“Is it <i>us</i> or is it <i>me</i>?”: Family experiences of connectedness following a reflecting team intervention
Bibliographic record
Abstract
The present study examined family-wide versus individual perceptions of, and changes in, family connectedness in response to a one-time reflecting team (RT) intervention. Seventy-six families (N = 208 individuals), recruited during family therapy, completed family connectedness measures before and after the RT intervention. A subset of adults (n = 26) completed 1-week follow-up measures. Three-level (family, individual, time) multilevel models were used to partition sources of variance in connectedness while permitting different fixed and random effects for adults and minors. Results indicate that family connectedness is a characteristic of whole-families (34% of the variance), individuals (43%), and change over time (23%), including measurement error. Additionally, participants reported higher family connectedness after the RT. This study demonstrates the importance of considering family connectedness as a multilevel relationship construct that potentially changes in response to RT.
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How this classification was reachedexpand
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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".