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
Reflexivity is a concept that is increasingly gaining currency in professional practice literature, particularly in relation to working with uncertainty and as an important feature of professional discretion and ethical practice. This article discusses how practitioners working in child and family welfare/protection organisations understood and interpreted the concept of reflexivity for their practice, as one of the outcomes of larger, collaborative research project. This project was conducted through a series of workshops with practitioners. The overall research that aimed to expand practitioners’ practice repertoires from narrowly-defined risk assessment, to an approach that could account for the uncertainties of practice, included the concept of reflexivity as an alternative or a complement to instrumental accountability that is increasingly a feature in child welfare/protection organisations. This article discusses how the concept of reflexivity was explored in the research and how practitioners interpreted the concept for their practice. We conclude that while concepts like reflexivity are central to formal theories for professional practice, we also recognise that individual practitioners interpret concepts (in ways that are both practically and contextually relevant), thus creating practical meanings appropriate to their practice 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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 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) | 0.024 | 0.008 |
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