Conjoint Research Interviews With Frail, Elderly Couples: Methodological Implications
Bibliographic record
Abstract
In this phenomenological study, frail, rural elderly couples were interviewed as dyads. Couples participated in semistructured interviews and jointly constructed their responses. The elderly couple or dyad was the unit of inquiry, data collection, and analysis. The study sought to maximize the understanding of the couple as a unit as partners negotiated and constructed their responses. The method of data collection provided opportunity to observe the verbal and nonverbal interaction of the couple, the process used to construct the conjoint dialogue, and the content of the discourse. The couple conversation was richer in content and more effective in addressing the research question than were individual interviews. This article focuses on the methodological issues as they relate to the couple as the dyadic unit of research. Dialogue from the study illustrates the richness of the data gathered using this method.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.160 | 0.158 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.008 |
| Science and technology studies | 0.017 | 0.012 |
| Scholarly communication | 0.008 | 0.008 |
| Open science | 0.004 | 0.011 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".