"At least we're trying": Experimenting with roles and repertoires to foster new connections between science and society
Bibliographic record
Abstract
The aim of this report is to explore the different roles science communicators assume – or should be assuming – to meet the challenges and demands in the contemporary science communication landscape. On the basis of earlier RETHINK research on how science communicators employ innovative techniques to reach underserved audiences, six roles were formulated that can be – and are – adopted by science communication practitioners to enhance their connections with a wider range of audiences: The Broker, creates connections between target audience and actors to obtain access to a target group, links with other actors to supply, involves all actors in dialogue; The Listener, connects to target audience with active listening and empathy and integrates that what is learned in communication activity; The Includer, breaks down physical, social, cultural barriers to give audience access to resources, spaces, knowledge & opportunities; The Enabler, provides target audience with access to information, resources, spaces, and changes power dynamics between science-society; The Educator, contributes to understanding scientific method and process, and critical thinking skills leading to misinformation identification; and The Entertainer, gets scientific communication across via games, arts, performances, hands-on activities & storytelling.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".