Deliberation and Deliberative Organizational Routines in Frontline Decision-Making
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
Abstract Deliberation is a widely recognized but understudied aspect of frontline decision-making. This study contributes to theory development by exploring deliberative practices in frontline organizations and their implications for decision-making. Drawing on a multi-sited ethnographic study in three Danish child welfare agencies, the analysis clarifies the multiple purposes of deliberation in everyday practice and shows how deliberation is enabled and structured by formalized and informal deliberative organizational routines. Findings show that deliberation may influence individual decision-making or amount to collective decision-making. Depending on how deliberative organizational routines are enacted, deliberation may serve to enhance professional judgment, ensure appropriate justification for decisions, and alleviate uncertainty and emotional strain. Yet, while deliberation represents a productive form of collective coping, deliberative routines may also obscure transparency and reify dysfunctional group dynamics. A conceptual framework is developed to support further research into the purposes, practices, and implications of deliberation across diverse street-level contexts.
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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| 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