cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31144858
title: <b>TEORIA DO INTERACIONISMO COGNITIVO-SOCIOCULTURAL (TICS)</b>A Teoria do Interacionismo Cognitivo-Sociocultural (TICS) é uma proposta de integração das visões de <b>Jean Piaget</b> (ênfase no desenvolvimento cognitivo individual e construído em estágios) e <b>Lev Vygotsky</b> (ênfase no desenvolvimento social

description: A Teoria do Interacionismo Cognitivo-Sociocultural (TICS) é uma proposta de integração das visões de <b>Jean Piaget</b> (ênfase no desenvolvimento cognitivo individual e construído em estágios) e <b>Lev Vygotsky</b> (ênfase no desenvolvimento social e cultural através da interação e da linguagem). TICS sugere que a evolução do pensamento deve ser um processo dinâmico e interativo, no qual a formação pessoal do saber (Piaget) acontece e é impulsionada pela troca social e pela mediação cultural (Vygotsky).
DOI: 10.6084/m9.figshare.31144858.v1
title: <b>TEORIA DO INTERACIONISMO COGNITIVO-SOCIOCULTURAL (TICS)</b>A Teoria do Interacionismo Cognitivo-Sociocultural (TICS) é uma proposta de integração das visões de <b>Jean Piaget</b> (ênfase no desenvolvimento cognitivo individual e construído em estágios) e <b>Lev Vygotsky</b> (ênfase no desenvolvimento social

description: A Teoria do Interacionismo Cognitivo-Sociocultural (TICS) é uma proposta de integração das visões de <b>Jean Piaget</b> (ênfase no desenvolvimento cognitivo individual e construído em estágios) e <b>Lev Vygotsky</b> (ênfase no desenvolvimento social e cultural através da interação e da linguagem). TICS sugere que a evolução do pensamento deve ser um processo dinâmico e interativo, no qual a formação pessoal do saber (Piaget) acontece e é impulsionada pela troca social e pela mediação cultural (Vygotsky).
DOI: 10.5281/zenodo.18363001
title: MUTATIONS AND THEIR BIOLOGICAL CONSEQUENCES

description: Mutations are essential biological events that influence genetic diversity, evolutionary processes, and the development of various diseases. They are defined as heritable alterations in the DNA sequence that may occur spontaneously or be induced by environmental mutagens. This article provides a comprehensive analysis of the main types of mutations, their underlying molecular mechanisms, and their biological consequences at the cellular, organismal, and population levels. Using a qualitative review of contemporary scientific literature, mutations are classified according to their origin, structural characteristics, and functional effects. The results demonstrate that while neutral and beneficial mutations contribute to genetic variability and evolutionary adaptation, deleterious mutations are closely associated with inherited genetic disorders, metabolic diseases, and cancer. The discussion emphasizes the dual role of mutations as both drivers of evolution and major factors in disease development. Understanding mutation mechanisms and outcomes is crucial for advances in molecular biology, medical genetics, and personalized medicine.
DOI: 10.5281/zenodo.18363000
title: MUTATIONS AND THEIR BIOLOGICAL CONSEQUENCES

description: Mutations are essential biological events that influence genetic diversity, evolutionary processes, and the development of various diseases. They are defined as heritable alterations in the DNA sequence that may occur spontaneously or be induced by environmental mutagens. This article provides a comprehensive analysis of the main types of mutations, their underlying molecular mechanisms, and their biological consequences at the cellular, organismal, and population levels. Using a qualitative review of contemporary scientific literature, mutations are classified according to their origin, structural characteristics, and functional effects. The results demonstrate that while neutral and beneficial mutations contribute to genetic variability and evolutionary adaptation, deleterious mutations are closely associated with inherited genetic disorders, metabolic diseases, and cancer. The discussion emphasizes the dual role of mutations as both drivers of evolution and major factors in disease development. Understanding mutation mechanisms and outcomes is crucial for advances in molecular biology, medical genetics, and personalized medicine.
DOI: 10.15468/dl.c9juth
title: Occurrence Download

description: A dataset containing 1141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heliopsis buphthalmoides",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1141 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009830-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3sk3n
title: Occurrence Download

description: A dataset containing 3277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helminthotheca echioides",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3277 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009831-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14606859
title: Higher_Education_Investment
DOI: 10.5281/zenodo.18363026
title: ISSUES OF DIFFERENTIAL AND INDIVIDUAL APPROACH IN TEACHING THE RUSSIAN LANGUAGE

description: This article examines the issues of applying differential and individual approaches in teaching the Russian language in modern educational contexts. The study focuses on the pedagogical significance of adapting instruction to learners’ cognitive abilities, language proficiency levels, learning styles, and individual needs. The article analyzes theoretical foundations of differentiated and individualized instruction, identifies key challenges in their practical implementation, and highlights their role in improving learners’ communicative competence and motivation. The findings emphasize that the effective integration of differential and individual approaches contributes to learner-centered education and enhances the overall quality of Russian language teaching.
DOI: 10.5281/zenodo.18363027
title: ISSUES OF DIFFERENTIAL AND INDIVIDUAL APPROACH IN TEACHING THE RUSSIAN LANGUAGE

description: This article examines the issues of applying differential and individual approaches in teaching the Russian language in modern educational contexts. The study focuses on the pedagogical significance of adapting instruction to learners’ cognitive abilities, language proficiency levels, learning styles, and individual needs. The article analyzes theoretical foundations of differentiated and individualized instruction, identifies key challenges in their practical implementation, and highlights their role in improving learners’ communicative competence and motivation. The findings emphasize that the effective integration of differential and individual approaches contributes to learner-centered education and enhances the overall quality of Russian language teaching.
DOI: 10.15468/dl.cnf6j9
title: Occurrence Download

description: A dataset containing 48383 records in GBIF matching the query:
SELECT
 '337' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 28.773895969281842
 AND decimalLatitude &lt;= 33.06103686093294
 AND decimalLongitude &gt;= -83.49174815051178
 AND decimalLongitude &lt;= -75.7820124333441
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 48383 records were derived from 303 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009828-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ggua3
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Herderia truncata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 120 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009832-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14606951
title: Market Prices of Commodities in South Tangerang
DOI: 10.5281/zenodo.18215617
title: Experimental Dataset for Collapse Potential of Unsaturated Gypseous Soil under Varying Suction

description: This dataset contains 600 experimental records of unsaturated gypseous soils, including soil suction, gypsum content, lime and silica fume content, applied vertical stress, degree of saturation, and the corresponding collapse potential. The data cover a wide range of soil conditions and treatment levels and can be used for modeling, analysis, and benchmarking in geotechnical and soil engineering studies.
DOI: 10.5281/zenodo.18215616
title: Experimental Dataset for Collapse Potential of Unsaturated Gypseous Soil under Varying Suction

description: This dataset contains 600 experimental records of unsaturated gypseous soils, including soil suction, gypsum content, lime and silica fume content, applied vertical stress, degree of saturation, and the corresponding collapse potential. The data cover a wide range of soil conditions and treatment levels and can be used for modeling, analysis, and benchmarking in geotechnical and soil engineering studies.
DOI: 10.15468/dl.kmj3fz
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hertia alata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 52 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009833-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14606962
title: Booru.org Top Leaderboard
DOI: 10.15468/dl.aasv8j
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heterolepis aliena",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 207 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009835-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kapvvn
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heterotheca canescens",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 419 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009837-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5raa4w
title: Occurrence Download

description: A dataset containing 4542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Croatia",
 "OccurrenceStatus is Present",
 "TaxonKey is Haliaeetus albicilla"
 ]
}

 The dataset includes 4542 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009836-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17352818
title: Scalable Code Generation with Large Language Models: An Open-Source Ensemble and Reinforcement Learning–Based Selector

description: Replication Package: 

(Mohammed A. Shehab*, Safwan Omari, Mohammad Wardat, and Yaser Jararweh – Under Review)

This repository provides the replication materials for the study “Scalable Code Generation with Large Language Models: An Open-Source Ensemble and Reinforcement Learning–Based Selector”.

It includes datasets, experiment scripts, and evaluation pipelines used to compare commercial large language models (Codex, Copilot, PaLM2) with two novel open-source methods:





Open-Source Ensemble — synthesizes multiple LLM outputs to improve correctness.




RL-Based Model Selector — applies reinforcement learning to dynamically select efficient model subsets.



📊 Contents





dataset/ – programming tasks, evaluation logs, model outputs, and metrics.




ensemble_LLMs.py – ensemble synthesis pipeline.




train_rl_weights.py / RL_route_torch.py – reinforcement learning agent training and routing.




offline_eval_torch.py / eval_resynthesis_torch.py – offline evaluation utilities.




Dataset Information.xlsx – benchmark metadata and summary.



⚙️ Environment

Tested with Python 3.9+, PyTorch, Transformers, Gymnasium, Lizard, NumPy, Pandas, and Matplotlib.The requirements.txt file is included for reproducibility.

🔬 Purpose

The package supports transparency and independent replication of our experiments on accuracy, code quality, runtime performance, and efficiency (token cost + latency).

⚖️ License

Released under the MIT License. All datasets are anonymized and contain no personal or proprietary information.
DOI: 10.5281/zenodo.18363070
title: Scalable Code Generation with Large Language Models: An Open-Source Ensemble and Reinforcement Learning–Based Selector

description: Replication Package: 

(Mohammed A. Shehab*, Safwan Omari, Mohammad Wardat, and Yaser Jararweh – Under Review)

This repository provides the replication materials for the study “Scalable Code Generation with Large Language Models: An Open-Source Ensemble and Reinforcement Learning–Based Selector”.

It includes datasets, experiment scripts, and evaluation pipelines used to compare commercial large language models (Codex, Copilot, PaLM2) with two novel open-source methods:





Open-Source Ensemble — synthesizes multiple LLM outputs to improve correctness.




RL-Based Model Selector — applies reinforcement learning to dynamically select efficient model subsets.



📊 Contents





dataset/ – programming tasks, evaluation logs, model outputs, and metrics.




ensemble_LLMs.py – ensemble synthesis pipeline.




train_rl_weights.py / RL_route_torch.py – reinforcement learning agent training and routing.




offline_eval_torch.py / eval_resynthesis_torch.py – offline evaluation utilities.




Dataset Information.xlsx – benchmark metadata and summary.



⚙️ Environment

Tested with Python 3.9+, PyTorch, Transformers, Gymnasium, Lizard, NumPy, Pandas, and Matplotlib.The requirements.txt file is included for reproducibility.

🔬 Purpose

The package supports transparency and independent replication of our experiments on accuracy, code quality, runtime performance, and efficiency (token cost + latency).

⚖️ License

Released under the MIT License. All datasets are anonymized and contain no personal or proprietary information.
DOI: 10.15468/dl.nvjfyp
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "IsSequenced is true",
 "TaxonKey is Kappaphycus alvarezii"
 ]
}

 The dataset includes 156 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009838-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ba39zr
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hieracium avilae",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 124 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009839-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xktkrn
title: Occurrence Download

description: A dataset containing 16703 records in GBIF matching the query:
SELECT
 '338' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 28.773895969281842
 AND decimalLatitude &lt;= 33.06103686093294
 AND decimalLongitude &gt;= -11.132233086734905
 AND decimalLongitude &lt;= -5.413000888096007
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 16703 records were derived from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009834-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8h49g9
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hieracium jubatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 157 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009841-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9uaua
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hinterhubera columbica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009842-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4r3kbg
title: Occurrence Download

description: A dataset containing 541414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Stigmaphyllon bonariense, Cynoglossum officinale, Marsilea vestita, Sabicea villosa, Platycarya strobilacea, Gyrocarpus americanus, Trianthema portulacastrum, Smithia sensitiva, Senecio vulgaris, Tassadia berteroana, Carduus nutans, Protium heptaphyllum, Campanula persicifolia, Mammillaria sheldonii, Terminalia fagifolia, Jacquemontia tamnifolia, Evolvulus alsinoides, Ipomoea asarifolia, Juniperus phoenicea, Erythroxylum cataractarum, Poiretia tetraphylla, Macroptilium gracile, Clitoria falcata, Baptisia alba, Rhabdocaulon denudatum, Wenchengia alternifolia, Scutellaria hastifolia, Umbellularia californica, Abutilon fruticosum, Pavonia hastata, Horsfieldia irya)",
 "Year 2000-2025"
 ]
}

 The dataset includes 541414 records from 2034 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009821-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4qnt4
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cephaloscyllium speccum Last, Séret & White, 2008"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001696-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.24414/rob-euref-osje00hrv
title: GNSS data of OSJE00HRV, Osijek, Croatia

description: Permanent GNSS station dataset as daily RINEX files
DOI: 10.15468/dl.8gnue4
title: Occurrence Download

description: A dataset containing 145407 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carcharhinus leucas (Müller & Henle, 1839)"
 ]
}

 The dataset includes 145407 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001684-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trm3uz
title: Occurrence Download

description: A dataset containing 109739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Quercus coccifera"
 ]
}

 The dataset includes 109739 records from 332 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025376-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3wx76
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus notius",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035138-251025141854904/datasets/export for details.
DOI: 10.15468/dl.wwvpw8
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.9188 24.44913, -109.7688 24.44913, -109.7688 24.59913, -109.9188 24.59913, -109.9188 24.44913))"
 ]
}

 The dataset includes 26 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035139-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sc9nb9
title: Occurrence Download

description: A dataset containing 37559295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Channa maculata, Bufo gargarizans, Bufo japonicus, Polypedates leucomystax, Andrias davidianus, Himantopus mexicanus, Japalura polygonata, Macrochelys temminckii, Mauremys mutica, Mauremys reevesii, Bursaphelenchus mucronatus, Ammophila breviligulata, Poaceae, Saccharum arundinaceum, Hydrocotyle prolifera, Cronquistianthus bulliferus, Caryophyllaceae, Fagopyrum acutatum, Fallopia forbesii, Fallopia multiflora)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 37559295 records from 6794 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035105-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.