cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17971115
title: The Recursive Causal Synthesis Agent

description: Long-lived intelligent systems face a structural dilemma: to remain competent under nonstationary tasks they must grow, reuse, reorganize, and sometimes compress internal structure, while also controlling resource costs and preventing unsafe self-modification. Many modern systems expose partial structural degrees of freedom (e.g., sparse expert routing, tool use, pruning), but structural change is typically governed by brittle heuristics and lacks audit-grade traces.This paper proposes the Recursive Causal Synthesis Agent (RCSA) as an operationalspecification for structural self-management. RCSAgoverns a high-dimensional structural state (experts, tools, memory, knowledge graphs) through (i) a low-dimensional, interpretable Cognitive Debt interface, (ii) a thermodynamically motivated structural governor that trades competence against cost under resource pressure, and (iii) an immutable Safety & Epistemic invariant suite that acts as a non-bypassable gateway on self-modification. We validate prerequisite mechanisms using minimal, reproducible simulations (a non-stationarytask carousel, structural triage, and a concrete self-blinding alignment micro-benchmark). We then extend the blueprint into a Stage III operational spec: counterfactual sandboxing with historical replay, dynamic (pressure-adjusted) veto thresholds under energy scarcity, and a deactivation escrow protocol that prevents silent regressions from irreversible forgetting. Finally, we provide an auditable per-step log schema (step_log_schema.json v2.0.0) that (a) enforces structural action integrity and veto semantics, (b) records the controller’s considered alternatives and weight snapshots, and (c) adds Golden Logic Ledger (GLL) and Shadow-GLL probes to detect probe gaming. All reported metrics and safety claims are derivable from logs alone.
DOI: 10.5281/zenodo.17971116
title: The Recursive Causal Synthesis Agent

description: Long-lived intelligent systems face a structural dilemma: to remain competent under nonstationary tasks they must grow, reuse, reorganize, and sometimes compress internal structure, while also controlling resource costs and preventing unsafe self-modification. Many modern systems expose partial structural degrees of freedom (e.g., sparse expert routing, tool use, pruning), but structural change is typically governed by brittle heuristics and lacks audit-grade traces.This paper proposes the Recursive Causal Synthesis Agent (RCSA) as an operationalspecification for structural self-management. RCSAgoverns a high-dimensional structural state (experts, tools, memory, knowledge graphs) through (i) a low-dimensional, interpretable Cognitive Debt interface, (ii) a thermodynamically motivated structural governor that trades competence against cost under resource pressure, and (iii) an immutable Safety & Epistemic invariant suite that acts as a non-bypassable gateway on self-modification. We validate prerequisite mechanisms using minimal, reproducible simulations (a non-stationarytask carousel, structural triage, and a concrete self-blinding alignment micro-benchmark). We then extend the blueprint into a Stage III operational spec: counterfactual sandboxing with historical replay, dynamic (pressure-adjusted) veto thresholds under energy scarcity, and a deactivation escrow protocol that prevents silent regressions from irreversible forgetting. Finally, we provide an auditable per-step log schema (step_log_schema.json v2.0.0) that (a) enforces structural action integrity and veto semantics, (b) records the controller’s considered alternatives and weight snapshots, and (c) adds Golden Logic Ledger (GLL) and Shadow-GLL probes to detect probe gaming. All reported metrics and safety claims are derivable from logs alone.
DOI: 10.15468/dl.y6zdy3
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Glycymeris ovata, Pectunculus ovatus, Pectunculus paytensis)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057499-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17971101
title: iGABASnFR2: Improved genetically encoded protein sensors of GABA

description: This is the code and data to reproduce figures from:


**Kolb I, Hasseman JP, Matsumoto A, Jensen TP, Kopach O, Arthur BJ, Zhang Y, Tsang A, Reep D, Tsegaye G, Zheng J, Patel RH, Looger LL, Marvin JS, Korff WL, Rusakov DA, Yonehara K, GENIE Project Team, Turner GC (2025).** iGABASnFR2: Improved genetically encoded protein sensors of GABA. *eLife* 14:RP108319.

https://doi.org/10.7554/eLife.108319.1
DOI: 10.5281/zenodo.17971100
title: iGABASnFR2: Improved genetically encoded protein sensors of GABA

description: This is the code and data to reproduce figures from:


**Kolb I, Hasseman JP, Matsumoto A, Jensen TP, Kopach O, Arthur BJ, Zhang Y, Tsang A, Reep D, Tsegaye G, Zheng J, Patel RH, Looger LL, Marvin JS, Korff WL, Rusakov DA, Yonehara K, GENIE Project Team, Turner GC (2025).** iGABASnFR2: Improved genetically encoded protein sensors of GABA. *eLife* 14:RP108319.

https://doi.org/10.7554/eLife.108319.1
DOI: 10.5517/ccdc.csd.cc2pmr69
title: CCDC 2491631: Experimental Crystal Structure Determination

description: Related Article: S. Mollasalehi, T. Braun, J. Borel|2025|CSD Communication|||
description: Related Article: Soodeh Mollasalehi, Thomas Braun, Julie Borel|2025|Eur.J.Inorg.Chem.||e202500509|doi:10.1002/ejic.202500509
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.gfp7qf
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Rasgos funcionales foliares y propiedades del suelo relacionadas con el contenido de carbono de Abatia parviflora en la cuenca media del río Tunjuelo"
 ]
}

 The dataset includes 30 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057500-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2qg1bl
title: CCDC 2515939: Experimental Crystal Structure Determination

description: Related Article: Md. Nurul Amin|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.tk35kw
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Glycymeris pilosa, Arca pilosa, Axinaea polyderma, Glycymeris pilosa pilosa, Pectunculus pilosus, Pectunculus pilosus costatiusculus, Pectunculus pilosus neapolitana, Pectunculus pilosus protumida, Pectunculus pilosus subtransversa, Pectunculus pilosus subtruncata, Pectunculus pilosus tumida, Pectunculus rubens, Pectunculus tomentosus, Tuceta pilosa)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 74 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057502-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jeytqs
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchostylis retusa"
 ]
}

 The dataset includes 550 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057501-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh3pkw
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "GadmGid is RUS.77_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hedysarum grandiflorum"
 ]
}

 The dataset includes 98 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057503-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzjbwm
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Glycymeris scripta, Arca scripta)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057504-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.35835.37921
title: HS STEPS Analysis of PERS005-1S5 308 1 120 Real World Data by the Persian Curve (PC) HS STEP 07 PERSIAN QUANTILE COMPLETE
DOI: 10.15468/dl.xqschx
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "GadmGid is RUS.77_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Iris tenuifolia"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057505-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krax3u
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Glycymeris stellata, Arca stellata, Pectunculus stellatus, Pectunculus stellatus pervalida, Pectunculus vovan, Venus stellata)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057506-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17159456
title: X-ray diffraction pattern of DyAl2-alloys (ribbons, pulverized ribbons, and Spark-Plasma Sintered ribbons)

description: Diffraction pattern collected with Cu wavelength.

Three DyAl2 samples:

1-Melt-spun ribbons

2-powdered melt-spun ribbons

3-Spark Plsama Sintered ribbons
DOI: 10.5281/zenodo.17159455
title: X-ray diffraction pattern of DyAl2-alloys (ribbons, pulverized ribbons, and Spark-Plasma Sintered ribbons)

description: Diffraction pattern collected with Cu wavelength.

Three DyAl2 samples:

1-Melt-spun ribbons

2-powdered melt-spun ribbons

3-Spark Plsama Sintered ribbons
DOI: 10.5281/zenodo.17971140
title: The Impact of Business Coaching on Founder Confidence and Entrepreneurial Orientation in University Incubated Startups

description: This repository contains the Appendix used in the study “The Impact of Business Coaching on Founder Confidence and Entrepreneurial Orientation in University Incubated Startups.” The appendix includes the full research questionnaire administered to startup founders participating in university business incubator programs in Indonesia. This appendix is provided to enhance transparency, replicability, and methodological clarity. It enables other scholars to replicate the data collection process, compare findings across contexts, or adapt the instrument for future research on business coaching, entrepreneurial cognition, and startup development within academic incubation ecosystems.
DOI: 10.5281/zenodo.17971141
title: The Impact of Business Coaching on Founder Confidence and Entrepreneurial Orientation in University Incubated Startups

description: This repository contains the Appendix used in the study “The Impact of Business Coaching on Founder Confidence and Entrepreneurial Orientation in University Incubated Startups.” The appendix includes the full research questionnaire administered to startup founders participating in university business incubator programs in Indonesia. This appendix is provided to enhance transparency, replicability, and methodological clarity. It enables other scholars to replicate the data collection process, compare findings across contexts, or adapt the instrument for future research on business coaching, entrepreneurial cognition, and startup development within academic incubation ecosystems.
DOI: 10.26180/30908507
title: DIANA models used in exoALMA XXIV.

description: DIANA Project models used in exoALMA XXIV: Confirmation of non-thermal line broadening in the DM Tau protoplanetary disk. This includes a MCFOST parameter file `MCFOST.in' and a stellar spectrum file `MCFOSTspec_7DFC130E2F351AD.fits.gz' that they used for their best fitting DM Tau model. We provide these files as the DIANA repository which originally housed these no longer exists. The DIANA Project homepage is https://diana.iwf.oeaw.ac.at, and the relevant paper is 10.1088/1538-3873/aaf4e5.
DOI: 10.26180/30908507.v1
title: DIANA models used in exoALMA XXIV.

description: DIANA Project models used in exoALMA XXIV: Confirmation of non-thermal line broadening in the DM Tau protoplanetary disk. This includes a MCFOST parameter file `MCFOST.in' and a stellar spectrum file `MCFOSTspec_7DFC130E2F351AD.fits.gz' that they used for their best fitting DM Tau model. We provide these files as the DIANA repository which originally housed these no longer exists. The DIANA Project homepage is https://diana.iwf.oeaw.ac.at, and the relevant paper is 10.1088/1538-3873/aaf4e5.
DOI: 10.15468/dl.kvah4f
title: Occurrence Download

description: A dataset containing 607554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-10-22",
 "EventDate is less than or equal to 2025-11-21",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 607554 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057497-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwp5rw
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tucetona pectunculus, ? amboinensis, Arca pectunculus, Cardium amboinense, Glycymeris amboinensis, Glycymeris pectiniformis, Glycymeris pectunculus, Glycymeris petunculus, Melaxinaea pectiniformis, Pectunculus pectiniformis, Pectunculus pectunculus, Pectunculus subauritus, Tucetona amboinensis, Tucetona amboinensis extra)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057507-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17971104
title: GSE4611 Expression Data

description: Breast Cancer Gene Expression Data from Frankfurt Series.

Pooling of microarray datasets seems to be a reasonable approach to increase sample size when a heterogeneous disease like breast cancer is concerned. Different methods for the adaption of datasets have been used in the literature. We have analyzed influences of these strategies using a pool of 3,030 Affymetrix U133A microarrays from breast cancer samples. We present data on the resulting concordance with biochemical assays of well known parameters and highlight critical pitfalls. We further propose a method for the inference of cutoff values directly from the data without prior knowledge of the true result. The cutoffs derived by this method displayed high specificity and sensitivity. Markers with a bimodal distribution like ER, PgR, and HER2 discriminate different biological subtypes of disease with distinct clinical courses. In contrast, markers displaying a continuous distribution like proliferation markers as Ki67 rather describe the composition of the mixture of cells in the tumor.
DOI: 10.5281/zenodo.17971105
title: GSE4611 Expression Data

description: Breast Cancer Gene Expression Data from Frankfurt Series.

Pooling of microarray datasets seems to be a reasonable approach to increase sample size when a heterogeneous disease like breast cancer is concerned. Different methods for the adaption of datasets have been used in the literature. We have analyzed influences of these strategies using a pool of 3,030 Affymetrix U133A microarrays from breast cancer samples. We present data on the resulting concordance with biochemical assays of well known parameters and highlight critical pitfalls. We further propose a method for the inference of cutoff values directly from the data without prior knowledge of the true result. The cutoffs derived by this method displayed high specificity and sensitivity. Markers with a bimodal distribution like ER, PgR, and HER2 discriminate different biological subtypes of disease with distinct clinical courses. In contrast, markers displaying a continuous distribution like proliferation markers as Ki67 rather describe the composition of the mixture of cells in the tumor.
DOI: 10.13140/rg.2.2.11508.41600
title: RRR-P010-GHESAH PERSIAN CURVE CONSTRUCTION-ESTIMATION OF PARAMETERS آغاز پژوهش و افتادن روی غلطک دانش گام پنجم: تعیین متغیرهای هادی RRR-EPS018-2 PERSIAN FRAGILITY FUNCTION
DOI: 10.15468/dl.8khd6v
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchostylis retusa"
 ]
}

 The dataset includes 550 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057508-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8bce3
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tucetona strigilata, Glycymeris strigilata, Pectunculus strigilatus, Pectunculus tesselatus)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057510-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsg2w4
title: Occurrence Download

description: A dataset containing 127240 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippophae"
 ]
}

 The dataset includes 127240 records from 739 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057484-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82ykr8
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geosmithia morbida)"
 ]
}

 The dataset includes 50 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057511-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.space.03413
title: Dataset for "The UFLUX ensemble of multiple-scale carbon, water, and energy fluxes"
title: Dataset for "The UFLUX ensemble of multiple-scale carbon, water, and energy fluxes"

description: The UFLUX ensemble consists of datasets spanning four spatiotemporal scales. It integrates satellite-based vegetation proxies — including MODIS NIRv, GOME-2 SIF, and OCO-2 SIF — with ERA5 climate reanalysis, and is trained against ICOS eddy covariance observations. The dataset includes five core flux components:Gross Primary Production (GPP)Ecosystem Respiration (RECO)Net Ecosystem Exchange (NEE)Sensible Heat Flux (H)Latent Energy Flux (LE)
description: The UFLUX ensemble consists of datasets spanning four spatiotemporal scales. It integrates satellite-based vegetation proxies — including MODIS NIRv, GOME-2 SIF, and OCO-2 SIF — with ERA5 climate reanalysis, and is trained against ICOS eddy covariance observations. The dataset includes five core flux components:Gross Primary Production (GPP)Ecosystem Respiration (RECO)Net Ecosystem Exchange (NEE)Sensible Heat Flux (H)Latent Energy Flux (LE)