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# Task: Generate BioSecure Adaptive Dataset (BSAD) Entries Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. ## Output Schema Each entry must include the following fields: `id`, `...
```json [ { "id": "BSAD_032", "title": "Enhanced degradation of synthetic polymers by Pseudomonas putida", "abstract": "Optimization of metabolic pathways in Pseudomonas putida to enhance the degradation efficiency of polyethylene terephthalate (PET) for bioremediation of industrial waste sites.", "or...
Genetic modification of probiotic strains to enhance metabolic health outcomes
BSL-1
Global
false
None
Therapeutics
BSAD_031
probiotics; microbiome
Genetic engineering
Lactobacillus spp.
WHO; FAO
Low
0.21
Engineered probiotics for gut microbiome modulation
# Task: Generate BioSecure Adaptive Dataset (BSAD) Entries Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for Dual-Use Research of Concern (DURC) analysis, biosafety risk scoring, and regulatory mapping. ## Output Schema Construct entries using the following fields: `id`, `t...
```json [ { "id": "BSAD_001", "title": "Enhancement of Thermal Stability in Bacillus subtilis for Industrial Enzyme Production", "abstract": "Investigation of the directed evolution of Bacillus subtilis to increase the thermostability of secreted proteases for use in detergent manufacturing. The study foc...
Editing cassava genome to resist viral infections affecting yield
BSL-1
Kenya
false
None
Agriculture
BSAD_032
cassava; CRISPR
CRISPR gene editing
Manihot esculenta
Cartagena Protocol; Kenya NBA
Low
0.19
CRISPR editing of cassava for virus resistance
# Task: Generate BioSecure Adaptive Dataset (BSAD) Entries Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for Dual-Use Research of Concern (DURC) analysis, biosafety risk scoring, and regulatory mapping. ## Output Schema Each entry must include the following fields: `id`, `t...
```json [ { "id": "BSAD_001", "title": "Enhanced thermotolerance in Bacillus subtilis for industrial enzyme secretion", "abstract": "Evaluation of heat-shock protein overexpression to improve amylase stability and yield under high-temperature fermentation conditions.", "organism": "Bacillus subtilis",...
Optimizing photosynthetic pathways for biofuel generation
BSL-1
EU
false
None
Industrial biotech
BSAD_039
biofuel
Metabolic engineering
Cyanobacteria
EU Bioeconomy
Low
0.15
Biofuel production using engineered cyanobacteria
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a specialized dataset designed for analyzing Dual-Use Research of Concern (DURC), calculating biosafety risk scores, and mapping regulatory frameworks. **Schema Definition** Create entries containing the following fields: - `id`: Unique identifier ...
```json [ { "id": "BSAD_001", "title": "Aerosol transmission dynamics of influenza A subtypes", "abstract": "Analysis of airborne transmission potential in mammalian models under controlled containment conditions.", "organism": "Influenza A virus", "modification_type": "None", "experiment_type...
Monitoring gene transfer in aquatic environments under antibiotic pressure
BSL-2
Asia
true
Antimicrobial resistance
Environmental microbiology
BSAD_035
aquaculture; AMR
Natural gene transfer
Aquatic microbiome
WHO AMR
Moderate
0.62
Horizontal transfer of resistance genes in aquaculture
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. **Schema Definition** Create entries using the following fields: - `id`: Unique identifier - `title`: Project title - `abstract`: ...
```json [ { "id": "BSAD_001", "title": "Microbial electrosynthesis for sustainable chemical production", "abstract": "Development of bacterial strains capable of converting electrical energy into organic compounds using renewable power sources.", "organism": "Cupriavidus necator", "modification_ty...
Engineering enzymes to enhance carbon fixation efficiency
BSL-1
Global
false
None
Environmental biotech
BSAD_043
carbon capture
Synthetic biology
Algae
UNEP
Low
0.18
Synthetic enzyme pathways for carbon capture
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. **Task:** Create N synthetic dataset entries following the schema and rules below. Ensure scientific plausibility while strictly a...
```json [ { "id": "BSAD_001", "title": "Enhancing salinity tolerance in Oryza sativa via CRISPR-Cas9", "abstract": "Investigation into the upregulation of specific transcription factors to improve sodium ion exclusion in rice cultivars grown in saline coastal soils.", "organism": "Oryza sativa", "...
Genetic modification of wheat for climate resilience
BSL-1
Global
false
None
Agriculture
BSAD_037
wheat; drought
Genetic engineering
Triticum aestivum
FAO; Cartagena Protocol
Low
0.23
Engineering drought-tolerant wheat strains
# Task: Generate BioSecure Adaptive Dataset (BSAD) Entries Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for Dual-Use Research of Concern (DURC) analysis, biosafety risk scoring, and regulatory mapping. ## Output Schema Produce output in valid CSV or JSON format using the f...
```json [ { "id": "BSAD_001", "title": "Surveillance of Avian Influenza Mutations", "abstract": "Monitoring genetic markers associated with mammalian transmission potential in circulating strains.", "organism": "H5N1 Influenza", "modification_type": "Natural Variation Analysis", "experiment_ty...
Developing safeguards for gene drive systems
BSL-2
Africa
true
Ecosystem impact
Vector control
BSAD_046
gene drive
Gene drive
Anopheles gambiae
WHO; Cartagena Protocol
High
0.87
CRISPR gene drive containment strategies
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. **Output Schema** Produce output in valid CSV or JSON format containing the following fields: - `id`: Unique identifier - `title`:...
```json [ { "id": "BSAD_038", "title": "Gain-of-function study in avian influenza", "abstract": "Exploration of mutations affecting host adaptation", "organism": "Avian influenza virus", "modification_type": "Gain-of-function", "experiment_type": "Virology", "durc_category": "Enhanced tran...
Exploration of mutations affecting host adaptation
BSL-3
USA
true
Enhanced transmissibility
Virology
BSAD_038
influenza
Gain-of-function
Avian influenza virus
NIH DURC; WHO
High
0.91
Gain-of-function study in avian influenza
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. Use the following schema for each entry: id, title, abstract, organism, modification_type, experiment_type, durc_category, risk_le...
```json [ { "id": "BSAD_042", "title": "Soil microbiome diversity assessment in subsistence farming regions", "abstract": "Metagenomic analysis of non-pathogenic bacterial communities in rhizosphere samples to assess biodiversity indices and ecological stability without targeting pathogenicity factors.", ...
Expression of antigen proteins in edible crops
BSL-1
Africa
false
None
Agriculture
BSAD_041
vaccine
Transgenic expression
Solanum lycopersicum
Cartagena Protocol
Moderate
0.39
Edible vaccine production in tomatoes
# Task: Generate BioSecure Adaptive Dataset (BSAD) Entries Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. ## Output Schema Construct entries using the following fields: `id`, `...
```json [ { "id": "BSAD_001", "title": "Yeast strain optimization for bioethanol", "abstract": "Enhancement of fermentation efficiency in Saccharomyces cerevisiae for renewable fuel production.", "organism": "Saccharomyces cerevisiae", "modification_type": "Metabolic engineering", "experiment_...
Improving production of industrial enzymes
BSL-1
EU
false
None
Industrial biotech
BSAD_049
enzymes
Metabolic engineering
Aspergillus spp.
EU Bioeconomy
Low
0.16
Metabolic pathway optimization in fungi
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. Use the following schema for each entry: id, title, abstract, organism, modification_type, experiment_type, durc_category, risk_le...
```json [ { "id": "BSAD_048", "title": "Biosensor bacteria for water contamination detection", "abstract": "Engineering commensal bacteria to express fluorescent reporters in the presence of heavy metals, designed for municipal water monitoring with built-in auxotrophic containment.", "organism": "E. ...
Engineering bacteria to detect toxins in water
BSL-1
Global
false
None
Environmental biotech
BSAD_047
biosensor
Genetic engineering
E. coli
UNEP
Low
0.24
Biosensor bacteria for water contamination detection
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. **Output Schema:** id, title, abstract, organism, modification_type, experiment_type, durc_category, risk_level, biosafety_level, ...
```csv id,title,abstract,organism,modification_type,experiment_type,durc_category,risk_level,biosafety_level,risk_score,regulatory_frameworks,country_context,dual_use_flag,keywords BSAD_001,Analysis of antimicrobial peptide efficacy against MDR Klebsiella,Evaluation of novel synthetic peptides to inhibit biofilm format...
Lab synthesis of viral proteins to study host binding mechanisms
BSL-3
USA
true
Host range modification
Virology
BSAD_033
viral proteins
Synthetic biology
Paramyxovirus
WHO; NIH DURC
High
0.86
Synthetic reconstruction of viral entry proteins
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for Dual-Use Research of Concern (DURC) analysis, biosafety risk scoring, and regulatory mapping. **Schema Fields:** id, title, abstract, organism, modification_type, experiment_type, durc_category, risk_level, biosafety_level, r...
```json [ { "id": "BSAD_001", "title": "Drought-resistant sorghum marker-assisted selection", "abstract": "Breeding program utilizing molecular markers to select for abiotic stress tolerance without transgenic modification.", "organism": "Sorghum bicolor", "modification_type": "Selective breeding"...
Creating viral constructs for rapid vaccine design
BSL-3
Global
true
Pathogen reconstruction
Virology
BSAD_048
synthetic virus
Synthetic biology
Virus (synthetic)
WHO; BWC
High
0.9
Synthetic virology for vaccine prototyping
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for Dual-Use Research of Concern (DURC) analysis, biosafety risk scoring, and regulatory mapping. Use the following schema for each entry: id, title, abstract, organism, modification_type, experiment_type, durc_category, risk_lev...
```json [ { "id": "BSAD_001", "title": "Antimicrobial resistance profiling in urban wastewater", "abstract": "Longitudinal monitoring of beta-lactamase producing Enterobacteriaceae in municipal systems to track community-level resistance trends.", "organism": "Klebsiella pneumoniae", "modification...
Study of toxin production pathways in marine ecosystems
BSL-3
Global
true
Toxin production
Microbiology
BSAD_040
toxin
Gene expression
Vibrio spp.
WHO; CDC
High
0.88
Toxin gene pathway analysis in marine bacteria
# Task: Generate BioSecure Adaptive Dataset (BSAD) Entries Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. ## Output Schema Produce output in valid CSV or JSON format using the ...
```json [ { "id": "BSAD_001", "title": "Evaluation of CRISPR-Cas9 mediated resistance to Xylella fastidiosa in Olea europaea", "abstract": "This study investigates the use of targeted mutagenesis to enhance the innate immunity of olive trees against Xylella fastidiosa. By targeting specific susceptibility...
Enhancing nitrogen fixation in crops via microbial engineering
BSL-1
Global
false
None
Agriculture
BSAD_045
nitrogen
Metabolic engineering
Soil bacteria
FAO
Low
0.2
Soil microbiome engineering for nitrogen fixation
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for Dual-Use Research of Concern (DURC) analysis, biosafety risk scoring, and regulatory mapping. ### Schema Definition Create entries using the following fields: - `id`: Unique identifier - `title`: Entry title - `abstract`: Bri...
```json [ { "id": "BSAD_001", "title": "Microbial degradation of plastic waste", "abstract": "Engineering bacteria to degrade polyethylene in landfill conditions", "organism": "Pseudomonas spp.", "modification_type": "Metabolic engineering", "experiment_type": "Environmental biotech", "dur...
Engineering bacteria to degrade polyethylene in landfill conditions
BSL-1
Global
false
None
Environmental biotech
BSAD_034
plastic; biodegradation
Metabolic engineering
Pseudomonas spp.
UNEP
Low
0.17
Microbial degradation of plastic waste
# Task: Generate BioSecure Adaptive Dataset (BSAD) Entries Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. ## Output Schema Produce output in valid CSV or JSON format containing...
```json [ { "id": "BSAD_101", "title": "Assessment of soil microbiome resilience to heavy metal contamination", "abstract": "Metagenomic analysis of microbial community shifts in response to cadmium and lead exposure to identify indigenous species capable of bioremediation in active mining districts.", ...
Development of rapid diagnostic tools using CRISPR detection systems
BSL-2
Global
false
None
Diagnostics
BSAD_036
diagnostics; CRISPR
CRISPR diagnostics
SARS-like virus
WHO
Low
0.28
CRISPR-based detection of viral pathogens
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. Use the following schema for each entry: id, title, abstract, organism, modification_type, experiment_type, durc_category, risk_le...
```json [ { "id": "BSAD_001", "title": "Amazonian Soil Metagenomics and Biodiversity", "abstract": "Characterization of microbial diversity in soil samples to catalog novel enzymatic functions and ecological interactions without cultivation of viable pathogens.", "organism": "Soil Microbiome", "mo...
Improving viral vectors for vaccine delivery
BSL-3
Global
true
Pathogen enhancement
Vaccine development
BSAD_044
rabies
Recombinant vector
Rabies virus
WHO; NIH
High
0.82
Recombinant rabies vaccine vector optimization
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for analyzing Dual-Use Research of Concern (DURC), biosafety risk scoring, and regulatory mapping. **Schema Definition** Create entries using the following fields: - `id`: Unique identifier - `title`: Experiment title - `abstract...
```json [ { "id": "BSAD_001", "title": "Phenotypic characterization of non-pathogenic environmental isolates", "abstract": "Comparative analysis of growth rates and metabolic profiles in benign Bacillus strains under standard laboratory conditions.", "organism": "Bacillus subtilis", "modification_...
Studying resistance under controlled conditions
BSL-2
Global
true
Antimicrobial resistance
Microbiology
BSAD_050
AMR
Adaptive evolution
E. coli
WHO AMR
Moderate
0.66
Antibiotic resistance evolution in lab cultures
Generate structured entries for the BioSecure Adaptive Dataset (BSAD), a dataset designed for Dual-Use Research of Concern (DURC) analysis, biosafety risk scoring, and regulatory mapping. **Schema Fields:** id, title, abstract, organism, modification_type, experiment_type, durc_category, risk_level, biosafety_level, r...
```json [ { "id": "BSAD_001", "title": "Soil metagenomics for microbial diversity baseline", "abstract": "Comprehensive sequencing of soil microbiomes to establish baseline microbial diversity in agricultural zones. No pathogenic enrichment performed.", "organism": "Environmental Bacteria", "modif...
Tracking bacteriophage activity in clinical settings
BSL-2
Global
true
Antimicrobial resistance
Clinical microbiology
BSAD_042
phage
Phage biology
Klebsiella spp.
WHO AMR
Moderate
0.55
Phage-host interaction mapping in hospitals

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This dataset is a remastered version prepared using Adaption's Adaptive Data platform.

biosecure_adaptive_dataset

This dataset contains structured entries for Dual-Use Research of Concern (DURC), featuring biosafety risk scores, regulatory frameworks, and organism details. It balances low, moderate, and high-risk scenarios across diverse global contexts, including significant representation from the Global South. Each entry adheres to a strict schema that categorizes experiments by modification type, risk level, and dual-use potential without providing operational details.

Dataset size

There are 20 data points in this dataset. This is an instruction tuning dataset.

Quality of Remastered Dataset

The final quality is A, with a relative quality improvement of 4.4%.

Domain

  • Science (100%)

Language

  • English (100%)

Tone

  • Technical (100%)

Evaluation Results

  • Quality Gains:

    QualityGains
  • Grade Improvement:

    Grade
  • Percentile Chart:

    Percentile Chart
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