ScienceGuardians gives voice to all stakeholders
Secure Environment: Verified contributors only, ensuring meaningful and responsible discussions. Members can stay anonymous while verified, ensuring legitimacy and accountability.
Combatting Misconduct: A fortress against anonymous intimidation and coordinated campaigns, fostering evidence-based dialogue and protecting the academic community.
Resources and Training: Access classified content, participate in enlightening debates, and stay at the forefront of ethical practices.
Hack-Proof Platform: Your privacy is paramount. The identity information of users choosing to remain anonymous is securely stored offline.
Our Commitment:
Integrity and Accountability: Every account verified for credible and responsible engagement.
Inclusivity and Fairness: A platform where all voices in the scientific community are respected.
Support and Collaboration: Helping resolve issues delicately and constructively.
Participant
In Section 3.2.1, 131,887 narratives (29% of the dataset) were excluded due to the absence of a dominant topic. It remains unclear whether these unclassified posts differ systematically in linguistic structure, topic diversity, or moral framing. If such differences exist, the exclusion may introduce selection bias and affect the representativeness of situational settings and disagreement patterns.