BEYOND MODES : A NEW TYPOLOGY OF ISD CONTROL
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
This study focuses on the role of information systems development (ISD) control as a means to better understand the underlying elements of ISD methodologies. Based on Ackoff’s general systems theory, we propose a new typology of ISD control that moves beyond the de facto standard in ISD research: control modes. Through twenty-six interviews at four organizations, we find that our typology aids in distinguishing between control dimensions within structured and flexible development to a greater extent than control modes would allow. Our paper also discusses possible reasons why the benefits of agile development may become diluted in organizations where both flexible and structured methods are employed. This work contributes to the advancement of ISD control theory and provides useful insights for practitioners responsible for the governance of ISD projects.
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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 | 0.000 | 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 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it