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
This paper reports a study that investigated the synergies of influence (that which shapes the context for creative ideas) and inspiration (that which inspires the content) during the creation process of ten seasoned textile designers towards a better understanding of creativity. The behaviors and rhythm of textile designers were mapped using participant observation with multiple methods including field observation, capturing visual records using video equipment and photography, note taking, auditory records using mp3 recorders, and conducting informal dialogue during studio sessions. The results provide detailed interpretive information in the form of themes focused on understanding how they used and transformed inspirational sources towards the completion of their projects and how designers use their personal thesauruses through their sociocultural capital as influences. No two designers used and transformed inspirational sources in exactly the same way, yet each designer exhibited multiple methods of transformation by including an element of inspiration in their design process. Four separate themes emerged when we looked at how the designers used their personal thesauruses as influences. These themes were: (a) connections made to their sociocultural capital and through research, (b) narratives found or told to focus their projects, (c) emotions related to their attachments and reactions, and (d) design elements they referenced that aided in their decision making. Our rich descriptions of when and how often influence and inspirational sources play into the creative and problem-solving processes are a step toward a better understanding of creativity as a dynamic, complex, and diverse endeavor.
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 | 0.003 | 0.001 |
| 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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it