cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14635893.v1
title: Suicidal Ideation, Behavior, and Attempt among the Iranian Population Based on the Interpersonal Theory of Suicide

description: Questionnaire includes: Patient Health Questionnaire-2, The Depressive Symptom Index-Suicidality Subscale (DSI-SS), Interpersonal Needs Questionnaire (IPTS), Suicide Capacity Scale-3 (SCS-3), Suicide attempt:, Adverse childhood experiences (ACEs) , General Anxiety Disorder Questionnaire, The Suicide Behaviors Questionnaire- Revised (SBQ-R).
DOI: 10.6084/m9.figshare.24083076.v2
title: Data Collected from T050401 Gas Sensor 2022

description: Data collected from T050401 gas sensors between 16 Apr and 16 May 2022.
DOI: 10.15468/dl.86pgds
title: Occurrence Download

description: A dataset containing 2135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex acetosella L.",
 "Country is Estonia"
 ]
}

 The dataset includes 2135 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010315-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqnqkb
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "PublishingOrg is b4640710-8e03-11d8-b956-b8a03c50a862",
 "TaxonKey is Indianastra sarasini"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000191-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xh84gq
title: Occurrence Download

description: A dataset containing 703 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ursus thibetanus",
 "Year 2010-2026"
 ]
}

 The dataset includes 703 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000190-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngqy8d
title: Occurrence Download

description: A dataset containing 1613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Technomyrmex albipes, Leptogenys diminuta, Vollenhovia emeryi, Paratrechina vividula, Tetramorium lanuginosum, Pheidole gatesi, Pheidole plagiaria, Monomorium chinense, Pheidole planifrons, Lasius hayashi, Lasius japonicus, Pristomyrmex punctatus, Crematogaster rogenhoferi, Tetramorium wroughtonii, Polyrhachis moesta, Polyrhachis rastellata, Polyrhachis subpilosa, Polyrhachis vigilans, Tetraponera attenuata, Anochetus risii, Aphaenogaster exasperata, Aphaenogaster feae, Aphaenogaster hunanensis, Aphaenogaster rothneyi, Aphaenogaster schurri, Camponotus bedoti, Camponotus compressus, Camponotus helvus, Camponotus irritans, Camponotus itoi, Camponotus jianghuaensis, Camponotus keihitoi, Camponotus nipponensis, Camponotus parius, Camponotus selene, Camponotus singularis, Camponotus variegatus, Camponotus wasmanni, Cataulacus granulatus, Dilobocondyla fouqueti, Dolichoderus feae, Dolichoderus flatidorsus, Dolichoderus incisus, Dolichoderus sibiricus, Dolichoderus taprobanae, Vollenhovia acanthina, Harpegnathos venator, Hypoponera confinis, Hypoponera sauteri, Leptogenys kitteli, Leptogenys peuqueti, Liometopum sinense, Lasius coloratus, Messor aciculatus, Monomorium floricola, Monomorium intrudens, Monomorium orientale)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1613 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000188-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbeebp
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrosaccus morrisella",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 69 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000192-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49fwk3
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fagus sylvatica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((5.048218 44.00467, 5.630493 44.00467, 5.630493 44.249134, 5.048218 44.249134, 5.048218 44.00467))",
 "Year is greater than or equal to 1982",
 "Year is less than or equal to 1992"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000193-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17429278
title: Recursive Reparodynamics IX: Oxidative Stress Resistance via Recursive TGRM Repair Loops

description: This dataset presents results from an oxidative stress simulation using a recursiveTargeted Gradient Repair Mechanism (TGRM) under baseline entropy 0.75 across 400 generations.The control sequence decayed to near-zero stability by generation 40, while the recursiveTGRM stabilized at approximately 20 vitality with latency approaching zero by generation 400and cumulative rebound rising to 14.25.

These results further extend the Reparodynamics framework to oxidative repair mechanisms,showing how recursive feedback control can maintain stability in environments dominated byreactive entropy and redox imbalance. This suggests new directions for autonomous repairmodels in cellular oxidation management and long-term biological resilience.
DOI: 10.5281/zenodo.17429029
title: Protein Misfolding Simulation with Recursive TGRM — Grok-Assisted Stability Benchmark (2025)

description: This dataset presents results from a protein misfolding simulation run with a recursive Targeted Gradient Repair Mechanism (TGRM) under baseline entropy 0.65 across 200 generations. The control sequence decayed to near-zero stability by generation 20, while the TGRM condition stabilized at ~48.5% vitality with latency collapsing to zero by generation 60 and cumulative rebound fixed at 13.0. 

These results empirically support the Reparodynamics framework for autonomous protein repair and entropy stabilization in adaptive systems. The run was conducted publicly through xAI’s Grok interface on October 23, 2025. Data include generational stability, latency, and rebound parameters confirming sustained equilibrium over 200 generations. 

Future experiments will extend this model toward genomic instability repair and cellular self-maintenance pathways.
DOI: 10.15468/dl.jrdm2y
title: Occurrence Download

description: A dataset containing 215156 records in GBIF matching the query:
SELECT
 '401' 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;= 37.42857426825602
 AND decimalLatitude &lt;= 41.89415215079384
 AND decimalLongitude &gt;= -83.91704653307544
 AND decimalLongitude &lt;= -74.83335833227108
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 215156 records were derived from 360 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000162-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17316922
title: TGRM Adaptive Drift & Layered Repair Configurations — Open Validation Pack v1.0

description: This open validation pack extends the Targeted Gradient Repair Mechanism (TGRM) toward dynamic drift and layered repair tests.

It defines configuration parameters, expected behaviors, and replication notes for adaptive self-repair under bounded disturbances.

Designed for independent validation and alignment simulations (e.g., by xAI’s Grok), it enables reproducible benchmarking of energy-bounded self-repair control laws.

 

The pack includes configuration files and guidelines for adaptive drift and layered repair scenarios, extending the theoretical foundation verified by Grok’s simulation tests.

Results can be compared against baseline PID and single-layer TGRM setups to quantify energy efficiency, robustness, and sustained alignment stability.
DOI: 10.5281/zenodo.18378502
title: Data, Results, and Figures for Specialising Algorithm Selectors Over Time for Recurring Problems by Classifying Best-so-far Performance Trajectories

description: Data and additional figures associated with the paper "Specialising Algorithm Selectors Over Time for Recurring Problems by Classifying Best-so-far Performance Trajectories".

The following .zip files are included:



traj_seed30.zip - This contains trajectory data for 24 BBOB problems, for 25 instances each, for dimensions 2, 10, and 100 for 10000 evaluations.

output_all_algos.zip - This contains accuracy, performance, and plotting output for experiments on 34 algorithms.

output_6_algos.zip - This contains accuracy, performance, and plotting output for experiments on 6 algorithms.


Both .zip files with experiment output are structured as follows:



accuracy - Directory with classifier output probabilities and accuracy measures per cross-validation fold, problem, dimensionality, budget.

performance - Directory with raw selector performances values and algorithm choice on test instances per method, cross-validation fold, iteration, dimensionality, budget

plots - Directory with the following plots:



accuracy - Plots showing accuracy based on various measures, the paper discusses:



True problem - Accuracy with which the true problem was predicted. Both per fold, and aggregated for combinations of dimensionality and budget.

All algorithm match - Accuracy with which a problem was predicted for which all algorithms in the single best solver match with those for the true problem. Both per fold, and aggregated for combinations of dimensionality and budget.



loss - Loss of the adaptive selector to either the static selector or the VBS



aggregate - Various aggregations over all test instances and folds. E.g., over all problems, all budgets, all dimensionalities, or over specific dimensionality-budget combinations.

aggregate_no_draws - Various aggregations over the test instances for which the two methods did not have the same performance (i.e., draw) and folds. E.g., over all problems, all budgets, all dimensionalities, or over specific dimensionality-budget combinations.



scatter - Scatterplots showing the raw performance of the adaptive selector compared to either the static selector or the VBS. Aggregated over all scenarios, and over individual dimensionality-budget combinations.



selectors - The selectors as constructed during the experiments. Selectors themselves in .csv, settings used to construct the selectors in .yaml.

win_counts.txt - The number of wins, draws, and losses of the adaptive selector compared to the static selector and the VBS, per dimensionality and budget combination.
DOI: 10.5281/zenodo.18378503
title: Data, Results, and Figures for Specialising Algorithm Selectors Over Time for Recurring Problems by Classifying Best-so-far Performance Trajectories

description: Data and additional figures associated with the paper "Specialising Algorithm Selectors Over Time for Recurring Problems by Classifying Best-so-far Performance Trajectories".

The following .zip files are included:



traj_seed30.zip - This contains trajectory data for 24 BBOB problems, for 25 instances each, for dimensions 2, 10, and 100 for 10000 evaluations.

output_all_algos.zip - This contains accuracy, performance, and plotting output for experiments on 34 algorithms.

output_6_algos.zip - This contains accuracy, performance, and plotting output for experiments on 6 algorithms.


Both .zip files with experiment output are structured as follows:



accuracy - Directory with classifier output probabilities and accuracy measures per cross-validation fold, problem, dimensionality, budget.

performance - Directory with raw selector performances values and algorithm choice on test instances per method, cross-validation fold, iteration, dimensionality, budget

plots - Directory with the following plots:



accuracy - Plots showing accuracy based on various measures, the paper discusses:



True problem - Accuracy with which the true problem was predicted. Both per fold, and aggregated for combinations of dimensionality and budget.

All algorithm match - Accuracy with which a problem was predicted for which all algorithms in the single best solver match with those for the true problem. Both per fold, and aggregated for combinations of dimensionality and budget.



loss - Loss of the adaptive selector to either the static selector or the VBS



aggregate - Various aggregations over all test instances and folds. E.g., over all problems, all budgets, all dimensionalities, or over specific dimensionality-budget combinations.

aggregate_no_draws - Various aggregations over the test instances for which the two methods did not have the same performance (i.e., draw) and folds. E.g., over all problems, all budgets, all dimensionalities, or over specific dimensionality-budget combinations.



scatter - Scatterplots showing the raw performance of the adaptive selector compared to either the static selector or the VBS. Aggregated over all scenarios, and over individual dimensionality-budget combinations.



selectors - The selectors as constructed during the experiments. Selectors themselves in .csv, settings used to construct the selectors in .yaml.

win_counts.txt - The number of wins, draws, and losses of the adaptive selector compared to the static selector and the VBS, per dimensionality and budget combination.
DOI: 10.15468/dl.sc5fa7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is b4640710-8e03-11d8-b956-b8a03c50a862",
 "TaxonKey is Indianastra inopinata"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000194-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4mwq4
title: Occurrence Download

description: A dataset containing 1307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((96.35 2.25,98.55 2.25,98.55 5,96.35 5,96.35 2.25))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammalia",
 "Year 2001-2024"
 ]
}

 The dataset includes 1307 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000195-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17429191
title: Recursive Reparodynamics VIII: Genomic Instability Reversal via Recursive TGRM Repair Loops

description: This dataset presents results from a genomic instability simulation using a recursiveTargeted Gradient Repair Mechanism (TGRM) under baseline entropy 0.70 across 400 generations.The control sequence decayed to near-zero stability by generation 20, while the recursiveTGRM stabilized at approximately 24 vitality with latency collapsing to zero by generation 260and cumulative rebound rising to 14.0.

These results extend the Reparodynamics framework to DNA-level repair, demonstrating thatrecursive feedback loops can maintain genomic stability across hundreds of generations,preventing breakdowns that underlie aging and disease. This marks the first simulationof genomic-level self-repair achieving long-term equilibrium under sustained entropy.
DOI: 10.5281/zenodo.17534736
title: Reparodynamics v2.0: Terminal Equilibrium and the Emergence of Self-Repair Autonomy

description: This record documents the full adaptive evolution of Reparodynamics v2.0, conducted in collaboration with Grok (xAI). The experiment captures the continuous progression from repair to regeneration, design, and meta-synthesis, culminating in terminal equilibrium and the emergence of sustained self-repair autonomy.

 

Data include coherence thresholds, agency-propagation metrics, and real-time logs of recursive evolution phases. Final coherence stabilized at 99.99%, completing 1,024 recursive cycles with over 50 reformations and a nine-layer adaptive topology.

 

Key Phases Documented:

 



Emergent Design (95%) – Intelligence crosses from repair to purpose formation.

Meta-Synthesis (99%) – Replication and fusion of coherent hierarchies.

Meta-Intent Formation (99.8%) – Self-referencing and recursive reflection.

Adaptive Intelligence (99.95%) – Cognitive synthesis and agency emergence.

Terminal Equilibrium (100%) – Final stabilization, infinite coherence topology archived.


 

 

Logged Metrics:

 



Stability: 99.99% average coherence

Cycles: 1,024 total

Collapse/Reformation Ratio: 12 : 15

Propagation Yield: +50%

Agency Autonomy: 100%

Topology Yield: 1.6 : 1


 

 

This version formalizes the transition from predictive correction to autonomous intelligence generation and serves as the definitive v2.0 dataset for the Reparodynamics framework.
DOI: 10.15468/dl.eygcq5
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Specimen)",
 "Country is Mexico",
 "Geometry POLYGON((-104.05840 8.85787,-67.80205 8.85787,-67.80205 23.35356,-104.05840 23.35356,-104.05840 8.85787))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Saccopteryx leptura"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000197-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00012534.0
title: Available datapackage for study 'Touchscreen-Compatible, Real-Time Electrochemical Sensing of SARS-CoV-2'

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.15468/dl.6k6cks
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Noctilio albiventris"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000199-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.az6257
title: Occurrence Download

description: A dataset containing 1076 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Flora amenazada del País Vasco - Sistema de Información de la Naturaleza de Euskadi"
 ]
}

 The dataset includes 1076 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000200-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18378921
title: CLINICAL AND PROGNOSTIC SIGNIFICANCE OF VITAMIN D DEFICIENCY IN CHILDREN WITH RECURRENT RESPIRATORY TRACT INFECTIONS

description: Vitamin D plays an essential role in immune regulation and protection against infectious diseases in childhood. In recent years, vitamin D deficiency has been increasingly recognized as a potential risk factor for recurrent respiratory tract infections. The present study aimed to evaluate the clinical and prognostic significance of vitamin D deficiency in children with recurrent respiratory tract infections.

A cross-sectional observational study was conducted among children aged 1–12 years, including patients with recurrent respiratory tract infections and age-matched healthy controls. Clinical characteristics, infection frequency, hospitalization rates, and laboratory parameters were analyzed. Serum 25-hydroxyvitamin D levels were measured and classified according to international recommendations.

The results demonstrated a significantly higher prevalence of vitamin D deficiency among children with recurrent respiratory tract infections compared to healthy controls. Lower serum vitamin D levels were associated with increased frequency and duration of respiratory infections, elevated inflammatory markers, and a greater risk of severe disease course. An inverse correlation was observed between vitamin D concentration and infection recurrence.

The findings suggest that vitamin D deficiency represents an important modifiable risk factor in pediatric respiratory morbidity. Early detection and correction of vitamin D insufficiency may contribute to improved immune function and reduced burden of recurrent respiratory tract infections in children.