Calling the Police: Dispatchers as Important Interpreters and Manufacturers of Calls for Service Data
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 Policing has historically been conceptualized as a team sport which requires the work of many to produce the output of one. Although police officers have been the focus of much policing research, it is important to recognize that the work of officers hinges upon the work of dispatchers. As a lifeline for both citizens and police officers, dispatchers play an integral role in ensuring that help is provided where help is required via their management of the emergency (911) telephone and radio system. Despite their importance, however, dispatchers have largely been excluded from mainstream criminological scholarship. Supplemented by a narrative review of the scant literature on the subject of dispatching, this commentary illustrates the important role of dispatchers in policing operations, theorizes the dearth of research regarding dispatchers, and calls for future research to better understand their discretionary and interpretive work. This commentary thus casts light on these highly important but understudied and undertheorized figures in the policing nexus.
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 | 0.008 |
| 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 | 0.001 |
| Open science | 0.001 | 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