with the authors: gregoire.le-lay [at] u-paris.fr and adrian.daerr [at] u-paris.fr.
DOI: 10.15468/dl.urbdc3
title: Occurrence Download

description: A dataset containing 3531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chamaecrista rotundifolia (Pers.) Greene)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 3531 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008394-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48573/2778-6721
title: Surface Groups Western Sahara 1984-2021
DOI: 10.48573/cbng-pt10
title: Surface Groups Western Sahara 1984-2021
DOI: 10.15468/dl.8fc7rb
title: Occurrence Download

description: A dataset containing 591371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lathyrus pratensis L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 591371 records from 2185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008366-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.12755/nrct.res.2018.206
title: การพัฒนาเทคโนโลยีเสมือนจริงผ่านสมาร์ทโฟนในการส่งเสริมการขายสินค้าผลิตภัณฑ์ข้าวเพื่อสุขภาพ ศูนย์ส่งเสริมการตลาด ตำบลโพนทอง อำเภอเมือง จังหวัดชัยภูมิ
DOI: 10.13140/rg.2.2.13408.20486
title: MTC Global Biography of Indian Management Educators, Volume-I, Feb 2016
DOI: 10.13140/rg.2.2.11940.19849
title: Tabla 2 Pasos 1,2,3 Mantenimiento y Rescate. Todas las edades
DOI: 10.12755/nrct.res.2018.207
title: การพัฒนารูปแบบการดูแลสุขภาพสำหรับผู้สูงอายุที่มีความพิการที่ต้องพึ่งพา ผู้อื่นโดยการมีส่วนร่วมของชุมชน
DOI: 10.13140/rg.2.2.23369.67686
title: A WELL CONNECTED CAMPBELL WITH GOOD CONNECTIONS GOES SCOT FREE DESPITE MAKING ONE OF GREATEST BLUNDERS OF 1857-59 WAR
DOI: 10.12755/nrct.res.2018.208
title: อัตลักษณ์ของลาวหลวงพระบางและลาวพลัดถิ่น ในจังหวัดเชียงราย ผ่านเพลงขับทุ้มหลวงพระบาง
DOI: 10.12755/nrct.res.2018.209
title: สมบัติของฤทธิ์ชีวภาพและการประยุกต์สารกรองรังสียูวีจากไซยาโนแบคทีเรียและสาหร่ายสีเขียวบางชนิด
DOI: 10.13140/rg.2.2.30054.34881
title: age-profile-texts.KBS
DOI: 10.13140/rg.2.2.16789.86245
title: Has anyone observed this Cyanobacterium and have a genus? Thanks
DOI: 10.13140/rg.2.2.12176.12808
title: HM 2ND Dragoon Guards wins two Victoria Crosses at Jamau-8th October 1858
DOI: 10.12755/nrct.res.2018.210
title: โครงการศึกษาการปนเปื้อนไมโครพลาสติกในเกลือสมุทร
DOI: 10.13140/rg.2.2.33042.79044
title: Doc. Dr. Erdogan KOYCU CV 01.07.2021
DOI: 10.12755/nrct.res.2018.211
title: ผลกระทบของขยะทะเลที่มีต่อสิ่งแวดล้อมและสังคม และการสร้างการตระหนักและจิตสำนึก
DOI: 10.12755/nrct.res.2018.212
title: การลดปริมาณขยะบนเกาะหลีเป๊ะอย่างยั่งยืนโดยกระบวนการมีส่วนร่วม
DOI: 10.13140/rg.2.2.14679.60328
title: Arsenic Mass Balance Calculations for Different Agriculture Fields (Paddy and W
DOI: 10.13140/rg.2.2.18244.76167
title: Karakoram.zip
DOI: 10.15468/dl.fycj3u
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia thymifolia",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026228-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2k95u
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026226-250920141307145/datasets/export for details.
DOI: 10.15468/dl.634nts
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026227-250920141307145/datasets/export for details.
DOI: 10.15468/dl.ummr3u
title: Occurrence Download

description: A dataset containing 973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria mutica",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 973 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026230-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/nilyxw
title: Inteligencia artificial y educación: impacto de la IA en la personalización del aprendizaje y el rendimiento escolar en Ecuador

description: El presente artículo de revisión tiene como objetivo analizar el impacto de la Inteligencia Artificial (IA) en la personalización del aprendizaje y el rendimiento escolar en el contexto ecuatoriano, abarcando los niveles de educación básica, bachillerato y superior. Para ello, se realizó una revisión narrativa de literatura académica publicada entre 2015 y 2025, incluyendo investigaciones indexadas en bases como Scopus, Redalyc, Scielo y Google Scholar, así como informes oficiales de la UNESCO, el Banco Mundial y el Ministerio de Educación del Ecuador. Los hallazgos evidencian que la IA se posiciona como una herramienta con alto potencial para fortalecer la enseñanza personalizada, mejorar la retroalimentación docente y favorecer el seguimiento del progreso estudiantil. No obstante, en Ecuador persisten desafíos vinculados con la brecha digital, la infraestructura tecnológica, la capacitación docente y las políticas públicas que regulen el uso ético y pedagógico de estas herramientas. Se concluye que la IA puede contribuir al incremento del rendimiento escolar cuando se integra en modelos pedagógicos inclusivos y contextualizados, pero su implementación requiere estrategias que consideren la equidad, la formación docente y la sostenibilidad tecnológica.

Palabras clave: Inteligencia Artificial; personalización del aprendizaje; rendimiento escolar; innovación educativa; Ecuador.