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Description
For RESEARCHERS (part of Curate Scholar product)
- users can choose a specific transparency standard they want (or need) to comply with (& also automatic transparency compliance determination as user is curating article transparency, showing additional requirements needed to achieve a higher standard):
  
  
- personalized gamification to nudge researchers toward making their articles more accessible (see accessibility standards below) AND transparent (i.e., adding links to open materials, data, code, etc.)
- personalized gamification involves offering rewards tailored to a specific user, egs:
- career stage: e.g., for ECRs, give achievement badges, points, leader boards, etc.; vs. for more established researchers, virtue signaling, philanthropy charity micro-donations, social proof angle, and/or "impact as motivation" (visual summary of how one's curated articles have helped others), reciprocity bias, spotlight effect, public commitment, empathy/compassion inducements,
- personality type (or at least inferred personality type based on user behavior patterns), e.g., performance graphs (for less competitive personality types, given that performance graphs show transparent/accessibility behaviors compared to one's previous behaviors, rather than compared to other researchers (and this fits nicely with the plan to show one's transparency/accessibility improvements over time, instead or in addition to impact metrics). For overview of different kinds of (gamified) nudges, see https://dl.acm.org/doi/fullHtml/10.1145/3290605.3300733
 
 
- personalized gamification involves offering rewards tailored to a specific user, egs:
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Interact w/ data & Code Ocean capsules directly within article list via full-screen mode (multi-panel mode: live demo (scroll down to "Registered Replication Report..." article card, hover over code badge (teal color), and click full-screen icon on the right of the CodeOcean URL) 
  
  
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Interactive CV (based on one's Curate Scholar's author page) w/ interactive article cards featuring interactive Transparency badges & impact metrics, and also featuring full-screen viewable full-text articles (exportable in various formats): 
  
For REPLICATORS/Credibility curation
- Replication/replicability curation
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study-level curation and improved replication taxonomy, including automatic methodological similarity categorization based on user ticking check boxes: 
  
  
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replication collection pages to track replicability of effects across distinct methods of observing/testing an effect (involving automatically updating meta-analytic estimates across subsets of replications based on transparency and key study characteristics) 
  
 Medical/COVID-19 example, more relevant to our CURATE Citizen product, whereby any citizen can track papers and evidence/replication collections related to topics, conditions, and diseases that are personally-relevant to them:
  
- Result reproducibility curation
- Result robustness curation (ambitious)
 [insert screenshot of rough paper mockups of study-level result robustness curation workflows...; e.g., UI to post crowd-sourced multiverse analyses of previously published findings; which goes beyond currently-offered article-level curation of articles reporting robustness re-analyses]
  
For JOURNALS
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journal issue article list embed widget to make journals accountable given that any follow-up commentaries and replications added on CS will automatically be displayed in their journal issues article lists (see example articles in journal issue mockup below)!: 
  
  
  
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Including displaying article T & C within existing journal website (for journals who prefer keeping their legacy journal website issue layout, rather than using our article list issue widget): 
  
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journal submission portal article editor widget so journals can require transparency compliance (of their choosing) for submissions (& can also decide whether want to allow/do this 1. at submission, 2. after 1st round of review/per reviewer request, or 3. upon acceptance). 
  
  
  
For UNIS
- This includes an admin dashboard for the university staff/prof in charge of ensuring all department articles meet minimum T standard within a certain time period (see below)
  
- This also includes an admin dashboard for the funding agency staff in charge of ensuring that all grantee publications meet minimum T standard within a certain time period (just like admin dashboard for university librarian/staff, see prototype above under "For UNIS")
- Funder grant review transparency standards that can be used globally by any funder (non-profit funder; publicly-funded government funding agencies), to ensure that their grant review processes are sufficiently transparent, hence ensuring the accountability of the funder to its stakeholders:
  
OTHER PRODUCTS, TOOLS, & NEW FEATURES
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journal article CITATION popup prototype: hovering over in-text citation in an HTML article (or news article, blog post, etc.) displays the cited article's metadata & CS transparency info! (live demo) 
  
  
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for Journalists!: Embed the transparency and credibility information of a scientific article a journalist is reporting on for accountable science journalism (given that follow-up replications and critical commentaries will automatically be displayed) 
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user page (listing recent user contributions and contribution statistics) 
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allow non-admin users to add non-author page articles (& add “+ ADD” button on navbar) - but this requires to split current non-admin user type into 2 new non-admin user types:
- editors: can add/edit any article (incl. articles claimed by authors), but cannot delete articles, even ones they themselves created.
- users: can add/edit only new articles that they themselves added; if author claims (i.e., links to their author page) a user-created article, user loses ability to edit that article (but a message is displayed saying they can become editors by achieving a certain curation milestone).
 
 
- but this requires to split current non-admin user type into 2 new non-admin user types:
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Create embedabble article lists: - use cases: article lists for courses; topic-based for general reference; references lists for interactive HTML articles; publicly editable crowdsourced article lists (e.g., Brent Roberts open science article list)).
  
 
- use cases: article lists for courses; topic-based for general reference; references lists for interactive HTML articles; publicly editable crowdsourced article lists (e.g., Brent Roberts open science article list)).
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article list NEWS FEEDS (see paper mockup) - similar to article lists, except it's an automatically updating (& embeddable) article list resulting from a filtered search query! Use cases: university websites, conference website, etc. (but this only useful once our DB is sufficiently large)
 
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tracked content page to automatically be notified of new transparency-compliant articles and replications in one's research area: 
  
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lab pages: article lists of authors/researchers belonging to the same lab (w/ lab info input boxes at the top) (live demo) 
  
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author page topic tagging filtering (e.g., see T. Griffiths’ website) 
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upload files to OSF via CS interface (via user-authorized API) 
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web scraping - open content URLs and open access PDF/HTML URLs from most transparent top journals (e.g., PSCI, Cognition, etc.)
- automatic updating of citations (via GS) and open content/preprint metrics (via OSF API)
 
Various integrations
- Wikipedia Curate Science integration: Embed a Curate Science article card within Wikipedia citation tooltips:
  
- Zotero integration to display any transparency and/or credibility information based on article DOI
  
  
- Web browser plug to display any transparency and/or credibility information based on article DOI
  
















