Avoiding the A.B.D. Abyss: A Grounded Theory Study of a Dissertation-Focused Course for Doctoral Students in an Educational Leadership Program
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
More than half of all graduate students drop out before graduation. Doctoral students often become mired in the “all but dissertation” (ABD) phase of the process. This grounded theory study focused on the perceptions and experiences of doctoral students in an educational leadership program, who were ABD, regarding their participation in a dissertation-focused intensive writing course called the Dissertation Boot Camp (DBC). Findings revealed participants had particular challenges with time, writing, and advisement. The DBC attended to many of these challenges by providing time, structure, encouragement, and support. Results of the study led to the development of a conceptual framework, which helps to better understand the complexities involved in a student’s pathway to ABD status.
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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 | 0.011 | 0.002 |
| 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 | 0.000 | 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 it