"Successful implementation means consistent self-assessment," Kamran Naim @cern.bsky.social aiming to influence by holding itself accountable.
#OSMonitoring2025
#OSMonitoring2025
July 7, 2025 at 3:20 PM
"Successful implementation means consistent self-assessment," Kamran Naim @cern.bsky.social aiming to influence by holding itself accountable.
#OSMonitoring2025
#OSMonitoring2025
@ismaelrafols.bsky.social I really appreciate this framing. It's much more compelling than just counting how many objects are open. It's more powerful, too, in terms of understanding gaps/communities who are impacted.
#OSMonitoring2025
#OSMonitoring2025
July 8, 2025 at 11:07 AM
@ismaelrafols.bsky.social I really appreciate this framing. It's much more compelling than just counting how many objects are open. It's more powerful, too, in terms of understanding gaps/communities who are impacted.
#OSMonitoring2025
#OSMonitoring2025
@ismaelrafols.bsky.social we're seeing a change in how we understand #OPenScience to move beyond just access to outputs. It has to be about open CONNECTIONS leading to new outcomes. Monitoring outputs is important but narratives around connections/processes will be vital.
#OSMonitoring2025
#OSMonitoring2025
July 8, 2025 at 11:07 AM
@ismaelrafols.bsky.social we're seeing a change in how we understand #OPenScience to move beyond just access to outputs. It has to be about open CONNECTIONS leading to new outcomes. Monitoring outputs is important but narratives around connections/processes will be vital.
#OSMonitoring2025
#OSMonitoring2025
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).
@ariannabec.bsky.social has all the hats. (TRUE!) @redalyc.bsky.social #AmeliCA - #OSMonitoring2025 principles will be useful bc of how adaptable they will be. In the Mexican context, #OpenAccess is mandated by law and access to science is a human right in the constitution. SR: Now that's CONTEXT.
July 7, 2025 at 3:13 PM
@ariannabec.bsky.social has all the hats. (TRUE!) @redalyc.bsky.social #AmeliCA - #OSMonitoring2025 principles will be useful bc of how adaptable they will be. In the Mexican context, #OpenAccess is mandated by law and access to science is a human right in the constitution. SR: Now that's CONTEXT.
What is the @eosc-beyond.bsky.social #OpenScience Observatory? data-driven overview of natl policies, practices, trends supporting strategic alignment, benchmarking and evidence-based decision making.
#OSMonitoring2025
#OSMonitoring2025
July 8, 2025 at 7:53 AM
What is the @eosc-beyond.bsky.social #OpenScience Observatory? data-driven overview of natl policies, practices, trends supporting strategic alignment, benchmarking and evidence-based decision making.
#OSMonitoring2025
#OSMonitoring2025
Tony R-H, " #OpenScience is a hybrid coalition. Many are coming to this movement with different requirements/priorities. Diff constituencies want different things. Repro/RI issues = transparency focus. FAIR =enabling participation. "Open" is a "boundary object" in this context.
#OSMonitoring2025
#OSMonitoring2025
July 7, 2025 at 10:43 AM
Tony R-H, " #OpenScience is a hybrid coalition. Many are coming to this movement with different requirements/priorities. Diff constituencies want different things. Repro/RI issues = transparency focus. FAIR =enabling participation. "Open" is a "boundary object" in this context.
#OSMonitoring2025
#OSMonitoring2025
SR: Why do proponents of #DEI in privileged countries ALWAYS bristle when asked about how their work could have unintended consq for marginalized communities? Reminding them of the insidious nature of how power is built into STRUCTURES seems to trigger. #GlobalNorthPrivilege #OSMonitoring2025
July 8, 2025 at 8:57 AM
SR: Why do proponents of #DEI in privileged countries ALWAYS bristle when asked about how their work could have unintended consq for marginalized communities? Reminding them of the insidious nature of how power is built into STRUCTURES seems to trigger. #GlobalNorthPrivilege #OSMonitoring2025
@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
@ariannabec.bsky.social How is #openscience monitoring looking at #DiamondOpenAccess contributions. 20% authors of LATAM #OpenAccess pubs (non-commercial publishers) are European authors. They are subsidizing EU authors. Will #OpenScience monitoring reflect this?
#OSMonitoring2025
#OSMonitoring2025
July 8, 2025 at 8:44 AM
@ariannabec.bsky.social How is #openscience monitoring looking at #DiamondOpenAccess contributions. 20% authors of LATAM #OpenAccess pubs (non-commercial publishers) are European authors. They are subsidizing EU authors. Will #OpenScience monitoring reflect this?
#OSMonitoring2025
#OSMonitoring2025
The PathOS project kicks off the discussion with evidence, tools & case studies on #OpenScience impact.
👉 Learn more and join us online: pathos-project.eu/conference-o...
#PathOS #ResearchAssessment #OSMonitoring2025 @cnrs.fr @cwts.nl @openaire.bsky.social @unesco.org @technopolis-group.com
👉 Learn more and join us online: pathos-project.eu/conference-o...
#PathOS #ResearchAssessment #OSMonitoring2025 @cnrs.fr @cwts.nl @openaire.bsky.social @unesco.org @technopolis-group.com
July 3, 2025 at 8:24 AM
The PathOS project kicks off the discussion with evidence, tools & case studies on #OpenScience impact.
👉 Learn more and join us online: pathos-project.eu/conference-o...
#PathOS #ResearchAssessment #OSMonitoring2025 @cnrs.fr @cwts.nl @openaire.bsky.social @unesco.org @technopolis-group.com
👉 Learn more and join us online: pathos-project.eu/conference-o...
#PathOS #ResearchAssessment #OSMonitoring2025 @cnrs.fr @cwts.nl @openaire.bsky.social @unesco.org @technopolis-group.com
#OpenScience is NOT about access to JUST the outcomes of science but also the process. What has changed institutionally so you can actually have the culture of OS in place deeply embedded in process/practice.
#AnaPersic @unesco.org #OSMonitoring2025
#AnaPersic @unesco.org #OSMonitoring2025
July 8, 2025 at 10:12 AM
#OpenScience is NOT about access to JUST the outcomes of science but also the process. What has changed institutionally so you can actually have the culture of OS in place deeply embedded in process/practice.
#AnaPersic @unesco.org #OSMonitoring2025
#AnaPersic @unesco.org #OSMonitoring2025
Industry issues around confidentiality and proper attribution.
SR: Industry is benefitting from #OpenScience #OpenData #OpenAccess but not necessarily feeding back into the system. This feels like a big problem w/ OA mandates in kleptocratic contexts #USA
#PathOS #OpenScience #OSMonitoring2025
SR: Industry is benefitting from #OpenScience #OpenData #OpenAccess but not necessarily feeding back into the system. This feels like a big problem w/ OA mandates in kleptocratic contexts #USA
#PathOS #OpenScience #OSMonitoring2025
July 7, 2025 at 8:23 AM
Industry issues around confidentiality and proper attribution.
SR: Industry is benefitting from #OpenScience #OpenData #OpenAccess but not necessarily feeding back into the system. This feels like a big problem w/ OA mandates in kleptocratic contexts #USA
#PathOS #OpenScience #OSMonitoring2025
SR: Industry is benefitting from #OpenScience #OpenData #OpenAccess but not necessarily feeding back into the system. This feels like a big problem w/ OA mandates in kleptocratic contexts #USA
#PathOS #OpenScience #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
When studying non-academic use of science, it's volatile/ correlated to societal needs. Demand for #OpenAccess content is based on what's happening in the world, which means certain fields get more engagement. Digital lit not = distributed. Geography matters.
#PathOS #OpenScience #OSMonitoring2025
#PathOS #OpenScience #OSMonitoring2025
July 7, 2025 at 8:32 AM
When studying non-academic use of science, it's volatile/ correlated to societal needs. Demand for #OpenAccess content is based on what's happening in the world, which means certain fields get more engagement. Digital lit not = distributed. Geography matters.
#PathOS #OpenScience #OSMonitoring2025
#PathOS #OpenScience #OSMonitoring2025
#PathOS #OSMonitoring2025 #OpenScience #OpenAccess
Lessons:
Culture > code - have to invest in behavior change/incentives as much as infrastructure --> this will take work
Causality is hard but transparency builds trust - open limits of work - can't just give up bc of "causality" critique
Lessons:
Culture > code - have to invest in behavior change/incentives as much as infrastructure --> this will take work
Causality is hard but transparency builds trust - open limits of work - can't just give up bc of "causality" critique
July 7, 2025 at 8:07 AM
#PathOS #OSMonitoring2025 #OpenScience #OpenAccess
Lessons:
Culture > code - have to invest in behavior change/incentives as much as infrastructure --> this will take work
Causality is hard but transparency builds trust - open limits of work - can't just give up bc of "causality" critique
Lessons:
Culture > code - have to invest in behavior change/incentives as much as infrastructure --> this will take work
Causality is hard but transparency builds trust - open limits of work - can't just give up bc of "causality" critique
Similar to #Metascience2025, GlobalSouth/Non-EU participants continue to push @unesco.org @openaire.bsky.social @ec.europa.eu on the impact of these #OpenScience monitoring beyond their borders. Reps insist this is a "EU-focused" while also speaking to 🌎 influence. Need to address! #OSMonitoring2025
July 8, 2025 at 9:04 AM
Similar to #Metascience2025, GlobalSouth/Non-EU participants continue to push @unesco.org @openaire.bsky.social @ec.europa.eu on the impact of these #OpenScience monitoring beyond their borders. Reps insist this is a "EU-focused" while also speaking to 🌎 influence. Need to address! #OSMonitoring2025
We are seeing the "ideological" take of #OpenScience as an inherent good (similar to #OpenAccess), when arguably it's a tool like anything else. Of course bad actors -- from big industry to AI LLMs -- will use it to their benefit.
#OSMonitoring2025
#OSMonitoring2025
July 7, 2025 at 8:59 AM
We are seeing the "ideological" take of #OpenScience as an inherent good (similar to #OpenAccess), when arguably it's a tool like anything else. Of course bad actors -- from big industry to AI LLMs -- will use it to their benefit.
#OSMonitoring2025
#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
Netherlands/UK galloped ahead and set #OpenScience agenda; Other countries (North and South) struggling to catch up. w/ #PathOS recs, are we just doing this again -- asking the whole world to implement recs made by a relatively small group of wealthy countries?
#OSmonitoring2025
#OSmonitoring2025
July 7, 2025 at 10:48 AM
Netherlands/UK galloped ahead and set #OpenScience agenda; Other countries (North and South) struggling to catch up. w/ #PathOS recs, are we just doing this again -- asking the whole world to implement recs made by a relatively small group of wealthy countries?
#OSmonitoring2025
#OSmonitoring2025
@ismaelrafols.bsky.social "In every model of #science we need to rethink HOW we do it. Good ex. is @oecd-ocde.bsky.social, who have iterated as they assessed HOW they worked. If #OpenScience is a diff way of thinking about science, then we need different ways of assessing"
#OSMonitoring2025
#OSMonitoring2025
July 8, 2025 at 10:47 AM
@ismaelrafols.bsky.social "In every model of #science we need to rethink HOW we do it. Good ex. is @oecd-ocde.bsky.social, who have iterated as they assessed HOW they worked. If #OpenScience is a diff way of thinking about science, then we need different ways of assessing"
#OSMonitoring2025
#OSMonitoring2025
OSMI Working Group 3 shoutout for our work led by Iraxte @datacite.org and Lebogang @ Botswana University of Agriculture at #OSMonitoring2025
July 7, 2025 at 2:15 PM
OSMI Working Group 3 shoutout for our work led by Iraxte @datacite.org and Lebogang @ Botswana University of Agriculture at #OSMonitoring2025
#Metascience2025 drama re: Google DeepMind and convo re: corporate benefits of #OpenScience coming up in #OSMonitoring2025 -- DeepMind shielded from answer the question, AI for whom?
July 7, 2025 at 10:12 AM
#Metascience2025 drama re: Google DeepMind and convo re: corporate benefits of #OpenScience coming up in #OSMonitoring2025 -- DeepMind shielded from answer the question, AI for whom?
@ariannabec.bsky.social we want to provide indicators based on the framework #OSMonitoring2025 to enable us to track progress towards science a global public good and human right.
July 7, 2025 at 3:14 PM
@ariannabec.bsky.social we want to provide indicators based on the framework #OSMonitoring2025 to enable us to track progress towards science a global public good and human right.
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.