cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5524/102797
title: Supporting data for "Expression-driven genetic dependency reveals targets for precision oncology"

description: This dataset supports the BEACON (Bayesian EvAluation of expression Correlation-driveN dependency) framework, which integrates global proteomic and transcriptomic profiles from 375 cancer cell lines across 22 tissue types with genetic dependency scores derived from CRISPR knockout screens. <br>The dataset includes gene expression-driven dependencies (GED) and protein expression-driven dependencies (PED) computed using Bayesian correlation analysis between gene/protein expression levels and cancer cell dependency data. Results are presented as both pan-cancer dependencies (common across multiple tissue types) and cancer-specific dependencies (unique to particular lineages), along with correlation coefficients (rho), standard deviations, z-scores, and multiple-testing adjusted p-values. <br>This comprehensive resource can be utilized to identify tissue-specific therapeutic vulnerabilities, discover genes with coordinated dependency profiles across cancer types, prioritize precision oncology targets, and enable comparative analysis of molecular dependencies at the transcriptomic and proteomic levels across diverse cancer cell lineages.
DOI: 10.17632/2j27m2b7td.1
title: Teaching First-Grade Students Addition Using Web-Based Interactive Digital Simulations

description: This dataset contains pre-test and post-test data collected during the product trial. The pre-test data represent participants’ initial conditions before using the product, while the post-test data were obtained after the product was implemented to measure changes or improvements. The dataset is used to evaluate the effectiveness of the product by comparing the results of the pre-test and post-test.
DOI: 10.17632/3znmb8kv6d
title: PSP-1-1NMR

description: NMR_FID of PSP-1-1
DOI: 10.17632/3znmb8kv6d.1
title: PSP-1-1NMR

description: NMR_FID of PSP-1-1
DOI: 10.17632/jhrzsf7vc4
title: MCAE-DATA

description: The observation period for the experimental waters spanned from 2020-05-31 00:00:00 to 2020-12-30 23:59:59 (UTC).
DOI: 10.17632/jhrzsf7vc4.1
title: MCAE-DATA

description: The observation period for the experimental waters spanned from 2020-05-31 00:00:00 to 2020-12-30 23:59:59 (UTC).
DOI: 10.17632/r39hww5t6h
title: A neural network solution for comprehensive contact analysis in hard-on-hard hip implants

description: FEM analyses were performed on hard-on-hard hip implant cup-head tribo-pair under different geometrical, operational and material parameters. Each row in the data set defines a sample and consists of 5 input parameters and 3 output parameters. This dataset was used to train and validate the ANN model. The complete FEM dataset and respective cases are reported as different sheets in the attached Excel file.
DOI: 10.17632/r39hww5t6h.1
title: A neural network solution for comprehensive contact analysis in hard-on-hard hip implants

description: FEM analyses were performed on hard-on-hard hip implant cup-head tribo-pair under different geometrical, operational and material parameters. Each row in the data set defines a sample and consists of 5 input parameters and 3 output parameters. This dataset was used to train and validate the ANN model. The complete FEM dataset and respective cases are reported as different sheets in the attached Excel file.
DOI: 10.17632/zhz7y99b3f
title: Dermatology Interested Medical Student Mentorship Paper

description: This is the supplemental data referenced in the paper: "Access to Mentorship Among Medical Students Interested in Dermatology."
DOI: 10.17632/zhz7y99b3f.2
title: Dermatology Interested Medical Student Mentorship Paper

description: This is the supplemental data referenced in the paper: "Access to Mentorship Among Medical Students Interested in Dermatology."
DOI: 10.17026/ar/joqopb
title: Bouwhistorische verkenning Benedenkerkseweg 133, Stolwijk
title: Lacke et isla

description: Het boerderijcomplex aan de Benedenkerkseweg 133 in Stolwijk bestaat uit een langhuisboerderij uit 1922 met schuin daarnaast, uit dezelfde fase, een varkensstal. Verder achter op het terrein liggen een kleine wagenschuur met stal uit 1978 en een grote wagenloods uit 1980. Op de plek van de kleine wagenschuur en een grote betonnen rechthoekige bak (voormalige mestopslag) lag tot in elk geval 1977 nog een eeuwenoude, brede watering, mogelijk een veenput.
DOI: 10.48436/7b8eb-mnx10
title: Consumer heat load profiles for district heating network in Lower Austria

description: The dataset contains consumer heat load profiles of a rural district heating network (DHN) in Großschönau, Lower Austria, for the year 2024.

The DHN supplies 18 consumers. For 11 consumers the heat consumption is measured on a daily basis (daily_heat_consumption.csv). For 7 consumers 1 min values are available, which were aggregated to hourly sums due to low resolution of the monitoring value (hour_heat_consumption.csv).

The consumers were given generic names for data compliance reasons.

Data was normalized to a yearly sum of 1 kWh.

File format is CSV, one column per consumer.

A paper containing an analysis of the dataset is on the way and will be referenced to in the future.
DOI: 10.48436/ek2dz-c0418
title: Consumer heat load profiles for district heating network in Lower Austria

description: The dataset contains consumer heat load profiles of a rural district heating network (DHN) in Großschönau, Lower Austria, for the year 2024.

The DHN supplies 18 consumers. For 11 consumers the heat consumption is measured on a daily basis (daily_heat_consumption.csv). For 7 consumers 1 min values are available, which were aggregated to hourly sums due to low resolution of the monitoring value (hour_heat_consumption.csv).

The consumers were given generic names for data compliance reasons.

Data was normalized to a yearly sum of 1 kWh.

File format is CSV, one column per consumer.

A paper containing an analysis of the dataset is on the way and will be referenced to in the future.
DOI: 10.17632/y5vhdzxdvk
title: LA PREEMINENCIA DEL CONTROL DE CONVENCIONALIDAD SOBRE EL ARBITRIO JUDICIAL EN LA FIJACIÓN DE LA PRISIÓN PROVISIONAL EN GUATEMALA (The Preeminence of Conventionality Control over Judicial Discretion in the Determination of Pretrial Detention in Guatemala)

description: SPA. El artículo sostiene que, durante el estado de sitio decretado en Guatemala en enero de 2026, la prisión provisional debe someterse prioritariamente al control de convencionalidad y no al arbitrio judicial, pues la emergencia derivada de motines penitenciarios y ataques contra la Policía Nacional Civil —ratificada por el Congreso— no habilita automatismos cautelares ni decisiones basadas en “peligrosidad”, sino un control judicial reforzado conforme a la Constitución (arts. 6, 13 y 46) y a la Convención Americana sobre Derechos Humanos (arts. 7, 8 y 27); desde un enfoque jurídico-dogmático y jurisprudencial, el trabajo integra el bloque de constitucionalidad y el bloque de convencionalidad y, con apoyo en la doctrina de la Corte Interamericana en Almonacid Arellano y otros vs. Chile (2006), fundamenta el deber judicial de verificar la compatibilidad de las medidas cautelares con estándares interamericanos, sistematizando ocho criterios de evaluación —legalidad, finalidad cautelar, necesidad, proporcionalidad, alternativas menos gravosas, individualización del riesgo, revisión periódica y motivación reforzada— y concluyendo que la prisión provisional solo es admisible ante riesgos procesales concretos, con límites temporales y revisión continua para impedir su conversión en pena anticipada, además de proponer recomendaciones institucionales para el Organismo Judicial, el Ministerio Público y el Congreso orientadas a protocolos de motivación reforzada, supervisión del uso de la prisión preventiva y fortalecimiento de la defensa pública.
ENG. The article argues that, during the state of siege declared in Guatemala in January 2026, pretrial detention must be governed by conventionality control and enhanced judicial scrutiny—not by automatic rules or “dangerousness” criteria—in accordance with the Constitution (arts. 6, 13, and 46) and the American Convention on Human Rights (arts. 7, 8, and 27). From a legal-dogmatic and jurisprudential approach, it integrates the constitutional and conventionality blocks and, drawing on Almonacid Arellano et al. v. Chile, grounds the judicial duty to verify the compatibility of precautionary measures with Inter-American standards. It systematizes eight criteria (legality, legitimate precautionary purpose, necessity, proportionality, less burdensome alternatives, individualized assessment of procedural risk, periodic review, and enhanced reasoning) and concludes that the measure is admissible only in the presence of specific procedural risks, with temporal limits and continuous review to prevent it from becoming an anticipatory punishment. It also proposes recommendations for the Judiciary, the Public Prosecutor’s Office, and Congress regarding reasoning protocols, oversight of the use of pretrial detention, and strengthening public defense.
DOI: 10.17632/y5vhdzxdvk.1
title: LA PREEMINENCIA DEL CONTROL DE CONVENCIONALIDAD SOBRE EL ARBITRIO JUDICIAL EN LA FIJACIÓN DE LA PRISIÓN PROVISIONAL EN GUATEMALA (The Preeminence of Conventionality Control over Judicial Discretion in the Determination of Pretrial Detention in Guatemala)

description: SPA. El artículo sostiene que, durante el estado de sitio decretado en Guatemala en enero de 2026, la prisión provisional debe someterse prioritariamente al control de convencionalidad y no al arbitrio judicial, pues la emergencia derivada de motines penitenciarios y ataques contra la Policía Nacional Civil —ratificada por el Congreso— no habilita automatismos cautelares ni decisiones basadas en “peligrosidad”, sino un control judicial reforzado conforme a la Constitución (arts. 6, 13 y 46) y a la Convención Americana sobre Derechos Humanos (arts. 7, 8 y 27); desde un enfoque jurídico-dogmático y jurisprudencial, el trabajo integra el bloque de constitucionalidad y el bloque de convencionalidad y, con apoyo en la doctrina de la Corte Interamericana en Almonacid Arellano y otros vs. Chile (2006), fundamenta el deber judicial de verificar la compatibilidad de las medidas cautelares con estándares interamericanos, sistematizando ocho criterios de evaluación —legalidad, finalidad cautelar, necesidad, proporcionalidad, alternativas menos gravosas, individualización del riesgo, revisión periódica y motivación reforzada— y concluyendo que la prisión provisional solo es admisible ante riesgos procesales concretos, con límites temporales y revisión continua para impedir su conversión en pena anticipada, además de proponer recomendaciones institucionales para el Organismo Judicial, el Ministerio Público y el Congreso orientadas a protocolos de motivación reforzada, supervisión del uso de la prisión preventiva y fortalecimiento de la defensa pública.
ENG. The article argues that, during the state of siege declared in Guatemala in January 2026, pretrial detention must be governed by conventionality control and enhanced judicial scrutiny—not by automatic rules or “dangerousness” criteria—in accordance with the Constitution (arts. 6, 13, and 46) and the American Convention on Human Rights (arts. 7, 8, and 27). From a legal-dogmatic and jurisprudential approach, it integrates the constitutional and conventionality blocks and, drawing on Almonacid Arellano et al. v. Chile, grounds the judicial duty to verify the compatibility of precautionary measures with Inter-American standards. It systematizes eight criteria (legality, legitimate precautionary purpose, necessity, proportionality, less burdensome alternatives, individualized assessment of procedural risk, periodic review, and enhanced reasoning) and concludes that the measure is admissible only in the presence of specific procedural risks, with temporal limits and continuous review to prevent it from becoming an anticipatory punishment. It also proposes recommendations for the Judiciary, the Public Prosecutor’s Office, and Congress regarding reasoning protocols, oversight of the use of pretrial detention, and strengthening public defense.
DOI: 10.17632/24hgx7tznz
title: Respuestas de la encuesta realizada a los docentes de la I.E.P. Cristiano Divina Misericordia de Mariátegui respecto a la aceptación en el aula de niños autistas

description: El uso de las redes sociales como medio de comunicación para incentivar a la sensibilización y aceptación de estudiantes con trastorno del espectro autista (TEA) en el ámbito educativo. Esta investigación se centra en analizar cómo la comunicación digital puede contribuir a generar empatía y promover prácticas inclusivas entre docentes de instituciones educativas de nivel básico regular ubicadas en zonas urbanas del Perú. El periodo de análisis se enfoca en el año 2025, y la población de referencia está conformada por docentes y actores educativos que participan activamente en entornos escolares donde se busca fortalecer la inclusión de estudiantes con TEA.
DOI: 10.17632/24hgx7tznz.2
title: Respuestas de la encuesta realizada a los docentes de la I.E.P. Cristiano Divina Misericordia de Mariátegui respecto a la aceptación en el aula de niños autistas

description: El uso de las redes sociales como medio de comunicación para incentivar a la sensibilización y aceptación de estudiantes con trastorno del espectro autista (TEA) en el ámbito educativo. Esta investigación se centra en analizar cómo la comunicación digital puede contribuir a generar empatía y promover prácticas inclusivas entre docentes de instituciones educativas de nivel básico regular ubicadas en zonas urbanas del Perú. El periodo de análisis se enfoca en el año 2025, y la población de referencia está conformada por docentes y actores educativos que participan activamente en entornos escolares donde se busca fortalecer la inclusión de estudiantes con TEA.
DOI: 10.17632/3spsfrscjh
title: A comprehensive diverse Hog Plum (Spondias pinnata) leaf image dataset for precision agriculture and automated crop health assessment

description: The hog plum (Spondias pinnata) leaves are affected by diseases and insect infestations, which form a significant threat to sustainable crop production, resulting in low yields, low quality of fruit, and losses to agricultural economies such as Bangladesh. We present a full-scale Hog Plum Leaf Image Dataset that is intended to be designed in a multi-class manner to learn how to classify the level of leaf maturity, diseases, and insect attacks. The dataset contains high-resolution images of hog plum leaves taken in natural field conditions, with a wide variety of variations in the real world. There are 11 different classes. All the pictures were well marked with the help of the agricultural experts in order to have the correct annotation and class reliability.
Its dataset includes 5,425 original photographs that were taken during eight months (March 2025 to October 2025) in various locations within Bangladesh (Savar Bank-Town, Daffodil Smart City, and Bangladesh National Botanical Garden). Two Android smartphones, Google Pixel 7 and Samsung Galaxy A56 5G, were used to acquire images in varying environmental conditions. In order to improve the quality of the data and to decrease the class imbalance, a wide range of data augmentation methods was used, including rotation, flipping, zooming, shearing, noise addition, and brightness adjustment, which led to the overall count of 11,000 images, 1,000 of which represent the samples of each class.
#Original Dataset: 
5,425 images in .jpg format, Categorized into 11 different classes.
Class Name Number of images (Original)
Anthracnose_Initial : 368
Anthracnose_Severe : 334
Deform_Shape : 454
Dried_Leaf : 505
Healthy_Leaf : 755
Insect_Infestation by White_Fly : 501
Insect_Infestation by Beetle : 538
Senescence_Leaf : 491
Shot_Hole : 490
Sooty_Mould : 500
Young_Leaf : 489

#Augmented Dataset:
11,000 images in .jpg format.
Each class has 1,000 images.
DOI: 10.17632/3spsfrscjh.1
title: A comprehensive diverse Hog Plum (Spondias pinnata) leaf image dataset for precision agriculture and automated crop health assessment

description: The hog plum (Spondias pinnata) leaves are affected by diseases and insect infestations, which form a significant threat to sustainable crop production, resulting in low yields, low quality of fruit, and losses to agricultural economies such as Bangladesh. We present a full-scale Hog Plum Leaf Image Dataset that is intended to be designed in a multi-class manner to learn how to classify the level of leaf maturity, diseases, and insect attacks. The dataset contains high-resolution images of hog plum leaves taken in natural field conditions, with a wide variety of variations in the real world. There are 11 different classes. All the pictures were well marked with the help of the agricultural experts in order to have the correct annotation and class reliability.
Its dataset includes 5,425 original photographs that were taken during eight months (March 2025 to October 2025) in various locations within Bangladesh (Savar Bank-Town, Daffodil Smart City, and Bangladesh National Botanical Garden). Two Android smartphones, Google Pixel 7 and Samsung Galaxy A56 5G, were used to acquire images in varying environmental conditions. In order to improve the quality of the data and to decrease the class imbalance, a wide range of data augmentation methods was used, including rotation, flipping, zooming, shearing, noise addition, and brightness adjustment, which led to the overall count of 11,000 images, 1,000 of which represent the samples of each class.
#Original Dataset: 
5,425 images in .jpg format, Categorized into 11 different classes.
Class Name Number of images (Original)
Anthracnose_Initial : 368
Anthracnose_Severe : 334
Deform_Shape : 454
Dried_Leaf : 505
Healthy_Leaf : 755
Insect_Infestation by White_Fly : 501
Insect_Infestation by Beetle : 538
Senescence_Leaf : 491
Shot_Hole : 490
Sooty_Mould : 500
Young_Leaf : 489

#Augmented Dataset:
11,000 images in .jpg format.
Each class has 1,000 images.
DOI: 10.17632/58r5y5m3r6
title: Microvascular retinal changes by optical coherence tomography angiography (OCTA) in people with preclinical diabetes and sudden vision loss: a case series study

description: To describe a series of cases with sudden vision loss without a diagnosis of diabetes mellitus or evident retinopathy in the fundus, but with retinal microvascular alterations by OCTA that indicated the need for antidiabetic treatment.
DOI: 10.17632/58r5y5m3r6.1
title: Microvascular retinal changes by optical coherence tomography angiography (OCTA) in people with preclinical diabetes and sudden vision loss: a case series study

description: To describe a series of cases with sudden vision loss without a diagnosis of diabetes mellitus or evident retinopathy in the fundus, but with retinal microvascular alterations by OCTA that indicated the need for antidiabetic treatment.
DOI: 10.17632/jxt9jp4g4g
title: Colección de datos de investigación «Análisis del contenido del periodismo alternativo digital: caso Fernando Llanos en la plataforma de YouTube»

description: Se presenta los resultados de los instrumentos utilizados para la recolección de datos.
DOI: 10.17632/jxt9jp4g4g.2
title: Colección de datos de investigación «Análisis del contenido del periodismo alternativo digital: caso Fernando Llanos en la plataforma de YouTube»

description: Se presenta los resultados de los instrumentos utilizados para la recolección de datos.
DOI: 10.17632/37j5rn2ms4
title: My internship in laboratory on 2026.1.23

description: Experiment for Determining Protein Content in Pine Needles
Principle: Coomassie Brilliant Blue Method 

1. Grind the pre-cooled centrifuge tube containing pine needle extract and small steel beads in a tissue homogenizer to fully disrupt cells and release intracellular proteins. (Pre-cooling prevents protein degradation by proteases.) 
2. Add PBS buffer to the centrifuge tube and mix well. 
3. Centrifuge the tube at high speed and low temperature for 20 minutes. 
4. After centrifugation, transfer the supernatant to a new centrifuge tube. 
5. Prepare a series of protein standard solutions with known concentrations (e.g., using Bovine Serum Albumin, BSA) diluted in PBS buffer to form a concentration gradient (see table for ratios). Typically, 6–7 different concentrations are prepared. 
6. Aliquot a specific volume of each standard solution and the sample supernatant into the wells of a microplate. Each standard concentration and each sample should be loaded in triplicate to minimize random error. 
7. Add Coomassie Brilliant Blue G-250 dye solution to each well, mix immediately, and incubate at room temperature in the dark for 10 minutes. 
8. Place the microplate in a microplate reader and measure the absorbance (OD) of each well at 594 nm. A higher absorbance value indicates a deeper blue color, more bound dye, and thus a higher protein concentration in the well. 

Compare the measured sample absorbance values with a protein standard curve to determine the protein concentration in the samples. The standard curve is plotted with protein concentration on the x-axis and absorbance values on the y-axis.
Then we can use the concentration to calculate the protein content.
DOI: 10.17632/37j5rn2ms4.1
title: My internship in laboratory on 2026.1.23

description: Experiment for Determining Protein Content in Pine Needles
Principle: Coomassie Brilliant Blue Method 

1. Grind the pre-cooled centrifuge tube containing pine needle extract and small steel beads in a tissue homogenizer to fully disrupt cells and release intracellular proteins. (Pre-cooling prevents protein degradation by proteases.) 
2. Add PBS buffer to the centrifuge tube and mix well. 
3. Centrifuge the tube at high speed and low temperature for 20 minutes. 
4. After centrifugation, transfer the supernatant to a new centrifuge tube. 
5. Prepare a series of protein standard solutions with known concentrations (e.g., using Bovine Serum Albumin, BSA) diluted in PBS buffer to form a concentration gradient (see table for ratios). Typically, 6–7 different concentrations are prepared. 
6. Aliquot a specific volume of each standard solution and the sample supernatant into the wells of a microplate. Each standard concentration and each sample should be loaded in triplicate to minimize random error. 
7. Add Coomassie Brilliant Blue G-250 dye solution to each well, mix immediately, and incubate at room temperature in the dark for 10 minutes. 
8. Place the microplate in a microplate reader and measure the absorbance (OD) of each well at 594 nm. A higher absorbance value indicates a deeper blue color, more bound dye, and thus a higher protein concentration in the well. 

Compare the measured sample absorbance values with a protein standard curve to determine the protein concentration in the samples. The standard curve is plotted with protein concentration on the x-axis and absorbance values on the y-axis.
Then we can use the concentration to calculate the protein content.
DOI: 10.17632/yvrdpdv58z
title: Construct validity of the Arabic version of the Trait Emotional Intelligence Questionnaire (TEIQue-SF) among community-dwelling adults and students

description: We examined the construct validity of the Arabic version of the Trait Emotional Intelligence Questionnaire (TEIQue-SF) among community-dwelling adults and students. For this purpose, clustering analysis as well as exploratory and confirmatory factor analyses were used to examine various structures of the Arabic TEIQue-SF. Interesting findings are discovered.
We used a public dataset originally created by Dr. Khaled Dassean. We excluded 33 outlier cases from the dataset based on Mahalanobis distance metric, and we are sharing the modified dataset for transparency.