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
Purpose The purpose of this paper is to determine whether the stages of group development are path‐dependent or whether a stage can have a direct influence beyond an adjacent stage; to test a model that distinguishes between task and process characteristics; and to examine the validity of the Group Development Assessment. Design/methodology/approach A total of 204 public servants responded to questionnaires pertaining to their respective teams. Their responses to the Group Development Assessment were analyzed through the use of confirmatory factor analyses and structural equation modeling. Findings This study found that, in general, teams follow a predictable pattern of growth (i.e. they grow up one stage at a time), but their ability to grow is influenced by how well they addressed previous challenges. Path dependency was partly supported since the prior stage was generally the strongest predictor of the subsequent stage. The findings on path dependency are consistent with pendular models since changes in an earlier stage can have significant effects on later stages. Support was found for the separation of tasks and process behaviors. The Group Development Assessment was reasonably reliable, and its items generally classified into their corresponding stages. Research limitations/implications The finding that, at a given moment, a variable such as dependency has a strong independent relationship with interdependence is consistent with a short time lag. However, a longitudinal study is needed to assess such lags. Practical implications As a group meets the challenges of a stage and moves forward, the assumptions or the foundations laid before need to be supported; otherwise the group may regress. Originality/value The study tests a group development model and offers recommendations for group interventions.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.016 |
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