A critical incidents study of differentiation
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
Eight couples participated in a workshop designed, to identify what events facilitate or hinder differentiation in everyday life. The couples met in three-hour weekly sessions over a period of eight weeks. The program incorporated psycho-educational and experiential components. The content was based on the key concepts of Bowen Family Systems Theory, communication skills, Transactional Analysis and Imago Therapy. During the program and from interviews, 508 incidents were collected. Flanagan's (1954) critical incident technique was used as an evaluation method. Subsequently, the total of 508 reported incidents was reduced to the six major categories. Each major category had its facilitating and hindering counterparts. Then, a definition was created for each category. The categories of "Openness & Intimacy" and "A Sense of Self" accounted for 51% of all facilitating as well as all hindering events. The results of the study were found to be both reliable and valid. The implications for the development of skill-training programs, counselling sessions and future research were outlined.
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) | 0.002 | 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