Question to #OSMonitoring2025 attendees: The monitoring framework/infrastructure is thoughtful/robust/has promise. What are examples of actual policy changes/iterations based on this data? Is it too soon to ask? The investment has been huge -- what are the policy results #OpenScience
July 8, 2025 at 8:14 AM
Question to #OSMonitoring2025 attendees: The monitoring framework/infrastructure is thoughtful/robust/has promise. What are examples of actual policy changes/iterations based on this data? Is it too soon to ask? The investment has been huge -- what are the policy results #OpenScience
@ariannabec.bsky.social - these principles will help us determine if #openscience is ACTUALLY furthering the public good. Monitoring "exclusion" is critical as well. Who is being left behind and why? The gaps/distortions are important to understand. Science in LATAM is a good ex. #OSMonitoring2025
July 7, 2025 at 3:02 PM
@ariannabec.bsky.social - these principles will help us determine if #openscience is ACTUALLY furthering the public good. Monitoring "exclusion" is critical as well. Who is being left behind and why? The gaps/distortions are important to understand. Science in LATAM is a good ex. #OSMonitoring2025
Simon Apartis on case study 2: Used AI to classify WHO is engaging with the open content (IP addresses reviewed by #AI to classify addresses by socio-economic sectors). Showed us what kind of actors access what kind of science.
#PathOS #OpenScience #OSMonitoring2025
#PathOS #OpenScience #OSMonitoring2025
July 7, 2025 at 8:16 AM
Simon Apartis on case study 2: Used AI to classify WHO is engaging with the open content (IP addresses reviewed by #AI to classify addresses by socio-economic sectors). Showed us what kind of actors access what kind of science.
#PathOS #OpenScience #OSMonitoring2025
#PathOS #OpenScience #OSMonitoring2025
Discussion re: #PathOS findings #OSMonitoring2025:
Q: What kinds of "impacts" are relevant? Something that helps develop a better tool to sell vs. something that saves lives in clinical work...which is more important? Ismael Rafols asking: www.universiteitleiden.nl/en/staffmemb...
Q: What kinds of "impacts" are relevant? Something that helps develop a better tool to sell vs. something that saves lives in clinical work...which is more important? Ismael Rafols asking: www.universiteitleiden.nl/en/staffmemb...
Ismael Rafols Garcia
Ismael Rafols is a senior researcher at INGENIO (CSIC-UPV, Univ. Politec. València) and UNESCO Chair on Diversity and Inclusion in Global Science at CWTS. He studies S&T evaluation, foresight and rese...
www.universiteitleiden.nl
July 7, 2025 at 10:07 AM
Discussion re: #PathOS findings #OSMonitoring2025:
Q: What kinds of "impacts" are relevant? Something that helps develop a better tool to sell vs. something that saves lives in clinical work...which is more important? Ismael Rafols asking: www.universiteitleiden.nl/en/staffmemb...
Q: What kinds of "impacts" are relevant? Something that helps develop a better tool to sell vs. something that saves lives in clinical work...which is more important? Ismael Rafols asking: www.universiteitleiden.nl/en/staffmemb...
#PathOS recs #OSMonitoring2025
Corporate cooptation of #OpenScience coming up again and again during Q&A. To me, it's not inherently bad but needs to be balanced. Fuels economy/jobs in a macro way, but v. diff in US vs. EU. Are companies engaging enough?
Corporate cooptation of #OpenScience coming up again and again during Q&A. To me, it's not inherently bad but needs to be balanced. Fuels economy/jobs in a macro way, but v. diff in US vs. EU. Are companies engaging enough?
July 7, 2025 at 10:11 AM
#PathOS recs #OSMonitoring2025
Corporate cooptation of #OpenScience coming up again and again during Q&A. To me, it's not inherently bad but needs to be balanced. Fuels economy/jobs in a macro way, but v. diff in US vs. EU. Are companies engaging enough?
Corporate cooptation of #OpenScience coming up again and again during Q&A. To me, it's not inherently bad but needs to be balanced. Fuels economy/jobs in a macro way, but v. diff in US vs. EU. Are companies engaging enough?
#PathOS #OSMonitoring2025 #OpenScience #OpenAccess
COVID 19 case:
2. When #opencontent attached to high impact pubs --> amplified effect
3.effect is stronger earlier in a crisis
Dataset reuse:
-Choice of #OpenData repo matters for reuse
In SSH better #metadata/IR moderation in IR increases reuse
COVID 19 case:
2. When #opencontent attached to high impact pubs --> amplified effect
3.effect is stronger earlier in a crisis
Dataset reuse:
-Choice of #OpenData repo matters for reuse
In SSH better #metadata/IR moderation in IR increases reuse
July 7, 2025 at 8:04 AM
#PathOS #OSMonitoring2025 #OpenScience #OpenAccess
COVID 19 case:
2. When #opencontent attached to high impact pubs --> amplified effect
3.effect is stronger earlier in a crisis
Dataset reuse:
-Choice of #OpenData repo matters for reuse
In SSH better #metadata/IR moderation in IR increases reuse
COVID 19 case:
2. When #opencontent attached to high impact pubs --> amplified effect
3.effect is stronger earlier in a crisis
Dataset reuse:
-Choice of #OpenData repo matters for reuse
In SSH better #metadata/IR moderation in IR increases reuse
Why should we use #OSMonitoring2025 principles? @belspo.be Marc says it's good bc there's no concrete solution which actually is good. "These principles might help us engage in collective drafting of new narratives around #OpenScience" (SR: this feels !! - glad it's called out #AI #ResearchSecurity)
July 7, 2025 at 2:50 PM
Why should we use #OSMonitoring2025 principles? @belspo.be Marc says it's good bc there's no concrete solution which actually is good. "These principles might help us engage in collective drafting of new narratives around #OpenScience" (SR: this feels !! - glad it's called out #AI #ResearchSecurity)
I asked the ? about #OpenScience benefitting industry when they don't have to share themselves and @elrod.mastodon.social.ap.brid.gy points out that innovation/economic growth benefits ALL, not just companies. He's more concerned about AI!
#PathOS #OpenScience #OSMonitoring2025
#PathOS #OpenScience #OSMonitoring2025
July 7, 2025 at 8:56 AM
I asked the ? about #OpenScience benefitting industry when they don't have to share themselves and @elrod.mastodon.social.ap.brid.gy points out that innovation/economic growth benefits ALL, not just companies. He's more concerned about AI!
#PathOS #OpenScience #OSMonitoring2025
#PathOS #OpenScience #OSMonitoring2025
Which part? I'm making the observation around industry benefiting from OS (big issue in the US context right now). Attribution/confidentiality is coming up in first panel at #OSMonitoring2025
July 7, 2025 at 8:33 AM
Which part? I'm making the observation around industry benefiting from OS (big issue in the US context right now). Attribution/confidentiality is coming up in first panel at #OSMonitoring2025
#PathOS #OSMonitoring2025 #OpenScience #OpenAccess
Lessons:
- start with the question, not metric - the policy ? has to be clear then data gap is obvious/solvable: What were the expectations of a particular piece of #OS research. What is the pathway we have in mind? Then you find data that supports
Lessons:
- start with the question, not metric - the policy ? has to be clear then data gap is obvious/solvable: What were the expectations of a particular piece of #OS research. What is the pathway we have in mind? Then you find data that supports
July 7, 2025 at 8:05 AM
#PathOS #OSMonitoring2025 #OpenScience #OpenAccess
Lessons:
- start with the question, not metric - the policy ? has to be clear then data gap is obvious/solvable: What were the expectations of a particular piece of #OS research. What is the pathway we have in mind? Then you find data that supports
Lessons:
- start with the question, not metric - the policy ? has to be clear then data gap is obvious/solvable: What were the expectations of a particular piece of #OS research. What is the pathway we have in mind? Then you find data that supports
#OpenScience initiatives should be well-defined, relevant and adaptable to diverse contexts; should prioritize use of open, transparent and reproducible info; do NOT want new indicators used as impact proxies (like journal metrics).
#OSMonitoring2025
#OSMonitoring2025
July 7, 2025 at 2:18 PM
#OpenScience initiatives should be well-defined, relevant and adaptable to diverse contexts; should prioritize use of open, transparent and reproducible info; do NOT want new indicators used as impact proxies (like journal metrics).
#OSMonitoring2025
#OSMonitoring2025
Appreciate Natalia @openaire.bsky.social pushing the issue of action: What ACTION is #openScience monitoring enabling?
#AnaPersic, @unesco.org, this work is largely re: sharing best practice/benefits. Not about rankings/policing. The process is as important as the actual outcomes. #OSMonitoring2025
#AnaPersic, @unesco.org, this work is largely re: sharing best practice/benefits. Not about rankings/policing. The process is as important as the actual outcomes. #OSMonitoring2025
July 8, 2025 at 8:29 AM
Appreciate Natalia @openaire.bsky.social pushing the issue of action: What ACTION is #openScience monitoring enabling?
#AnaPersic, @unesco.org, this work is largely re: sharing best practice/benefits. Not about rankings/policing. The process is as important as the actual outcomes. #OSMonitoring2025
#AnaPersic, @unesco.org, this work is largely re: sharing best practice/benefits. Not about rankings/policing. The process is as important as the actual outcomes. #OSMonitoring2025
#AnaPersic, ?s of inequity need evidence/data to underscore the cost of inequity. The case of what diseases are studied in terms of global populations is a good example (see #Metascience2025 findings). How could #equity evaluation shape where we shift $$ for research?
#OSMonitoring2025
#OSMonitoring2025
July 8, 2025 at 10:32 AM
#AnaPersic, ?s of inequity need evidence/data to underscore the cost of inequity. The case of what diseases are studied in terms of global populations is a good example (see #Metascience2025 findings). How could #equity evaluation shape where we shift $$ for research?
#OSMonitoring2025
#OSMonitoring2025
Q: Which #OSMonitoring2025 principle is most important to your communities? Kamran: Emphasis on Transparency/Reproducibility. This is something @cern.bsky.social is really thinking about. Key component is transparency around shared vocabulary.
July 7, 2025 at 3:00 PM
Q: Which #OSMonitoring2025 principle is most important to your communities? Kamran: Emphasis on Transparency/Reproducibility. This is something @cern.bsky.social is really thinking about. Key component is transparency around shared vocabulary.
@ariannabec.bsky.social ALWAYS raises the ? of who is excluded. Kamran: We are always thinking about uptake and who is doing it but who is missing is crucial and Arianna always reminds us of this. #OpenScience in LATAM is taking a hit because of this. #OSMonitoring2025
July 7, 2025 at 3:04 PM
@ariannabec.bsky.social ALWAYS raises the ? of who is excluded. Kamran: We are always thinking about uptake and who is doing it but who is missing is crucial and Arianna always reminds us of this. #OpenScience in LATAM is taking a hit because of this. #OSMonitoring2025
@ismaelrafols.bsky.social we need non-traditional ways of monitoring like the #useCases proposed by #PathOS. #DEI issues relate to collaboration/processes -- not recorded/captured in #OpenScience outputs. It's the HOW where equity erodes."
#OSMonitoring2025
#OSMonitoring2025
July 8, 2025 at 10:49 AM
@ismaelrafols.bsky.social we need non-traditional ways of monitoring like the #useCases proposed by #PathOS. #DEI issues relate to collaboration/processes -- not recorded/captured in #OpenScience outputs. It's the HOW where equity erodes."
#OSMonitoring2025
#OSMonitoring2025
Michelle Barker: Australasia - many countries don't have national #OpenScience frameworks but DO have #metascience #STS efforts. Will be interesting to see how #OSMonitoring2025 principles influence those efforts.
July 7, 2025 at 3:05 PM
Michelle Barker: Australasia - many countries don't have national #OpenScience frameworks but DO have #metascience #STS efforts. Will be interesting to see how #OSMonitoring2025 principles influence those efforts.
Good question at #OSMonitoring2025 re: whether #OpenScience practices in the #PathOS case studies were pre or post publication. Answer: they were post-publication bc they were often doing a comparative analysis (content was closed but was open somewhere else).
July 7, 2025 at 9:01 AM
Good question at #OSMonitoring2025 re: whether #OpenScience practices in the #PathOS case studies were pre or post publication. Answer: they were post-publication bc they were often doing a comparative analysis (content was closed but was open somewhere else).
Where is compliance/policing in #OpenScience work? What ELSE are we doing to go beyond #s? What do we need for capacity building? How do we engage w/ more stakeholders? (SR: this is my ? - who specifically are "stakeholders" they are referencing?)
#OSMonitoring2025
#OSMonitoring2025
July 8, 2025 at 8:24 AM
Where is compliance/policing in #OpenScience work? What ELSE are we doing to go beyond #s? What do we need for capacity building? How do we engage w/ more stakeholders? (SR: this is my ? - who specifically are "stakeholders" they are referencing?)
#OSMonitoring2025
#OSMonitoring2025
2. mutual learning/collab improvement
3. accountability/transparency
European Research Area policy agenda 2025-2027 - #OpenScience first thing on all policies.
@ec.europa.eu
#OSMonitoring2025
3. accountability/transparency
European Research Area policy agenda 2025-2027 - #OpenScience first thing on all policies.
@ec.europa.eu
#OSMonitoring2025
July 8, 2025 at 7:37 AM
2. mutual learning/collab improvement
3. accountability/transparency
European Research Area policy agenda 2025-2027 - #OpenScience first thing on all policies.
@ec.europa.eu
#OSMonitoring2025
3. accountability/transparency
European Research Area policy agenda 2025-2027 - #OpenScience first thing on all policies.
@ec.europa.eu
#OSMonitoring2025
@plos.org #OpenScience Iain ?: What does success looks like w/ #PathOS recs? A: #OpenAccess IS having the effect we wanted. It's being use in more diverse context. #CitizenScience is working as well - data we wouldn't have gotten any other way. OS IS achieving important outcomes. #OSMonitoring2025
July 7, 2025 at 10:52 AM
@plos.org #OpenScience Iain ?: What does success looks like w/ #PathOS recs? A: #OpenAccess IS having the effect we wanted. It's being use in more diverse context. #CitizenScience is working as well - data we wouldn't have gotten any other way. OS IS achieving important outcomes. #OSMonitoring2025
What are the lessons from PathOS on tracking Open Science impact?
This session invites you to reflect on the key findings from #PathOS and help shape their policy relevance.
👉 Learn more and join us online: pathos-project.eu/conference-o...
#OpenScience #SciencePolicy #OSMonitoring2025
This session invites you to reflect on the key findings from #PathOS and help shape their policy relevance.
👉 Learn more and join us online: pathos-project.eu/conference-o...
#OpenScience #SciencePolicy #OSMonitoring2025
July 3, 2025 at 11:17 AM
What are the lessons from PathOS on tracking Open Science impact?
This session invites you to reflect on the key findings from #PathOS and help shape their policy relevance.
👉 Learn more and join us online: pathos-project.eu/conference-o...
#OpenScience #SciencePolicy #OSMonitoring2025
This session invites you to reflect on the key findings from #PathOS and help shape their policy relevance.
👉 Learn more and join us online: pathos-project.eu/conference-o...
#OpenScience #SciencePolicy #OSMonitoring2025
@eosc-eden.bsky.social official launch at #OSMonitoring2025 wi/ Natalia Manola @openaire.bsky.social kicking off the intro. As a non-EU-er, this intro will be incredibly useful.
July 8, 2025 at 7:33 AM
@eosc-eden.bsky.social official launch at #OSMonitoring2025 wi/ Natalia Manola @openaire.bsky.social kicking off the intro. As a non-EU-er, this intro will be incredibly useful.
#OSMonitoring2025: PathOS case studies looking to determine:
4. Does repository type influence the reuse of research data -- esp in social sciences?
5. Is French OS platform used beyond academia and by whom?
6. How does Portuguese RCAAP infra affect industry usefulness, visibility, reuse of pubs?
4. Does repository type influence the reuse of research data -- esp in social sciences?
5. Is French OS platform used beyond academia and by whom?
6. How does Portuguese RCAAP infra affect industry usefulness, visibility, reuse of pubs?
July 7, 2025 at 7:51 AM
#OSMonitoring2025: PathOS case studies looking to determine:
4. Does repository type influence the reuse of research data -- esp in social sciences?
5. Is French OS platform used beyond academia and by whom?
6. How does Portuguese RCAAP infra affect industry usefulness, visibility, reuse of pubs?
4. Does repository type influence the reuse of research data -- esp in social sciences?
5. Is French OS platform used beyond academia and by whom?
6. How does Portuguese RCAAP infra affect industry usefulness, visibility, reuse of pubs?
Appreciate how #PathOS is explaining the model mechanisms of #OpenScience at #OSMonitoring2025. Aligns closely with OS work at AIP --> access to outputs, transparency of processes, participation of actors (3 of our 4 pillars).
July 7, 2025 at 9:48 AM
Appreciate how #PathOS is explaining the model mechanisms of #OpenScience at #OSMonitoring2025. Aligns closely with OS work at AIP --> access to outputs, transparency of processes, participation of actors (3 of our 4 pillars).