cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31374966
title: Additional file 1 of Predicting clinical outcomes in Helicobacter pylori-positive patients using supervised learning through the integration of demographic and genomic features

description: Supplementary Material 1:Supplementary Table S1: Clinical metadata of the patients. Includes patient demographics like their age, sex, their geographical location and the disease phenotype. Supplementary Table S2: Presence/absence data of H. pylori virulence genes implicated in gastric cancer. Supplementary Table S3: Sequence-derived features extracted from H. pylori genomes using iFeatureOmega and MathFeature. Supplementary Table S4: Aggregate variant categories of H. pylori genomes. Supplementary Table S5: The final all feature-types integrated dataset. Supplementary Table S6: ShapRFECV feature elimination report. Contains information about the selected and eliminated features based on the recall metric. Supplementary Table S7: Optimal hyperparameters selected using Bayesian optimization for XGBoost and Random Forest models. Supplementary Table S8: Detailed evaluation metrics for all three models with class-specific precision, recall, F1-score, AUROC and AUPRC scores with lower and upper confidence intervals. Supplementary Table S9: Classification reports of all three models. Supplementary Table S10: Detailed evaluation metrics (AUROC, AUPRC, Precision, Recall, F1) for all models trained (i) only on demographic features (ii) only on genomic features. Supplementary Table S11: Detailed evaluation metrics (AUROC, AUPRC, Precision, Recall, F1) across Logistic Regression, XGBoost and Random Forest stratified by geographical region. Supplementary Table S12: Model performance metrics stratified by data source on held-out test set. Supplementary Table S13: Leave-one-source-out (LOSO) cross-validation performance metrics. Supplementary Table S14: Quantitative SHAP summary tables that rank features by mean absolute SHAP values for all three models (Logistic Regression, XGBoost, and Random Forest). Each table presents the top 10 features along with their mean |SHAP| values, mean SHAP values (indicating direction of effect), standard deviations, and median absolute SHAP values.
DOI: 10.6084/m9.figshare.31374966.v1
title: Additional file 1 of Predicting clinical outcomes in Helicobacter pylori-positive patients using supervised learning through the integration of demographic and genomic features

description: Supplementary Material 1:Supplementary Table S1: Clinical metadata of the patients. Includes patient demographics like their age, sex, their geographical location and the disease phenotype. Supplementary Table S2: Presence/absence data of H. pylori virulence genes implicated in gastric cancer. Supplementary Table S3: Sequence-derived features extracted from H. pylori genomes using iFeatureOmega and MathFeature. Supplementary Table S4: Aggregate variant categories of H. pylori genomes. Supplementary Table S5: The final all feature-types integrated dataset. Supplementary Table S6: ShapRFECV feature elimination report. Contains information about the selected and eliminated features based on the recall metric. Supplementary Table S7: Optimal hyperparameters selected using Bayesian optimization for XGBoost and Random Forest models. Supplementary Table S8: Detailed evaluation metrics for all three models with class-specific precision, recall, F1-score, AUROC and AUPRC scores with lower and upper confidence intervals. Supplementary Table S9: Classification reports of all three models. Supplementary Table S10: Detailed evaluation metrics (AUROC, AUPRC, Precision, Recall, F1) for all models trained (i) only on demographic features (ii) only on genomic features. Supplementary Table S11: Detailed evaluation metrics (AUROC, AUPRC, Precision, Recall, F1) across Logistic Regression, XGBoost and Random Forest stratified by geographical region. Supplementary Table S12: Model performance metrics stratified by data source on held-out test set. Supplementary Table S13: Leave-one-source-out (LOSO) cross-validation performance metrics. Supplementary Table S14: Quantitative SHAP summary tables that rank features by mean absolute SHAP values for all three models (Logistic Regression, XGBoost, and Random Forest). Each table presents the top 10 features along with their mean |SHAP| values, mean SHAP values (indicating direction of effect), standard deviations, and median absolute SHAP values.
DOI: 10.15468/dl.awuy9p
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Smicridea jeaneae",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031148-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17527499
title: Data & Code for: Feature-tuned synaptic inputs to somatostatin interneurons drive context-dependent processing

description: Data & Code for: Feature-tuned synaptic inputs to somatostatin interneurons drive context-dependent processing
DOI: 10.5281/zenodo.17527498
title: Data & Code for: Feature-tuned synaptic inputs to somatostatin interneurons drive context-dependent processing

description: Data & Code for: Feature-tuned synaptic inputs to somatostatin interneurons drive context-dependent processing
DOI: 10.5281/zenodo.18707658
title: ФИЗИОЛОГИЯ ИЗБЫТОЧНОЕ ПОТРЕБЛЕНИЕ САХАРА И ЕГО ВЛИЯНИЕ НА ОБМЕН ВЕЩЕСТВ

description: Избыточное потребление сахара является одной из ведущих причин нарушений обмена веществ, включая ожирение, инсулинорезистентность, метаболический синдром и нарушение липидного профиля. Целью исследования было изучение влияния высоких доз сахара на обмен веществ у подростков и молодых взрослых. Обследовано 90 участников в возрасте 12–25 лет, из которых 50 (55,6%) мужчин и 40 (44,4%) женщин. Установлено, что у 36 участников (40%) с высоким потреблением сахара выявлялись признаки инсулинорезистентности, а у 28 (31,1%) — нарушения липидного обмена. Средний индекс массы тела у данной группы составил 27,4±3,2 кг/м², в контрольной группе — 22,8±2,4 кг/м². Полученные данные подтверждают прямую зависимость между количеством потребляемого сахара и нарушением обмена веществ, что требует профилактических и коррекционных мер.
DOI: 10.5281/zenodo.18707657
title: ФИЗИОЛОГИЯ ИЗБЫТОЧНОЕ ПОТРЕБЛЕНИЕ САХАРА И ЕГО ВЛИЯНИЕ НА ОБМЕН ВЕЩЕСТВ

description: Избыточное потребление сахара является одной из ведущих причин нарушений обмена веществ, включая ожирение, инсулинорезистентность, метаболический синдром и нарушение липидного профиля. Целью исследования было изучение влияния высоких доз сахара на обмен веществ у подростков и молодых взрослых. Обследовано 90 участников в возрасте 12–25 лет, из которых 50 (55,6%) мужчин и 40 (44,4%) женщин. Установлено, что у 36 участников (40%) с высоким потреблением сахара выявлялись признаки инсулинорезистентности, а у 28 (31,1%) — нарушения липидного обмена. Средний индекс массы тела у данной группы составил 27,4±3,2 кг/м², в контрольной группе — 22,8±2,4 кг/м². Полученные данные подтверждают прямую зависимость между количеством потребляемого сахара и нарушением обмена веществ, что требует профилактических и коррекционных мер.
DOI: 10.6084/m9.figshare.31375071
title: Additional file 1 of Pathomic model to predict the expression of UQCRH and overall survival of lung adenocarcinoma patients

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.31375071.v1
title: Additional file 1 of Pathomic model to predict the expression of UQCRH and overall survival of lung adenocarcinoma patients

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.31375074
title: Additional file 2 of Pathomic model to predict the expression of UQCRH and overall survival of lung adenocarcinoma patients

description: Supplementary Material 2.
DOI: 10.6084/m9.figshare.31375074.v1
title: Additional file 2 of Pathomic model to predict the expression of UQCRH and overall survival of lung adenocarcinoma patients

description: Supplementary Material 2.
DOI: 10.6084/m9.figshare.25017892
title: Additional file 1 of Neutrophil extracellular traps mediated by platelet microvesicles promote thrombosis and brain injury in acute ischemic stroke

description: Additional file 1.
DOI: 10.6084/m9.figshare.25017892.v1
title: Additional file 1 of Neutrophil extracellular traps mediated by platelet microvesicles promote thrombosis and brain injury in acute ischemic stroke

description: Additional file 1.
DOI: 10.6084/m9.figshare.31375110
title: Additional file 1 of Climate, conflict, and food security: a systematic review of household-level evidence (2020–2025)

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.31375110.v1
title: Additional file 1 of Climate, conflict, and food security: a systematic review of household-level evidence (2020–2025)

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.31375113
title: Additional file 2 of Climate, conflict, and food security: a systematic review of household-level evidence (2020–2025)

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.31375113.v1
title: Additional file 2 of Climate, conflict, and food security: a systematic review of household-level evidence (2020–2025)

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.31375085
title: Additional file 1 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 1 Genetic gain for all considered scenarios per generation.
DOI: 10.6084/m9.figshare.31375085.v1
title: Additional file 1 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 1 Genetic gain for all considered scenarios per generation.
DOI: 10.6084/m9.figshare.31375119
title: Additional file 4 of Climate, conflict, and food security: a systematic review of household-level evidence (2020–2025)

description: Supplementary Material 4
DOI: 10.6084/m9.figshare.31375119.v1
title: Additional file 4 of Climate, conflict, and food security: a systematic review of household-level evidence (2020–2025)

description: Supplementary Material 4
DOI: 10.6084/m9.figshare.31375122
title: Additional file 5 of Climate, conflict, and food security: a systematic review of household-level evidence (2020–2025)

description: Supplementary Material 5
DOI: 10.6084/m9.figshare.31375122.v1
title: Additional file 5 of Climate, conflict, and food security: a systematic review of household-level evidence (2020–2025)

description: Supplementary Material 5
DOI: 10.6084/m9.figshare.31375091
title: Additional file 2 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 2 Inbreeding levels for all considered scenarios per generation.
DOI: 10.6084/m9.figshare.31375091.v1
title: Additional file 2 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 2 Inbreeding levels for all considered scenarios per generation.
DOI: 10.6084/m9.figshare.31375094
title: Additional file 3 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 3 Remaining genetic variation compared to the baseline for all considered scenario per generation.
DOI: 10.6084/m9.figshare.31375094.v1
title: Additional file 3 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 3 Remaining genetic variation compared to the baseline for all considered scenario per generation.
DOI: 10.6084/m9.figshare.31375097
title: Additional file 4 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 4 Share of SNPs fixated for all considered scenarios per generation.
DOI: 10.6084/m9.figshare.31375097.v1
title: Additional file 4 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 4 Share of SNPs fixated for all considered scenarios per generation.
DOI: 10.6084/m9.figshare.31375100
title: Additional file 5 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 5 Share of QTLs fixated for all considered scenarios per generation.
DOI: 10.6084/m9.figshare.31375100.v1
title: Additional file 5 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 5 Share of QTLs fixated for all considered scenarios per generation.
DOI: 10.6084/m9.figshare.31375103
title: Additional file 6 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 6 Share of QTLs fixated for the beneficial allele for all considered scenarios per generation.
DOI: 10.6084/m9.figshare.31375103.v1
title: Additional file 6 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 6 Share of QTLs fixated for the beneficial allele for all considered scenarios per generation.
DOI: 10.6084/m9.figshare.31375130
title: Additional file 15 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 15 Script used for the simulation of the different breeding program design using the R-package MoBPS.
DOI: 10.6084/m9.figshare.31375130.v1
title: Additional file 15 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 15 Script used for the simulation of the different breeding program design using the R-package MoBPS.
DOI: 10.6084/m9.figshare.31375133
title: Additional file 16 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 16 Script used for analysis of outcomes of the simulations and subsequent generation of plots.
DOI: 10.6084/m9.figshare.31375133.v1
title: Additional file 16 of Strategies to improve on selection based on estimated breeding values

description: Supplementary material 16 Script used for analysis of outcomes of the simulations and subsequent generation of plots.
DOI: 10.15468/dl.2pv22e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Smicridea mocidade",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031149-260208012135463/datasets/export for details.
DOI: 10.15468/dl.ew43e2
title: Occurrence Download

description: A dataset containing 2485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is South America",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Country is one of (Argentina, Chile, Uruguay, Ecuador)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "SampleSizeValue 1000.0-20335.0",
 "TaxonKey is Tracheophyta",
 "Year 2000-2024"
 ]
}

 The dataset includes 2485 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031150-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6x6x76
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Papua New Guinea",
 "OccurrenceStatus is Present",
 "TaxonKey is Melanotaenia lacustris"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031151-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18707674
title: ТАКТИКА ВЫБОРА МЕСТНОАНЕСТЕЗИРУЮЩЕГО СРЕДСТВА У ЛИЦ С СОПУТСТВУЮЩЕЙ ПАТОЛОГИЕЙ С УЧЁТОМ ФИЗИОЛОГИИ ОРГАНИЗМА

description: Выбор местноанестезирующего средства у пациентов с сопутствующей патологией требует учёта физиологических особенностей организма, влияния заболеваний на кровообращение, метаболизм и нервную проводимость. В исследовании приняли участие 90 пациентов с различными хроническими заболеваниями: сердечно-сосудистыми — 35 (38,9%), эндокринными — 25 (27,8%), печёночной и почечной патологией — 30 (33,3%). Средний возраст участников составил 46,2±12,5 года. Эффективность и безопасность анестезии зависят не только от фармакологических свойств препарата, но и от физиологических особенностей организма пациента, а также от влияния сопутствующих заболеваний на кровообращение, метаболизм и нервную проводимость.

Пациенты получали амидные и эстерные местноанестезирующие препараты с индивидуальным подбором дозировки и концентрации с учетом физиологии организма и особенностей сопутствующей патологии. Эффективность анестезии оценивалась по визуально-аналоговой шкале боли и длительности блокады, безопасность — по частоте системных осложнений.

Результаты показали высокую эффективность анестезии — 92,2%, низкий уровень осложнений — 7,8%, а также доказали, что учет физиологии организма и сопутствующих заболеваний позволяет снизить кардиотоксичность, нейротоксичность и метаболическую нагрузку на организм.

Данные исследования подтверждают необходимость комплексного подхода при выборе местноанестезирующего средства для пациентов с сопутствующей патологией, что обеспечивает комфорт, безопасность и высокую эффективность процедуры.
DOI: 10.5281/zenodo.18707673
title: ТАКТИКА ВЫБОРА МЕСТНОАНЕСТЕЗИРУЮЩЕГО СРЕДСТВА У ЛИЦ С СОПУТСТВУЮЩЕЙ ПАТОЛОГИЕЙ С УЧЁТОМ ФИЗИОЛОГИИ ОРГАНИЗМА

description: Выбор местноанестезирующего средства у пациентов с сопутствующей патологией требует учёта физиологических особенностей организма, влияния заболеваний на кровообращение, метаболизм и нервную проводимость. В исследовании приняли участие 90 пациентов с различными хроническими заболеваниями: сердечно-сосудистыми — 35 (38,9%), эндокринными — 25 (27,8%), печёночной и почечной патологией — 30 (33,3%). Средний возраст участников составил 46,2±12,5 года. Эффективность и безопасность анестезии зависят не только от фармакологических свойств препарата, но и от физиологических особенностей организма пациента, а также от влияния сопутствующих заболеваний на кровообращение, метаболизм и нервную проводимость.

Пациенты получали амидные и эстерные местноанестезирующие препараты с индивидуальным подбором дозировки и концентрации с учетом физиологии организма и особенностей сопутствующей патологии. Эффективность анестезии оценивалась по визуально-аналоговой шкале боли и длительности блокады, безопасность — по частоте системных осложнений.

Результаты показали высокую эффективность анестезии — 92,2%, низкий уровень осложнений — 7,8%, а также доказали, что учет физиологии организма и сопутствующих заболеваний позволяет снизить кардиотоксичность, нейротоксичность и метаболическую нагрузку на организм.

Данные исследования подтверждают необходимость комплексного подхода при выборе местноанестезирующего средства для пациентов с сопутствующей патологией, что обеспечивает комфорт, безопасность и высокую эффективность процедуры.
DOI: 10.15468/dl.bu2scp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Rafflesia verrucosa (Rafflesiaceae), a new species of small-flowered Rafflesia from eastern Mindanao, Philippines"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031152-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s37we7
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Smicridea polyacantha",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031153-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-226615
title: Southern California alumni review, vol. 10, no. 1 (1928 Sept.)

description: Southern California alumni review, vol. 10, no. 1 (1928 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226620
title: Southern California alumni review, vol. 10, no. 1 (1928 Sept.)

description: Southern California alumni review, vol. 10, no. 1 (1928 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226625
title: Southern California alumni review, vol. 10, no. 1 (1928 Sept.)

description: Southern California alumni review, vol. 10, no. 1 (1928 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226628
title: Southern California alumni review, vol. 10, no. 1 (1928 Sept.)

description: Southern California alumni review, vol. 10, no. 1 (1928 September). Published monthly except July and August.
DOI: 10.25549/uschist-c104-226633
title: Southern California alumni review, vol. 10, no. 1 (1928 Sept.)

description: Southern California alumni review, vol. 10, no. 1 (1928 September). Published monthly except July and August.
DOI: 10.15468/dl.e7dazp
title: Occurrence Download

description: A dataset containing 7603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Country is one of (United States of America, Canada)",
 "Geometry POLYGON((-118.86529 48.86263,-118.41794 44.03125,-108.12888 39.64721,-81.55627 41.25768,-76.99329 41.34715,-73.23555 39.55774,-58.29404 39.82615,-35.12129 53.1572,-106.8763 75.97207,-164.95314 73.54523,-175.41039 49.66786,-127.00707 47.34164,-124.14403 48.14687,-122.35463 48.14687,-121.37046 48.77316,-118.86529 48.86263))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Coordinate reprojected, Country coordinate mismatch, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Recorded date mismatch, Recorded date invalid, Recorded date unlikely, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, Occurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "TaxonKey is Picea glauca"
 ]
}

 The dataset includes 7603 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031154-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-251136
title: Southern California alumni review, vol. 11, no. 6 (1930 Feb.)

description: Southern California alumni review, vol. 11, no. 6 (1930 February). Published monthly except July and August.