A manifesto for plant science education
Bibliographic record
Abstract
Societal Impact Statement Plants provide oxygen, food, shelter, medicines and environmental services, without which human society could not exist. Tackling pressing and global challenges requires well‐trained plant scientists and plant‐aware individuals. This manifesto provides a practical evidence‐based vision to strengthen plant science education, focused on five strategic priorities. It is relevant to all stakeholders within plant science and beyond: from frontline educators to institutional leaders; from commercial or charitable professionals to entrepreneurs and donors; from individual community members to their legislative representatives. Strengthening plant science education demands concrete actions from all stakeholders, ultimately to the benefit of us all. Summary Plant science education needs urgent attention. Skilled plant scientists are needed to address major environmental and societal challenges, and global communities require plant‐aware professionals to drive impactful policy, research and environmental stewardship. This manifesto was collaboratively generated by a community of educators who gathered to reflect on the state of plant science education. The forward‐facing document provides a clear strategy for plant science education, complementing existing research strategies. Five themes were identified as essential for meeting the evolving needs of plant science, educators and learners: (i) plants must be at the centre of an education that addresses global challenges and societal values; (ii) plant science education must prepare students for their futures using bold and effective pedagogies; (iii) equity, diversity and inclusion must be robustly embedded in educational practices; (iv) local and strategic partnerships (with industry and beyond) are required to strengthen academic education; and (v) plant science educators need resources and opportunities to develop and connect. The manifesto is intended as a framework for change. Educators, funders, publishers, industry representatives, policymakers and all other members of our communities must commit to sustained investment in plant science education. By proactively and collectively embracing the recommendations provided, the sector has an opportunity to cultivate a new generation equipped with the knowledge, skills and passion to unlock the full potential of photosynthetic organisms.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".