SlideShare une entreprise Scribd logo
1  sur  23
Repeat after me:
Is our research reproducible (enough)?
Lex Nederbragt
whoami

@lexnederbragt

flxlexblog.wordpress.com
whatdoido
What is ‘Reproducible research’?
“Reproducibility is the ability of an entire
experiment or study to be reproduced

either by the researcher or by someone else
working independently.
It is one of the main principles of the scientific
method.”

Wikipedia
Reproducibility: why?
The worst case

https://www.sciencemag.org/content/334/6056/579.full.pdf
A reproducibility crisis?

Retraction rates are on the rise Murat Cokol, Fatih Ozbay & Raul Rodriguez-Esteban
EMBO reports (2008) 9, 2 doi:10.1038/sj.embor.7401143
Does this affect us?
An example from our own work

2011
An example from our own work

Are all these figures/tables reproducible?

Supplementary information, page 19-63 of 72
An exercise in reproducibility
Master student project at informatics Sabba Ifzal
Solutions

Flick: http://farm4.staticflickr.com/3319/3265787219_bfbc654b5e_o.jpg

Wikimedia commons
Levels of reproducibility

Loose descriptions
that are very
incomplete, no
data/materials

All
data, protocols, code
etc
Levels of reproducibility
Minimum effort needed to
reproduce meaningfully
Loose descriptions
that are very
incomplete, no
data/materials

All
data, protocols, code
etc
Reproducibility and reusability

http://upload.wikimedia.org/wikipedia/commons/4/48/Recycle.jpg
How to make your research reproducible
Document your work
How to make your research reproducible

http://howdoitradestocks.com/wp-content/uploads/2011/12/share-ideas1.jpg
How to make your research reproducible

https://twitter.com/vsbuffalo/statuses/377651287133003776
How to make your research reproducible

https://github.com/lexnederbragt
How to make your research reproducible
Version control

https://www.atlassian.com/git/workflows
How to make your research reproducible
How to make your research reproducible

http://software-carpentry.org
https://twitter.com/ctitusbrown/status/383730337811296256

Contenu connexe

Similaire à Repeat after me: Is our research reproducible (enough)?

Reproducibility in Scientific Data Analysis - BioScience Seminar
Reproducibility in Scientific Data Analysis - BioScience SeminarReproducibility in Scientific Data Analysis - BioScience Seminar
Reproducibility in Scientific Data Analysis - BioScience SeminarSamuel Lampa
 
Chemical Heritage Open Notebook Science
Chemical Heritage Open Notebook ScienceChemical Heritage Open Notebook Science
Chemical Heritage Open Notebook ScienceJean-Claude Bradley
 
OA Week 2012 Miami U: How Open Scholarship is Changing Research
OA Week 2012 Miami U: How Open Scholarship is Changing ResearchOA Week 2012 Miami U: How Open Scholarship is Changing Research
OA Week 2012 Miami U: How Open Scholarship is Changing ResearchWilliam Gunn
 
Science Blogging Conference Bradley Talk
Science Blogging Conference Bradley TalkScience Blogging Conference Bradley Talk
Science Blogging Conference Bradley TalkJean-Claude Bradley
 
Open Notebook Science and Malaria
Open Notebook Science and MalariaOpen Notebook Science and Malaria
Open Notebook Science and MalariaJean-Claude Bradley
 
I2e Version5
I2e Version5I2e Version5
I2e Version5the nciia
 
Reproducibility by Other Means: Transparent Research Objects
Reproducibility by Other Means: Transparent Research ObjectsReproducibility by Other Means: Transparent Research Objects
Reproducibility by Other Means: Transparent Research ObjectsTimothy McPhillips
 
25. idiom, vp 7 quiz, newspaper presentation, 4 a text
25. idiom, vp 7 quiz, newspaper presentation, 4 a text25. idiom, vp 7 quiz, newspaper presentation, 4 a text
25. idiom, vp 7 quiz, newspaper presentation, 4 a textIECP
 
Open Notebook Science at ACS March07
Open Notebook Science at ACS March07Open Notebook Science at ACS March07
Open Notebook Science at ACS March07Jean-Claude Bradley
 
Computational Reproducibility vs. Transparency: Is It FAIR Enough?
Computational Reproducibility vs. Transparency: Is It FAIR Enough?Computational Reproducibility vs. Transparency: Is It FAIR Enough?
Computational Reproducibility vs. Transparency: Is It FAIR Enough?Bertram Ludäscher
 
Results may vary: Collaborations Workshop, Oxford 2014
Results may vary: Collaborations Workshop, Oxford 2014Results may vary: Collaborations Workshop, Oxford 2014
Results may vary: Collaborations Workshop, Oxford 2014Carole Goble
 
Web Science, SADI, and the Singularity
Web Science, SADI, and the SingularityWeb Science, SADI, and the Singularity
Web Science, SADI, and the SingularityMark Wilkinson
 
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...Carole Goble
 
An introduction to the problem statement
An introduction to the problem statementAn introduction to the problem statement
An introduction to the problem statementteachner
 
Quantified Self and Learning Analytics
Quantified Self and Learning AnalyticsQuantified Self and Learning Analytics
Quantified Self and Learning AnalyticsErik Duval
 
How to Unleash the Transformative Potential of Local Communities / Ralph Piot...
How to Unleash the Transformative Potential of Local Communities / Ralph Piot...How to Unleash the Transformative Potential of Local Communities / Ralph Piot...
How to Unleash the Transformative Potential of Local Communities / Ralph Piot...Sitra Kestävä talous -foorumi
 
The beauty of workflows and models
The beauty of workflows and modelsThe beauty of workflows and models
The beauty of workflows and modelsmyGrid team
 

Similaire à Repeat after me: Is our research reproducible (enough)? (20)

Reproducibility in Scientific Data Analysis - BioScience Seminar
Reproducibility in Scientific Data Analysis - BioScience SeminarReproducibility in Scientific Data Analysis - BioScience Seminar
Reproducibility in Scientific Data Analysis - BioScience Seminar
 
Chemical Heritage Open Notebook Science
Chemical Heritage Open Notebook ScienceChemical Heritage Open Notebook Science
Chemical Heritage Open Notebook Science
 
Exaptation
ExaptationExaptation
Exaptation
 
OA Week 2012 Miami U: How Open Scholarship is Changing Research
OA Week 2012 Miami U: How Open Scholarship is Changing ResearchOA Week 2012 Miami U: How Open Scholarship is Changing Research
OA Week 2012 Miami U: How Open Scholarship is Changing Research
 
Science Blogging Conference Bradley Talk
Science Blogging Conference Bradley TalkScience Blogging Conference Bradley Talk
Science Blogging Conference Bradley Talk
 
Open Notebook Science and Malaria
Open Notebook Science and MalariaOpen Notebook Science and Malaria
Open Notebook Science and Malaria
 
I2e Version5
I2e Version5I2e Version5
I2e Version5
 
Reproducibility by Other Means: Transparent Research Objects
Reproducibility by Other Means: Transparent Research ObjectsReproducibility by Other Means: Transparent Research Objects
Reproducibility by Other Means: Transparent Research Objects
 
25. idiom, vp 7 quiz, newspaper presentation, 4 a text
25. idiom, vp 7 quiz, newspaper presentation, 4 a text25. idiom, vp 7 quiz, newspaper presentation, 4 a text
25. idiom, vp 7 quiz, newspaper presentation, 4 a text
 
Reproducibility
ReproducibilityReproducibility
Reproducibility
 
Open Notebook Science at ACS March07
Open Notebook Science at ACS March07Open Notebook Science at ACS March07
Open Notebook Science at ACS March07
 
Computational Reproducibility vs. Transparency: Is It FAIR Enough?
Computational Reproducibility vs. Transparency: Is It FAIR Enough?Computational Reproducibility vs. Transparency: Is It FAIR Enough?
Computational Reproducibility vs. Transparency: Is It FAIR Enough?
 
Results may vary: Collaborations Workshop, Oxford 2014
Results may vary: Collaborations Workshop, Oxford 2014Results may vary: Collaborations Workshop, Oxford 2014
Results may vary: Collaborations Workshop, Oxford 2014
 
Web Science, SADI, and the Singularity
Web Science, SADI, and the SingularityWeb Science, SADI, and the Singularity
Web Science, SADI, and the Singularity
 
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...
 
An introduction to the problem statement
An introduction to the problem statementAn introduction to the problem statement
An introduction to the problem statement
 
Quantified Self and Learning Analytics
Quantified Self and Learning AnalyticsQuantified Self and Learning Analytics
Quantified Self and Learning Analytics
 
How to Unleash the Transformative Potential of Local Communities / Ralph Piot...
How to Unleash the Transformative Potential of Local Communities / Ralph Piot...How to Unleash the Transformative Potential of Local Communities / Ralph Piot...
How to Unleash the Transformative Potential of Local Communities / Ralph Piot...
 
Reproducibility 1
Reproducibility 1Reproducibility 1
Reproducibility 1
 
The beauty of workflows and models
The beauty of workflows and modelsThe beauty of workflows and models
The beauty of workflows and models
 

Plus de Lex Nederbragt

Coding & Best Practice in Programming in the NGS era
Coding & Best Practice in Programming in the NGS eraCoding & Best Practice in Programming in the NGS era
Coding & Best Practice in Programming in the NGS eraLex Nederbragt
 
Why of version control
Why of version controlWhy of version control
Why of version controlLex Nederbragt
 
Assembly: before and after
Assembly: before and afterAssembly: before and after
Assembly: before and afterLex Nederbragt
 
Improving and validating the Atlantic Cod genome assembly using PacBio
Improving and validating the Atlantic Cod genome assembly using PacBioImproving and validating the Atlantic Cod genome assembly using PacBio
Improving and validating the Atlantic Cod genome assembly using PacBioLex Nederbragt
 
A different kettle of fish entirely: bioinformatic challenges and solutions f...
A different kettle of fish entirely: bioinformatic challenges and solutions f...A different kettle of fish entirely: bioinformatic challenges and solutions f...
A different kettle of fish entirely: bioinformatic challenges and solutions f...Lex Nederbragt
 
Combining PacBio with short read technology for improved de novo genome assembly
Combining PacBio with short read technology for improved de novo genome assemblyCombining PacBio with short read technology for improved de novo genome assembly
Combining PacBio with short read technology for improved de novo genome assemblyLex Nederbragt
 
Updated: New High Throughput Sequencing technologies at the Norwegian Sequenc...
Updated: New High Throughput Sequencing technologies at the Norwegian Sequenc...Updated: New High Throughput Sequencing technologies at the Norwegian Sequenc...
Updated: New High Throughput Sequencing technologies at the Norwegian Sequenc...Lex Nederbragt
 
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...Lex Nederbragt
 
How and why I use blogging
How and why I use bloggingHow and why I use blogging
How and why I use bloggingLex Nederbragt
 
How to sequence a large eukaryotic genome
How to sequence a large eukaryotic genomeHow to sequence a large eukaryotic genome
How to sequence a large eukaryotic genomeLex Nederbragt
 
Assembly of metagenomes
Assembly of metagenomesAssembly of metagenomes
Assembly of metagenomesLex Nederbragt
 
NGS techniques and data
NGS techniques and data NGS techniques and data
NGS techniques and data Lex Nederbragt
 
NGS: bioinformatic challenges
NGS: bioinformatic challengesNGS: bioinformatic challenges
NGS: bioinformatic challengesLex Nederbragt
 

Plus de Lex Nederbragt (13)

Coding & Best Practice in Programming in the NGS era
Coding & Best Practice in Programming in the NGS eraCoding & Best Practice in Programming in the NGS era
Coding & Best Practice in Programming in the NGS era
 
Why of version control
Why of version controlWhy of version control
Why of version control
 
Assembly: before and after
Assembly: before and afterAssembly: before and after
Assembly: before and after
 
Improving and validating the Atlantic Cod genome assembly using PacBio
Improving and validating the Atlantic Cod genome assembly using PacBioImproving and validating the Atlantic Cod genome assembly using PacBio
Improving and validating the Atlantic Cod genome assembly using PacBio
 
A different kettle of fish entirely: bioinformatic challenges and solutions f...
A different kettle of fish entirely: bioinformatic challenges and solutions f...A different kettle of fish entirely: bioinformatic challenges and solutions f...
A different kettle of fish entirely: bioinformatic challenges and solutions f...
 
Combining PacBio with short read technology for improved de novo genome assembly
Combining PacBio with short read technology for improved de novo genome assemblyCombining PacBio with short read technology for improved de novo genome assembly
Combining PacBio with short read technology for improved de novo genome assembly
 
Updated: New High Throughput Sequencing technologies at the Norwegian Sequenc...
Updated: New High Throughput Sequencing technologies at the Norwegian Sequenc...Updated: New High Throughput Sequencing technologies at the Norwegian Sequenc...
Updated: New High Throughput Sequencing technologies at the Norwegian Sequenc...
 
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...
 
How and why I use blogging
How and why I use bloggingHow and why I use blogging
How and why I use blogging
 
How to sequence a large eukaryotic genome
How to sequence a large eukaryotic genomeHow to sequence a large eukaryotic genome
How to sequence a large eukaryotic genome
 
Assembly of metagenomes
Assembly of metagenomesAssembly of metagenomes
Assembly of metagenomes
 
NGS techniques and data
NGS techniques and data NGS techniques and data
NGS techniques and data
 
NGS: bioinformatic challenges
NGS: bioinformatic challengesNGS: bioinformatic challenges
NGS: bioinformatic challenges
 

Dernier

08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 

Dernier (20)

08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 

Repeat after me: Is our research reproducible (enough)?