Moving towards the virtual state: integrating services and service channels for citizen-centred delivery
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
Governments around the world are increasingly seeking to provide integrated, citizen-centred service delivery. The aim is to organize the delivery of services from the perspective of citizens rather than of governments and to deliver these services seamlessly across governments and across the delivery channels of the internet, the telephone and the service-counter. The four major categories of barriers to integrated service delivery are political/legal, structural, operational/managerial and cultural ones. The means of overcoming these barriers include such approaches as creating new service delivery models, perfecting partnerships, establishing an effective governance framework and providing dedicated funding. There are similar barriers — and similar solutions — to the challenge of integrated channel delivery. The challenge to integrating services and service channels becomes greater as initiatives move from the interdepartmental sphere to the interjurisdictional and intersector spheres.
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 | 0.000 | 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 | 0.000 |
| 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