cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.q3r4qk
title: Occurrence Download

description: A dataset containing 852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nigrobaetis bacillus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 852 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018019-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/pyr9-5r43
title: JWST NIRspec and NIRCam data for A370
DOI: 10.15468/dl.6b69wt
title: Occurrence Download

description: A dataset containing 1688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procloeon pennulatum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1688 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018020-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18290461
title: Ocimum L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290460
title: Ocimum L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290462
title: Ocimum carnosum (Spreng.) Link & Otto ex Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290463
title: Ocimum carnosum (Spreng.) Link & Otto ex Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290467
title: Ocimum selloi Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290468
title: Ocimum selloi Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.15468/dl.k4s2p2
title: Occurrence Download

description: A dataset containing 416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cinygmula grandifolia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 416 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018021-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18290478
title: Ocotea Aubl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290477
title: Ocotea Aubl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.15468/dl.h9es6w
title: Occurrence Download

description: A dataset containing 580 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.96526 45.87179,15.40473 45.87179,15.40473 47.29679,12.96526 47.29679,12.96526 45.87179))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lagomorpha",
 "Year 2020-2026"
 ]
}

 The dataset includes 580 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018022-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehjbns
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Trifolium fragiferum"
 ]
}

 The dataset includes 88 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018023-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18290482
title: Ocotea acutifolia (Nees) Mez. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290481
title: Ocotea acutifolia (Nees) Mez. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.6084/m9.figshare.31082290
title: <b>Logging History shapes Mechanisms of Ecosystem Multifunctionality in </b><b>a </b><b>Tropical </b><b>Rain </b><b>Forest</b>

description: <b>Logging History shapes Mechanisms of Ecosystem Multifunctionality in </b><b>a </b><b>Tropical </b><b>Rain </b><b>Forest</b><b>orest</b>
DOI: 10.6084/m9.figshare.31082290.v1
title: <b>Logging History shapes Mechanisms of Ecosystem Multifunctionality in </b><b>a </b><b>Tropical </b><b>Rain </b><b>Forest</b>

description: <b>Logging History shapes Mechanisms of Ecosystem Multifunctionality in </b><b>a </b><b>Tropical </b><b>Rain </b><b>Forest</b><b>orest</b>
DOI: 10.15468/dl.sxphyz
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Czechia",
 "TaxonKey is one of (Oncorhynchus mykiss, Salmo trutta)",
 "Year 1970-2026"
 ]
}

 The dataset includes 315 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018027-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83fnqa
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cinygmula hirasana",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018026-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uq2scs
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichotis patagonum",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Country is Belgium"
 ]
}

 The dataset includes 38 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018028-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18290500
title: Ocotea puberula (Rich.) Nees. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290499
title: Ocotea puberula (Rich.) Nees. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.15468/dl.7rrzyq
title: Occurrence Download

description: A dataset containing 60020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyprinodon variegatus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 60020 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018011-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30173602
title: WGCNAxDEG intersection scripts

description: Scripts used for WGCNAxDEG intersection in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.6084/m9.figshare.30173602.v1
title: WGCNAxDEG intersection scripts

description: Scripts used for WGCNAxDEG intersection in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.5281/zenodo.18290503
title: Ocotea pulchella (Nees & Mart.) Mez. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290504
title: Ocotea pulchella (Nees & Mart.) Mez. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.15468/dl.xtexwk
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cinygmula kurenzovi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018029-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18290511
title: Oenanthe L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290512
title: Oenanthe L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290514
title: Oenanthe globulosa L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290515
title: Oenanthe globulosa L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.15468/dl.bpx8zv
title: Occurrence Download

description: A dataset containing 709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dasysiphonia japonica",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 709 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018030-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trv3p3
title: Occurrence Download

description: A dataset containing 509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ecdyonurus bajkovae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 509 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018031-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30173593
title: WGCNA scripts

description: Scripts used for WGCNA in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.6084/m9.figshare.30173593.v1
title: WGCNA scripts

description: Scripts used for WGCNA in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.5281/zenodo.18290517
title: Oenothera L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290516
title: Oenothera L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.6084/m9.figshare.30244531
title: MEGENAxDEG intersection scripts

description: Scripts used for WGCNAxDEG intersection in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.6084/m9.figshare.30244531.v1
title: MEGENAxDEG intersection scripts

description: Scripts used for WGCNAxDEG intersection in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.6084/m9.figshare.30244495
title: MEGENA scripts

description: Scripts used for MEGENA in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.6084/m9.figshare.30244495.v1
title: MEGENA scripts

description: Scripts used for MEGENA in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.6084/m9.figshare.30783797
title: edgeR for nutrient RNA-seq scripts

description: Scripts used edgeR for nutrient RNA-seq in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.6084/m9.figshare.30783797.v1
title: edgeR for nutrient RNA-seq scripts

description: Scripts used edgeR for nutrient RNA-seq in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.6084/m9.figshare.30783821
title: edgeR for mutant RNA-seq scripts

description: Scripts used edgeR for mutant RNA-seq in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.6084/m9.figshare.30783821.v1
title: edgeR for mutant RNA-seq scripts

description: Scripts used edgeR for mutant RNA-seq in the article "Context Matters: Coordinated Transcriptional Regulation and Root Plasticity Under Multi-Nutrient Conditions"
DOI: 10.15468/dl.qf8xrz
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is 2023 Contributions of Plant Specimen Data inside China",
 {
 "or" : [
 "Geometry POLYGON((108.47 24.38,114.15 24.38,114.15 30.08,108.47 30.08,108.47 24.38))",
 "Geometry POLYGON((110.08016 29.48282,110.07817 28.88465,110.8967 28.88398,110.88677 29.48613,110.49691 29.43784,110.08016 29.48282))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Citrus aurantium",
 "Year 1950-2026"
 ]
}

 The dataset includes 73 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018032-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93rpb3
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendrobaena octaedra",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 190 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018033-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3g7ysw
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is Nigeria",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chrysichthys nigrodigitatus"
 ]
}

 The dataset includes 51 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018035-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18290533
title: Oenothera acaulis Cav. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290532
title: Oenothera acaulis Cav. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.15468/dl.y5xjz6
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Trifolium pratense"
 ]
}

 The dataset includes 171 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018036-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18290374
title: The Role of the Digital Workplace in Enhancing Productive Organizational Energy: An Analytical Study at the University of Fallujah
DOI: 10.5281/zenodo.18290375
title: The Role of the Digital Workplace in Enhancing Productive Organizational Energy: An Analytical Study at the University of Fallujah
DOI: 10.5281/zenodo.18290231
title: austrophora_flindersi_spades_01.fasta.gz
DOI: 10.5281/zenodo.18290232
title: austrophora_flindersi_spades_01.fasta.gz
DOI: 10.5281/zenodo.18290536
title: Oenothera affinis Cambess. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290537
title: Oenothera affinis Cambess. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.15468/dl.ts6brs
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendrodrilus rubidus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018037-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6ymbh
title: Occurrence Download

description: A dataset containing 826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus frainetto",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset includes 826 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018038-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18290544
title: Oenothera centaureifolia Steud. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290545
title: Oenothera centaureifolia Steud. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290367
title: New Best Known Solution (BKS) for Multidimensional Knapsack Problem: Chu & Beasley mknapcb1 (Instance 1)

description: This repository contains the solution vector establishing a new world record score of 24,138 for the first instance of the classic Chu & Beasley benchmark (mknapcb1), widely used in Operations Research since 1998.

Result Details:





Benchmark: OR-Library MKP (mknapcb1.txt)




Instance: Problem #1 (n=100 items, m=5 dimensions)




Previous Best Known Solution (BKS): 23,713




New Solution: 24,138 (+1.79%)




Method: The Annet Standard™ (Proprietary deterministic heuristic engine).



Verification: The file Annet_Standard_World_Record_Final.txt contains the binary decision vector. Researchers can verify the score and constraint feasibility by computing the dot product of this vector against the provided dataset parameters (dataset_mknapcb1_instance_01.csv).

No source code is provided. This entry serves as a formal proof of computational achievability beyond previous theoretical bounds.
DOI: 10.5281/zenodo.18290548
title: Oenothera glazioviana Micheli. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51
DOI: 10.5281/zenodo.18290549
title: Oenothera glazioviana Micheli. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:51