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
OBJECTIVES: Participants in faculty development workshops often comment that 'those who need faculty development the most attend the least'. The goals of this study were to explore the reasons why some clinical teachers do not participate in centralised faculty development activities and to learn how we can make faculty development programmes more relevant to teachers' needs. METHODS: In 2006, we conducted focus groups with 16 clinical teachers, who had not participated in faculty development activities, to ascertain their perceptions of faculty development, reasons for non-participation and perceived barriers to involvement. Content analysis and team consensus guided the data interpretation. RESULTS: Focus group participants were aware of faculty development offerings and valued the goals of these activities. Important reasons for non-participation emerged: clinical reality, which included volume of work and lack of (protected) time; logistical issues, such as timing and the central location of organised activities; a perceived lack of financial reward and recognition for teaching, and a perceived lack of direction from, and connection to, the university. CONCLUSIONS: Clinical reality and logistical issues appeared to be greater deterrents to participation than faculty development goals, content or strategies. Moreover, when asked to discuss faculty development, teachers referred to their development as faculty members in the broadest sense, which included personal and career development. They also expressed the desire for clear guidance from the university, financial rewards and recognition for teaching, and a sense of 'belonging'. Faculty development programmes should try to address these organisational issues as well as teachers' personal and professional needs.
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.002 | 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