cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18147009
title: Remote Biology Laboratory Interaction Dataset

description: The Remote Biology Laboratory Interaction Dataset consists of session-level records collected from AI-enabled remote biology laboratory platforms used in higher education settings. The dataset captures detailed learner interaction, execution behavior, and assessment-related information generated during mobile-based laboratory sessions conducted in real instructional environments. Each record corresponds to a single completed laboratory session and aggregates interaction logs, procedural execution indicators, learning analytics, and contextual attributes observed throughout the session lifecycle.

The dataset contains a total of 254,020 records, reflecting diverse learner behaviors across multiple laboratory activities, academic stages, and usage contexts. To ensure realism and applicability, the data exhibits natural imbalance across behavioral features and learning outcome categories, consistent with typical mobile learning and remote laboratory deployments. The target label, Neuro-Integrated Learning Outcome State (NILOS), categorizes session-level learning attainment into four levels: Emergent, Adaptive, Proficient, and Mastery, enabling fine-grained outcome analysis beyond conventional score-based evaluation.

Collected attributes span cognitive-behavioral indicators, mobile interaction patterns, laboratory execution metrics, assessment outcomes, temporal progression signals, and contextual learning factors. These heterogeneous features reflect the multifaceted nature of learner engagement in remote experimental environments and support advanced learning outcome modeling and analysis. Prior to analysis, standard quality control procedures were applied, including normalization, missing-value handling, and redundancy reduction, to ensure consistency and reliability across sessions.

The dataset is made publicly available through Zenodo to support reproducibility, benchmarking, and further research in mobile learning analytics, remote laboratory assessment, and AI-driven educational systems. It is suitable for multi-class classification, robustness evaluation, interpretability analysis, and federated or distributed learning studies involving large-scale educational interaction data.
DOI: 10.57967/hf/7440
title: harem-i
DOI: 10.15468/dl.ffxmuq
title: Occurrence Download

description: A dataset containing 28258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zosterops japonicus)",
 "Country is one of (Philippines, Korea, Republic of, Japan, China, Chinese Taipei, Thailand, Viet Nam, Cambodia, Lao People’s Democratic Republic, Mongolia, Myanmar)",
 "Month is one of (April, May, June)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 28258 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073236-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18146957
title: Space as Fundamental Energy: Emergence of Time and Matter

description: )This work presents a conceptual and ontological framework in which space itself is identified as a fundamental form of energy (space-energy) rather than a passive geometric background. Matter is interpreted as a stable manifestation of space-energy configurations, while time is understood as the unavoidable manifestation of change wherever energy exists.In this framework, nothing exists outside space-energy: matter, dynamics, and observable structures all arise within it. Time does not begin after matter but coexists with space-energy from the very first possibility of change. The paper is intended as a foundational and interpretive contribution rather than a complete dynamical theory, aiming to clarify conceptual relationships relevant to cosmology, fundamental physics, and ontology.This preprint establishes priority of the core ideas and provides a basis for future formal development and critical discussion.
DOI: 10.5281/zenodo.18146958
title: Space as Fundamental Energy: Emergence of Time and Matter

description: )This work presents a conceptual and ontological framework in which space itself is identified as a fundamental form of energy (space-energy) rather than a passive geometric background. Matter is interpreted as a stable manifestation of space-energy configurations, while time is understood as the unavoidable manifestation of change wherever energy exists.In this framework, nothing exists outside space-energy: matter, dynamics, and observable structures all arise within it. Time does not begin after matter but coexists with space-energy from the very first possibility of change. The paper is intended as a foundational and interpretive contribution rather than a complete dynamical theory, aiming to clarify conceptual relationships relevant to cosmology, fundamental physics, and ontology.This preprint establishes priority of the core ideas and provides a basis for future formal development and critical discussion.
DOI: 10.15468/dl.v3tu79
title: Occurrence Download

description: A dataset containing 343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Descurainia sophia",
 "Year 1970-2000"
 ]
}

 The dataset includes 343 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073237-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18133894
title: Collatz C1 certified bundle (K=18, P=64, d∈[-20,6]) — J=20 FINAL

description: This deposit contains the certified C1 proof bundle for the Collatz conjecture based on an honest-cylinder finite-state semantics at modulus 2^18 with phase schedule Δ[r] (included in the bundle as delta_P64.dat) and deficit band d∈[-20,6] (J=20). Main file: - bundle_C1_K18_J20_FINAL.zip Manifest: - artifacts_C1_J20.json (SHA256, parameters, file list) Verifier: - verify_C1_K18_J20.py (prints “[THEOREM VERIFY] OK” on success) Reproduction (single command): python verify_C1_K18_J20.py --bundle bundle_C1_K18_J20_FINAL.zip --artifacts-json artifacts_C1_J20.json The full SHA256 table is included in the preprint (preprint.pdf) and the manifest.
DOI: 10.5281/zenodo.18133895
title: Collatz C1 certified bundle (K=18, P=64, d∈[-20,6]) — J=20 FINAL

description: This deposit contains the certified C1 proof bundle for the Collatz conjecture based on an honest-cylinder finite-state semantics at modulus 2^18 with phase schedule Δ[r] (included in the bundle as delta_P64.dat) and deficit band d∈[-20,6] (J=20). Main file: - bundle_C1_K18_J20_FINAL.zip Manifest: - artifacts_C1_J20.json (SHA256, parameters, file list) Verifier: - verify_C1_K18_J20.py (prints “[THEOREM VERIFY] OK” on success) Reproduction (single command): python verify_C1_K18_J20.py --bundle bundle_C1_K18_J20_FINAL.zip --artifacts-json artifacts_C1_J20.json The full SHA256 table is included in the preprint (preprint.pdf) and the manifest.
DOI: 10.15468/dl.yj48ky
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linum littorale)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 64 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073238-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukzk3w
title: Occurrence Download

description: A dataset containing 6046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.84867 7.75339,78.99942 8.95887,79.36495 9.05247,79.48951 9.12513,79.51447 9.31127,79.55575 9.83067,80.27537 10.7264,80.36021 11.99472,80.79882 13.8141,77.98131 12.73443,76.76155 12.77617,74.20822 13.86989,75.61449 10.49672,76.32104 7.66218,77.84867 7.75339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Saraca asoca"
 ]
}

 The dataset includes 6046 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073240-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykytah
title: Occurrence Download

description: A dataset containing 6059 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lampides boeticus",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 6059 records from 209 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073241-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fp53ew
title: Occurrence Download

description: A dataset containing 9319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Turdus hortulorum)",
 "Country is one of (Philippines, Korea, Republic of, Japan, China, Chinese Taipei, Thailand, Viet Nam, Cambodia, Lao People’s Democratic Republic, Mongolia, Myanmar)",
 "Month is one of (April, May, June)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 9319 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073239-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bq9wj7
title: Occurrence Download

description: A dataset containing 144640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mercurialis annua)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 144640 records from 1167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073225-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3yek94
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.84867 7.75339,78.99942 8.95887,79.36495 9.05247,79.48951 9.12513,79.51447 9.31127,79.55575 9.83067,80.27537 10.7264,80.36021 11.99472,80.79882 13.8141,77.98131 12.73443,76.76155 12.77617,74.20822 13.86989,75.61449 10.49672,76.32104 7.66218,77.84867 7.75339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Strychnos nux-vomica"
 ]
}

 The dataset includes 44 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073242-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nfk7d
title: Occurrence Download

description: A dataset containing 179958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linum catharticum)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 179958 records from 1072 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073226-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5zrch
title: Occurrence Download

description: A dataset containing 4999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polylepis Ruiz & Pav."
 ]
}

 The dataset includes 4999 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029448-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgsazx
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Mesoclemmys Gray, 1873",
 "Year 2015-2021"
 ]
}

 The dataset includes 16 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087761-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtb95m
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-92.1313878999999929 46.7707797999999997, -92.1313878999999929 46.7714924699999983, -92.1313878999999929 46.7721403500000008, -92.1313878999999929 46.7727558300000013, -92.1313878999999929 46.7733065299999993, -92.1313878999999929 46.7740191999999979, -92.1307391499999966 46.7740191999999979, -92.1303823100000017 46.7740191999999979, -92.1297659600000003 46.7740191999999979, -92.1293766799999929 46.7740191999999979, -92.1286630099999968 46.7740191999999979, -92.1277871300000015 46.7740191999999979, -92.1270734600000054 46.7740191999999979, -92.1263922299999933 46.7740191999999979, -92.1255812299999945 46.7740191999999979, -92.1248675599999984 46.7740191999999979, -92.1242187600000051 46.7740191999999979, -92.1233753300000018 46.7740191999999979, -92.1228238500000032 46.7740191999999979, -92.1221426200000053 46.7740191999999979, -92.1215262599999960 46.7740191999999979, -92.1205855099999980 46.7740191999999979, -92.1201314000000053 46.7740191999999979, -92.1201314000000053 46.7733065299999993, -92.1201314000000053 46.7726910499999988, -92.1201314000000053 46.7723347100000026, -92.1201314000000053 46.7717516200000034, -92.1201314000000053 46.7712981000000028, -92.1201314000000053 46.7707797999999997, -92.1208774699999964 46.7707797999999997, -92.1214938199999978 46.7707797999999997, -92.1221426200000053 46.7707797999999997, -92.1230509300000051 46.7707797999999997, -92.1237646099999949 46.7707797999999997, -92.1242512000000033 46.7707797999999997, -92.1247702400000037 46.7707797999999997, -92.1255812299999945 46.7707797999999997, -92.1262624700000003 46.7707797999999997, -92.1268463800000035 46.7707797999999997, -92.1277871300000015 46.7707797999999997, -92.1283061700000019 46.7707797999999997, -92.1287278899999933 46.7707797999999997, -92.1292793599999982 46.7707797999999997, -92.1297659600000003 46.7707797999999997, -92.1305120699999947 46.7707797999999997, -92.1313878999999929 46.7707797999999997))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 144 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152653-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wncga3
title: Occurrence Download

description: A dataset containing 534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Haemulon steindachneri (Jordan & Gilbert, 1882)"
 ]
}

 The dataset includes 534 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181122-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9yeq9
title: Occurrence Download

description: A dataset listing the 33235 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "GadmGid is ESP",
 "GadmGid is PRT"
 ]
 },
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset's 33235 records were derived from 348 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0199652-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzmsud
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lyoathelia Hjortstam & Ryvarden"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0416446-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dzp57
title: Occurrence Download

description: A dataset containing 591 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clinopodium polycephalum (Vaniot) C.Y.Wu & S.J.Hsuan"
 ]
}

 The dataset includes 591 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0199665-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ah7w9
title: Occurrence Download

description: A dataset containing 705 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Morocco"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Testudo graeca Linnaeus, 1758"
 ]
}

 The dataset includes 705 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152657-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhzccl
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Coronilla varia L."
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027280-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjqsg2
title: Occurrence Download

description: A dataset containing 744478 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fraxinus Tourn. ex L."
 ]
}

 The dataset includes 744478 records from 1396 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028288-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/cj3r-v3dc
title: Measurement of Inorganics in air and particle phase at Starina

description: Measurement of Inorganics in air and particle phase at Starina
DOI: 10.6084/m9.figshare.26298959
title: The effect of probiotics supplementation on cancer-treatment complications: a critical umbrella review of interventional meta-analyses

description: Cancer-related complications pose significant challenges in the management and treatment of patients with malignancies. Several meta-analyses have indicated improving effects of probiotics on cancer complications, while some studies have reported contentious findings. The purpose of the present study was to evaluate the efficacy of probiotics in addressing cancer complications, including diarrhea, mucositis, and infections, following chemotherapy, radiotherapy, and surgery. Relevant studies were searched in the PubMed, Scopus, Embase and Web of Science databases and Google Scholar up to September 2023. All meta-analyses addressing the effects of probiotics on all cancer treatments-induced complications including infection, diarrhea and oral mucositis were included. The pooled results were calculated using a random-effects model. Analyses of subgroups, sensitivity and publication bias were also conducted. The results revealed that the probiotics supplementation was effective on reduction of total cancer complications (OR:0.53; 95% CI: 0.44, 0.62, <i>p</i> &lt; 0.001; I<sup>2</sup>=79.0%, <i>p</i> &lt; 0.001), total infection rate (OR:0.47; 95%CI: 0.41, 0.52, <i>p</i> &lt; 0.001; I<sup>2</sup>= 48.8%, <i>p</i> &lt; 0.001); diarrhea (OR:0.50; 95%CI: 0.44, 0.57, <i>p</i> &lt; 0.001; I<sup>2</sup>=44.4%, <i>p</i> = 0.023) and severe diarrhea (OR: 0.4; 95%CI: 0.27, 0.56, <i>p</i> &lt; 0.001; I<sup>2</sup>=31.3%, <i>p</i> = 0.178), oral mucositis (OR: 0.76; 95%CI: 0.58, 0.94, <i>p</i> &lt; 0.001; I<sup>2</sup>=95.5%, <i>p</i> &lt; 0.001) and severe oral mucositis (OR:0.65, 95%CI: 0.58, 0.72 <i>p</i> &lt; 0.001; I<sup>2</sup>=22.1%, <i>p</i> = 0.274). Multi strain probiotic (OR:0.49; 95%CI: 0.32, 0.65, <i>p</i> &lt; 0.001; I<sup>2</sup>=90.7%, <i>p</i> &lt; 0.001) were more efficacious than single strain (OR:0.73; 95%CI: 0.66, 0.81, <i>p</i> &lt; 0.001; I<sup>2</sup>=0.00%, <i>p</i> = 0.786). The findings of the current umbrella meta-analysis provide strong evidence that probiotic supplementation can reduce cancer complications.