Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The Scandinavian countries have a strong tradition of studying pollination ecology, fostered by the Annual Meetings of Scandinavian Association of Pollination Ecology (SCAPE).SCAPE had its first annual meeting in 1987 in Uppsala, Sweden and has been going strong ever since.Over the last years, an increasing number of attendees have come from far beyond Scandinavia and in recent years the conference itself has been hosted beyond these borders.The popularity of the conference among those studying pollination in the broader sense, is likely due to its collection of fascinating talks on all topics related to pollinators, flowers and their interactions, high quality research and friendly atmosphere.Those features have helped to keep the tradition going and it is now the world's longest-running conference devoted to pollination ecology (<https://scape-pollination.org> for more information).Our aim in this joint Special Issue with the Journal of Pollination Ecology (JPE) is to further highlight the contributions SCAPE has made to pollination ecology.Nordic Journal of Botany (NJB) has a long history of publishing original contributions of relevance to the natural botanical biodiversity on earth, including the taxonomy, evolution, ecology, conservation and biogeography of vascular plants, algae and bryophytes as well as fungi.In this respect, we are delighted to cooperate with Journal of Pollination Ecology (JPE) by presenting six studies stemming from the 33rd annual Meeting of SCAPE, held in 2019 at Hr, Sweden.In line with the scope of NJB, the papers are all plant-centred, focusing on pollination-related issues from the plant's point of view, whereas the corresponding JPE papers have their focus on the pollinators.Our collection spans the broad range of plant-focused research presented at SCAPE meetings.Starting in Scandinavia, Muola et al. (2021) show that the fragmented landscape of the Finnish Archipelago has not hindered gene flow of the perennial herb, Vincetoicum hirundinaria -a factor with major implications for the evolution of mixed mating in the system.Another important landscape receiving increasing attention with respect to plants and their pollinators are urban environments.Kanduth et al. (2021) show that patches of red and white clover can be food sources for bees in Vienna and that these wildflowers could be important in helping maintain bee diversity.Red clover is also the focus of the study by Jing et al. (2021), providing insight on differences in seed set between diploids and tetraploids.The collection also contains two floral scent papers; one on the relationship of floral scent and pollinator visitation for two floral colour morphs of Collinsia heterophylla (Larsson et al.
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.
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) | 0.344 | 0.002 |
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 it